#SampleID BarcodeSequence LinkerPrimerSequence LAB_PERSON_CONTACT SAMP_COLLECT_DEVICE PROJECT_SPECIFIC_SITE SOURCE_ENV Env SourceSink KELLEY_OFFICE_SITE ASSIGNED_FROM_GEO RUN_DATE TITLE COMMON_SAMPLE_SITE RUN_PREFIX AGE INVESTIGATION_TYPE ENVIRONMENT ANATOMICAL_SAMPLE_SITE STATION TOT_ORG_CARB INCLUDES_TIMESERIES BODY_SITE SPECIFIC_LOCATION ELEVATION COLLECTION_DATE GENDER ALTITUDE NUCL_ACID_AMP PCR_COND SEX CARB_NITRO_RATIO ANNUAL_SEASON_TEMP BACTERIALCELLSPERM3 PRINCIPAL_INVESTIGATOR_CONTACT HOST_SUBJECT_ID ANONYMIZED_NAME POOL_PROPORTION SAMP_SIZE FLOOR URL STUDY_DESCRIPTION CMIN_RATE VENTILATION_TYPE LONGITUDE MIENS_COMPLIANT TOT_ORG_NITRO STUDY_CENTER NUCL_ACID_EXT BODY_HABITAT BODY_PRODUCT STUDY_ABSTRACT ENV_FEATURE KEY_SEQ STUDY_TITLE BARCODE_READ_GROUP_TAG REGION EXPERIMENT_DESIGN_DESCRIPTION PCR_PRIMERS PMID AGE_IN_YEARS HOST_INDIVIDUAL ORIGINAL_SAMPLE_SITE LAB_PERSON EXPERIMENT_CENTER COUNTRY TEXTURE EXPERIMENT_ALIAS DEPTH TREATMENT HOST_TAXID SILT_CLAY TEMP_UNITS SUBMIT_TO_INSDC NICU PRINCIPAL_INVESTIGATOR PROJECT_NAME SEQUENCING_METH ROOM TEMP SOIL_MOISTURE_DEFICIT COMMON_NAME LEVEL ENV_BIOME PLATFORM RUN_ALIAS AIRFLOWVELOCITYMPERSEC ANNUAL_SEASON_PRECPT PH POOL_MEMBER_ACCESSION STUDY_ALIAS EXPERIMENT_TITLE TAXON_ID SAMPLE_CENTER SOIL_TYPE AGE_UNIT AIRCHANGESPERHOUR STUDY_ID LIBRARY_CONSTRUCTION_PROTOCOL STUDY_REF LOCAL_TIME PUBLIC HOST_COMMON_NAME POOL_MEMBER_NAME ENV_MATTER TARGET_GENE BUILDING VENTILATION_METHOD TARGET_SUBFRAGMENT RUN_CENTER PRIMER_READ_GROUP_TAG SURFACE HUMIDITY INSTRUMENT_NAME HUMIDITY_UNITS LATITUDE TIME_ZONE HOSPITAL Description M1.489861 AACCAAGG CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 1420000 jlgreen@uoregon.edu NA M1 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA AC -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Mechanical NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 229 20.88706739 NA air metagenome NA ENVO:city FASTA NA 9.016393443 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 5.358265096 1345 "FLX Titanium 27F, 338R" NA 1130 y NA NA ENVO:air 16S rRNA NA Indoor Mechanical V2 Engencore NA NA 33.32786885 NA percent 45.52 PST NA "mechanically ventilated hospital room, 11:30" M2.489854 CCAAGGAA CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 937000 jlgreen@uoregon.edu NA M2 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA AC -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Mechanical NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 229 21.29690346 NA air metagenome NA ENVO:city FASTA NA 8.655737705 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 3.529165064 1345 "FLX Titanium 27F, 338R" NA 1300 y NA NA ENVO:air 16S rRNA NA Indoor Mechanical V2 Engencore NA NA 32.86229508 NA percent 45.52 PST NA "mechanically ventilated hospital room, 13:00" M3.489857 GAAGACCA CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 607000 jlgreen@uoregon.edu NA M3 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA AC -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Mechanical NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 231 22.25434028 NA air metagenome NA ENVO:city FASTA NA 16.140625 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 8.406254985 1345 "FLX Titanium 27F, 338R" NA 1600 y NA NA ENVO:air 16S rRNA NA Indoor Mechanical V2 Engencore NA NA 31.6703125 NA percent 45.52 PST NA "mechanically ventilated hospital room, 16:00" M4.489862 GCTTGCTT CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 1200000 jlgreen@uoregon.edu NA M4 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA AC -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Mechanical NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 231 21.91093474 NA air metagenome NA ENVO:city FASTA NA 20.77777778 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 8.512498341 1345 "FLX Titanium 27F, 338R" NA 1700 y NA NA ENVO:air 16S rRNA NA Indoor Mechanical V2 Engencore NA NA 32.65555556 NA percent 45.52 PST NA "mechanically ventilated hospital room, 17:00" M5.489864 TCCTCTTC CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/28/12 12:20 NA 0 NA NA NA NA NA 2580000 jlgreen@uoregon.edu NA M5 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA AC -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Mechanical NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 235 22.98148148 NA air metagenome NA ENVO:city FASTA NA 4.484848485 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 5.102859082 1345 "FLX Titanium 27F, 338R" NA 1220 y NA NA ENVO:air 16S rRNA NA Indoor Mechanical V2 Engencore NA NA 32.82575758 NA percent 45.52 PST NA "mechanically ventilated hospital room, 12:20, 2/28/2012" W1.489853 AACCAACC CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 723000 jlgreen@uoregon.edu NA W1 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA window -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Window NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 235 20.26451078 NA air metagenome NA ENVO:city FASTA NA 21.05970149 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 11.71536064 1345 "FLX Titanium 27F, 338R" NA 1130 y NA NA ENVO:air 16S rRNA NA Indoor Window V2 Engencore NA NA 34.76567164 NA percent 45.52 PST NA "window ventilated hospital room, 11:30" W3.489863 GAACACCT CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 867000 jlgreen@uoregon.edu NA W3 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA window -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Window NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 229 23.18189964 NA air metagenome NA ENVO:city FASTA NA 8.290322581 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 13.68490584 1345 "FLX Titanium 27F, 338R" NA 1600 y NA NA ENVO:air 16S rRNA NA Indoor Window V2 Engencore NA NA 30.2516129 NA percent 45.52 PST NA "window ventilated hospital room, 16:00" W4.489865 GGCCTAAT CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 625000 jlgreen@uoregon.edu NA W4 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA window -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Window NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 229 20.75308642 NA air metagenome NA ENVO:city FASTA NA 8.80952381 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 12.05542727 1345 "FLX Titanium 27F, 338R" NA 1700 y NA NA ENVO:air 16S rRNA NA Indoor Window V2 Engencore NA NA 34.96507937 NA percent 45.52 PST NA "window ventilated hospital room, 17:00" W5.489859 GTTGCTTC CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Indoor air Indoor_air NA NA NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Indoor NA NA NA 0 NA NA 9.94 2/28/12 12:20 NA 0 NA NA NA NA NA 969000 jlgreen@uoregon.edu NA W5 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA window -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Window NA NA C n NA Jessica Green Green_hospital_air pyrosequencing 231 21.61025641 NA air metagenome NA ENVO:city FASTA NA 12.16923077 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA 8.275441425 1345 "FLX Titanium 27F, 338R" NA 1220 y NA NA ENVO:air 16S rRNA NA Indoor Window V2 Engencore NA NA 37.35230769 NA percent 45.52 PST NA "window ventilated hospital room, 12:20, 2/28/2012" O1.489860 CAACACCA CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Outdoor