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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
<journal-title-group>
<journal-title>PLOS ONE</journal-title>
</journal-title-group>
<issn pub-type="epub">1932-6203</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pone.0310498</article-id>
<article-id pub-id-type="publisher-id">PONE-D-24-13523</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Medical conditions</subject><subj-group><subject>Skin diseases</subject><subj-group><subject>Eczema</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Dermatology</subject><subj-group><subject>Skin diseases</subject><subj-group><subject>Eczema</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Epidemiology</subject><subj-group><subject>Medical risk factors</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Research and analysis methods</subject><subj-group><subject>Research design</subject><subj-group><subject>Survey research</subject><subj