air Outdoor_air Outdoor Air source NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Outdoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 572000 jlgreen@uoregon.edu NA O1 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA "none, outside air" -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Outdoor NA NA C n NA Jessica Green Green_hospital_air pyrosequencing Roof 11.77777778 NA air metagenome NA ENVO:city FASTA NA 316.8 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA NA 1345 "FLX Titanium 27F, 338R" NA 1130 y NA NA ENVO:air 16S rRNA NA Outdoor V2 Engencore NA NA 66.2 NA percent 45.52 PST NA "outside air inlet, 11:30" O2.489858 CCTTCCTT CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Outdoor air Outdoor_air Outdoor Air source NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Outdoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 607000 jlgreen@uoregon.edu NA O2 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA "none, outside air" -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Outdoor NA NA C n NA Jessica Green Green_hospital_air pyrosequencing Roof 12.40740741 NA air metagenome NA ENVO:city FASTA NA 322.6666667 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA NA 1345 "FLX Titanium 27F, 338R" NA 1300 y NA NA ENVO:air 16S rRNA NA Outdoor V2 Engencore NA NA 62.66666667 NA percent 45.52 PST NA "outside air inlet, 13:00" O3.489856 GGAACCAA CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Outdoor air Outdoor_air Outdoor Air source NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Outdoor NA NA NA 0 NA NA 9.94 2/27/12 NA 0 NA NA NA NA NA 502000 jlgreen@uoregon.edu NA O3 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA "none, outside air" -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Outdoor NA NA C n NA Jessica Green Green_hospital_air pyrosequencing Roof 13.33333333 NA air metagenome NA ENVO:city FASTA NA 176 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA NA 1345 "FLX Titanium 27F, 338R" NA 1600 y NA NA ENVO:air 16S rRNA NA Outdoor V2 Engencore NA NA 62.4 NA percent 45.52 PST NA outside air inlet 16:00 O5.489855 TTCCAAGG CAAGAGTTTGATCCTGGCTCAG skembel@uoregon.edu NA Outdoor air Outdoor_air Outdoor Air source NA n 2012 Architectural design influences the diversity and structure of the built environment microbiome NA hospital_air_seqs NA mimarks-survey Outdoor NA NA NA 0 NA NA 9.94 2/28/12 12:20 NA 0 NA NA NA NA NA 2050000 jlgreen@uoregon.edu NA O5 NA ".1,g" NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome???the community of microorganisms that live indoors???is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." NA "none, outside air" -122.68 y NA U Oregon NA NA NA "Buildings are complex ecosystems that house trillions of microorganisms interacting with each other, with humans and with their environment. Understanding the ecological and evolutionary processes that determine the diversity and composition of the built environment microbiome the community of microorganisms that live indoors is important for understanding the relationship between building design, biodiversity and human health. In this study, we used high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. We quantified airborne bacterial community structure and environmental conditions in patient rooms exposed to mechanical or window ventilation and in outdoor air. The phylogenetic diversity of airborne bacterial communities was lower indoors than outdoors, and mechanically ventilated rooms contained less diverse microbial communities than did window-ventilated rooms. Bacterial communities in indoor environments contained many taxa that are absent or rare outdoors, including taxa closely related to potential human pathogens. Building attributes, specifically the source of ventilation air, airflow rates, relative humidity and temperature, were correlated with the diversity and composition of indoor bacterial communities. The relative abundance of bacteria closely related to human pathogens was higher indoors than outdoors, and higher in rooms with lower airflow rates and lower relative humidity. The observed relationship between building design and airborne bacterial diversity suggests that we can manage indoor environments, altering through building design and operation the community of microbial species that potentially colonize the human microbiome during our time indoors." ENVO:building TCAG Architectural design influences the diversity and structure of the built environment microbiome NA NA high-throughput sequencing of the bacterial 16S rRNA gene to quantify relationships between building attributes and airborne bacterial communities at a health-care facility. FWD:AGAGTTTGATCCTGGCTCAG; REV:TGCTGCCTCCCGTAGGAGT PMID:22278670 NA NA NA Steven Kembel/Gail Ackermann U Oregon GAZ:United States of America NA NA 0 Outdoor NA NA C n NA Jessica Green Green_hospital_air pyrosequencing Roof 11.11111111 NA air metagenome NA ENVO:city FASTA NA 0 NA NA NA green_hospital_air_sloan Architectural design influences the diversity and structure of the built environment microbiome 655179 U Oregon NA NA NA 1345 "FLX Titanium 27F, 338R" NA 1220 y NA NA ENVO:air 16S rRNA NA Outdoor V2 Engencore NA NA 78.2 NA percent 45.52 PST NA "outsie air inlet, 12:20 2/28/2012" F13Knee.140670 GACTGTCATGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample001 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F14Knee.140634 GAGTATGCAGCC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample002 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F23Knee.140816 GCCACTGATAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 31 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample003 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F24Knee.140744 GCTAGTCTGAAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 31 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample004 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F33Knee.140702 GTATGCGCTGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample005 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F34Knee.140341 GTCTATCGGAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample006 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M13Knee.140288 GAACATGATGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 36 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample007 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M14Knee.140681 GACCGAGCTATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 36 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample008 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M23Knee.140621 GATCTATCCGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 36 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample009 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M24Knee.140796 GCACTGAGACGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 36 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample010 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M33Knee.140298 GCTTGCGAGACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample011 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M34Knee.140362 GTACGGCATACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 33 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample012 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M43Knee.140412 GTGGCGATACAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 31 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample013 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M44Knee.140736 TAAGCGCAGCAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 31 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample014 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M53Knee.140318 TACTACATGGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 60 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample015 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M54Knee.140481 TAGCGACATCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH 60 mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample016 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M63Knee.140419 TATCTCGAACTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH NA mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample017 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M64Knee.140570 TCAGACAGACCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA back_of_knees Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time back of knees FKB0RMH NA mimarks-survey NA FMA:Popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample018 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Knee 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 popliteal fossae Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Knee ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Nose.140325 AGCAGCACTTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample019 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Nose.140365 AGTGTTCGATCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample020 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Nose.140573 ATGACTCATTCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 31 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample021 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Nose.140758 CACGGACTATAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 31 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample022 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Nose.140465 GCAGCACGTTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample023 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Nose.140543 GCTGATGAGCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample024 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Nose.140428 ACAGTGCTTCAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 36 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample025 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Nose.140763 ACTACGTGTGGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 36 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample026 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Nose.140682 CATATCGCAGTT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 36 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample027 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Nose.140594 CGAGTTGTAGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 36 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample028 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Nose.140415 CGTGATCTCTCC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample029 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Nose.140531 CTCGATTAGATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFLHOYS 33 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample030 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Nose.140779 GAATGATGAGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 31 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample031 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Nose.140308 GAGCTGGCTGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA external_nose Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time external nose FFO92CG 31 mimarks-survey NA FMA:External nose NA NA 0 UBERON:nose NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample032 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Nose 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 external nose Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Nose ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Frhd.140508 AGAGTCCTGAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample033 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Frhd.140469 AGTCTACTCTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample034 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F13Frhd.140649 GACTGATCATCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample035 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F13Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F13Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F14Frhd.140741 GAGGCTCATCAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample036 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F14Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F14Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Frhd.140623 ATCGTACAACTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample037 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Frhd.140836 CAAGTGAGAGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample038 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F23Frhd.140622 GCATGTGCATGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample039 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F23Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F23Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F24Frhd.140858 GCTAAGAGAGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample040 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F24Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F24Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Frhd.140832 GATGTGAGCGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample041 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Frhd.140444 GCTAAGAGAGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample042 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F33Frhd.140757 GTATCCATGCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample043 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F33Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F33Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F34Frhd.140568 GTCGTGTGTCAA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample044 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F34Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F34Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Frhd.140548 ACACGGTGTCTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample045 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Frhd.140766 ACGGTGAGTGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample046 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M13Frhd.140349 CTTGATGCGTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample047 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M13Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M13Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M14Frhd.140825 GACATCGGCTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample048 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M14Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M14Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Frhd.140641 CAGTGATCCTAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample049 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Frhd.140287 CGACAGCTGACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample050 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M23Frhd.140404 GATCGCAGGTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample051 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M23Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M23Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M24Frhd.140442 GCACGACAACAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 36 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample052 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M24Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M24Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Frhd.140336 CGTATCTGCGAA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample053 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Frhd.140776 CTATGCTTGATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFLHOYS 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample054 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M33Frhd.140580 GCTTACATCGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample055 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M33Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M33Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M34Frhd.140638 GGTGCGTGTATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 33 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample056 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M34Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M34Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Frhd.140449 CTTGATGCGTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample057 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Frhd.140770 GAGAATACGTGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FFO92CG 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample058 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M43Frhd.140486 GTGCAATCGACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample059 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M43Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M43Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M44Frhd.140730 TAACAGTCGCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 31 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample060 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M44Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M44Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M53Frhd.140768 TACGTGTACGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 60 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample061 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M53Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M53Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M54Frhd.140695 TAGCATCGTGGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH 60 mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M5 sample062 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M54Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 60 M5 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M54Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M63Frhd.140286 TATCAGGTGTGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH NA mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample063 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M63Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M63Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M64Frhd.140834 TCACTGGCAGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA forehead Human Skin source NA n 11/14/08 Bacterial Community Variation in Human Body Habitats Across Space and Time forehead FKB0RMH NA mimarks-survey NA FMA:Forehead NA NA 0 UBERON:zone of skin of head NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M6 sample064 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M64Frhd 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 NA M6 forehead Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FKB0RMH NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M64Frhd ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Glns.140664 ACACTAGATCCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFLHOYS 36 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample065 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Glns.140683 ACGTACTCAGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFLHOYS 36 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample066 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Glns.140311 CAGTGCATATGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFO92CG 36 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample067 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Glns.140314 CGACATGCTATT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFO92CG 36 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample068 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Glns.140477 CGTATGCTGTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFLHOYS 33 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample069 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Glns.140441 CTCAATGACTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFLHOYS 33 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample070 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Glns.140719 GAGACAGCTTGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA glans_penis Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time glans penis FFO92CG 31 mimarks-survey NA FMA:Glans penis NA NA 0 UBERON:glans penis NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample072 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Glns 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 glans penis Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Glns ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Hair.140612 AGATACACGCGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample073 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F12Hair.140386 AGTCTCGCATAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample074 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F21Hair.140524 ATCTACTACACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 31 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample075 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F22Hair.140512 CACACGTGAGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 31 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample076 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F31Hair.140753 GATTAGCACTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample077 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F32Hair.140769 GCTAGATGCCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample078 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M11Hair.140577 ACACTGTTCATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 36 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample079 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M12Hair.140590 ACGTCTGTAGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 36 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample080 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M21Hair.140504 CAGTGTCAGGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 36 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample081 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M22Hair.140456 CGACTTATGTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 36 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample082 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M31Hair.140713 CGTCAACGATGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample083 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M32Hair.140734 CTCAGTATGCAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFLHOYS 33 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample084 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M41Hair.140413 GAACATGATGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 31 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample085 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome M42Hair.140700 GAGAGAATGATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA hair_on_head Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time hair on head FFO92CG 31 mimarks-survey NA FMA:Head hair NA NA 0 UBERON:hair NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample086 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:hair UBERON:hair "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Hair 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 hair on head Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human hair metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 646099 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Hair ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human hair metagenome F11Labi.140687 AGATGTTCTGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFLHOYS 33 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample087 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Labi.140407 AGTTAGTGCGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFLHOYS 33 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample088 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Labi.140606 ATCTGGTGCTAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFLHOYS 31 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample089 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Labi.140560 CACATCTAACAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFLHOYS 31 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample090 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Labi.140819 GCACGACAACAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFO92CG 33 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample091 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Labi.140727 GCTATTCGACAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA labia_minora Human Vagina source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time labia minora FFO92CG 33 mimarks-survey NA FMA:Frenulum of labia minora NA NA 0 UBERON:labia minora NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample092 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:mucus "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Labi 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 labia minora Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Labi ENVO:mucus 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Aptl.140780 ACTGTCGAAGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample093 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Aptl.140591 AGCTGACTAGTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample094 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Aptl.140686 ATATCGCTACTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 31 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample095 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Aptl.140370 ATGTACGGCGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 31 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample096 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Aptl.140409 GATCAGAAGATG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFO92CG 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample097 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Aptl.140820 GCCACTGATAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFO92CG 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample098 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Aptl.140830 AACGCACGCTAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 36 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample099 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Aptl.140844 ACCTGTCTCTCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 36 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample100 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Aptl.140554 CAGATACACTTC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFO92CG 36 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample101 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Aptl.140756 CGCGATAGCAGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample103 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Aptl.140296 CTACTACAGGTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFLHOYS 33 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample104 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Aptl.140841 CTGCTGCGAAGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFO92CG 31 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample105 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Aptl.140537 GACGCTAGTTCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_armpit Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left armpit FFO92CG 31 mimarks-survey NA FMA:Left axilla NA NA 0 UBERON:skin of arm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample106 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Aptl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left axilla Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Aptl ENVO:sweat 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Knel.140331 ACTTGTAGCAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 33 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample107 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Knel.140738 AGGACGCACTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 33 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample108 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Knel.140372 ATCACGTAGCGG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 31 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample109 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Knel.140720 ATGTGCACGACT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 31 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample110 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Knel.140379 GATCGCAGGTGT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFO92CG 33 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample111 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Knel.140324 GCCTATACTACA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFO92CG 33 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample112 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Knel.140676 AACTGTGCGTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 36 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample113 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Knel.140275 ACGAGTGCTATC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 36 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample114 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Knel.140490 CAGCACTAAGCG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFO92CG 36 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample115 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Knel.140873 CGCTAGAACGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFLHOYS 33 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample117 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Knel.140855 CTGGAGCATGAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFO92CG 31 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample119 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Knel.140699 GACTAACGTCAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_back_of_knees Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left back of knees FFO92CG 31 mimarks-survey NA FMA:Left popliteal fossa NA NA 0 UBERON:zone of skin of knee NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample120 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Knel 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left popliteal fossa Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Knel ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Forl.140437 AGAGCAAGAGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 33 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample121 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Forl.140295 ATCGCGGACGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 31 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample123 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Forl.140279 CAACTCATCGTA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 31 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample124 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Forl.140333 GATGCATGACGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 33 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample125 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F31Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F32Forl.140724 GCGTATCTTGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 33 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample126 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F32Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F3 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F32Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M11Forl.140337 ACACATGTCTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 36 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample127 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M11Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M11Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M12Forl.140812 ACGCTCATGGAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 36 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M1 sample128 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M12Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M1 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M12Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M21Forl.140771 CAGTCACTAACG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 36 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample129 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M21Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M21Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M22Forl.140587 CGAAGACTGCTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 36 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M2 sample130 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M22Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 36 M2 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M22Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M31Forl.140292 CGTACTAGACTG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 33 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample131 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M31Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M31Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M32Forl.140592 CTATCAGTGTAC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFLHOYS 33 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M3 sample132 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M32Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 M3 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M32Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M41Forl.140496 CTGTTCGTAGAG CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 31 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample133 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M41Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M41Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome M42Forl.140600 GACTGTCATGCA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_forearm Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left forearm FFO92CG 31 mimarks-survey NA FMA:Surface of left arm NA NA 0 UBERON:skin of forearm NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 male NA NA NA NA 449:M4 sample134 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time M42Forl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 M4 left volar forearm Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFO92CG NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human M42Forl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F11Indl.140283 AGATCGGCTCGA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 33 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample135 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F11Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F11Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F12Indl.140710 AGTGAGAGAAGC CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 33 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F1 sample136 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F12Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 33 F1 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F12Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F21Indl.140446 ATCTCTGGCATA CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 31 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample137 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F21Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F21Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F22Indl.140644 CACAGCTCGAAT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/18/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFLHOYS 31 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F2 sample138 0.005 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F22Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0708.12). On the day of sampling, participants were instructed to bathe in the morning using their choice of personal hygiene products, but to avoid wearing deodorant or antiperspirant. The interval between subject bathing and the collection of most samples likely ranged from around several hours to half an hour. Participants were asked to avoid eating or drinking for one hour prior to oral sampling. Skin surfaces, hair on top of the head, and nostrils (nares) were sampled using autoclaved cotton-tipped swabs (Puritan) pre-moistened with a sterile solution of 0.15 M NaCl and 0.1% Tween 20 (S1, S2). Swabbing has been shown to be a suitable method for skin sample collection for microbial community analysis (S3). Dry cotton-tipped swabs were used to sample the external auditory canal [and earwax (cerumen) if present], the dorsal surface of the tongue, and stool. Stool samples have been shown to provide an adequately representative sample of the gut microbiota (S4). Stool was swabbed using two different methods for comparison: i) off of used bathroom tissue and ii) by stabbing the swab directly into the largest piece of feces (see Fig. S22 for comparison). We found that swabbing off of used bathroom tissue was adequate for obtaining material for microbial community analysis. Swabs were placed in sterile 15 ml plastic tubes and stored at -80C within 10 minutes of sampling. Volunteers sampled stool on the same days that the other samples were collected (within 24 hours). If needed, the subjects were provided dry ice for the transport of their stool samples back to the lab. Liquid samples were also collected. The oral cavity was rinsed by swishing 10 ml of sterile water for 10 seconds, and then spitting the water into a sterile 50 ml plastic tube (see Fig. S22 for comparison to dorsal tongue swabs). Liquids were stored at 4C for several hours before sterile filtration onto 0.2micro-m pore size cellulose-nitrate filters (Nalgene). Filtered samples were immediately placed at -80C. Volunteers sampled themselves while wearing sterile gloves after first having their palms and index fingers swabbed by another person wearing sterile gloves. Replicate samples from the right and left sides of the body were taken when possible. All but one subject had not taken antibiotics in the 6 months prior to the June sampling dates, and none took antibiotics during the study period. Figure S1 lists the sample types, dates, and subjects. Samples were stored at -80C for <1 week prior to DNA extraction. We performed a follow-up study aimed at addressing whether skin location influences bacterial community assembly. Our approach involved transplanting foreign bacteria from various donor sites (dorsal tongue, forehead, and volar forearm) onto disinfected recipient skin sites (forehead and volar forearm) both within and between individuals. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (protocol 0109.23)." FWD:GCCTTGCCAGCCCGCTCAGTCAGAGTTTGATCCTGGCTCAG;REV:TGCTGCCTCCCGTAGGAGT 19892944 31 F2 left palmar index finger Elizabeth Costello CCME GAZ:United States of America NA CostelloWholeBodySites 0 NA 9606 NA NA n NA NA Costello_whole_body_sites pyrosequencing NA NA NA human skin metagenome NA ENVO:human-associated habitat FLX FFLHOYS NA NA NA NA CostelloWholeBodySites Bacterial Community Variation in Human Body Habitats Across Space and Time 539655 CCME NA years NA 449 "Amplicon DNA concentrations were determined using the Quant-iT PicoGreen dsDNA reagent and kit (Invitrogen). Assays were carried out using 5-10 _l of cleaned PCR product in a total reaction volume of 200 _l in black, 96-well microtiter plates. Fluorescence was measured on a BioTek Synergy HT plate reader using the 480/520-nm excitation/emission filter pair. Following quantitation, cleaned amplicons were combined in equimolar ratios into a single tube. The final pool of DNA was precipitated on ice for 45 minutes following theaddition of 5 M NaCl (0.2 M final concentration) and 2 volumes of ice-cold 100% ethanol. The precipitated DNA was centrifuged at 7,800 x g for 40 minutes at 4C, and the resulting pellet was washed with an equal volume of ice-cold 70% ethanol and centrifuged again at 7,800 x g for 20 minutes at 4C. The supernatant was removed and the pellet was air dried for 10 minutes at room temperature and then resuspended in 100 micro-l of nuclease-free water (MO BIO). The final concentration of the pooled DNA was determined using a NanoDrop spectrophotometer (Thermo Fisher). Pyrosequencing was carried out using primer A on a 454 Life Sciences Genome Sequencer FLX instrument (Roche)." costello_whole_body_sites NA y human F22Indl ENVO:sebum 16S rRNA NA NA V2 CGS-GL V2 NA NA NULL NA 40.0149856 NA NA human skin metagenome F31Indl.140679 GCAATAGCTGCT CATGCTGCCTCCCGTAGGAGT costelle@stanford.edu swab with sterile saline NA left_index_finger Human Skin source NA n 8/20/08 Bacterial Community Variation in Human Body Habitats Across Space and Time left index finger FFO92CG 33 mimarks-survey NA FMA:Left index finger NA NA 0 UBERON:skin of finger NA 1624.097656 2008-2009 NA 0 PMID: 19892944 initial denaturation: 94; annealing: 50_0.5; elongation: 72_1.5; final elongation: 72_10; 35 female NA NA NA NA 449:F3 sample139 0.006 "1, swab" NA http://www.scienceonline.org/cgi/content/abstract/1177486 Sampling of multiple human body sites NA NA -105.2705456 y NA CCME http://www.mobio.com/soil-dna-isolation/powersoil-dna-isolation-kit.html UBERON:skin UBERON:sebum "Elucidating the biogeography of bacterial communities on the human body is critical for establishing healthy baselines from which to detect differences associated with diseases. To obtain an integrated view of the spatial and temporal distribution of the human microbiota, we surveyed bacteria from up to 27 sites in seven to nine healthy adults on four occasions. We found that community composition was determined primarily by body habitat. Within habitats, interpersonal variability was high, whereas individuals exhibited minimal temporal variability. Several skin locations harbored more diverse communities than the gut and mouth, and skin locations differed in their community assembly patterns. These results indicate that our microbiota, although personalized, varies systematically across body habitats and time; such trends may ultimately reveal how microbiome changes cause or prevent disease." ENVO:human-associated habitat TCAG Bacterial community variation in human body habitats across space and time F31Indl 0 "Healthy adults were recruited to donate samples on two consecutive days in June and again three months later on two consecutive days in September 2008. Volunteers were unrelated individuals of both sexes and most lived in Boulder, CO. Female subjects F1, F2, F3 and male subjects M1, M2, M3, M4, and M6 were 30-35 years old. Subject M5 was approximately 60 years old. The health status of the volunteers was self-reported. None of the volunteers indicated that they had been hospitalized in the previous 6 months. All individuals were made aware of the nature of the experiment and gave written informed consent in accordance with the sampling protocol approved by the University of Colorado Human Research Committee (proto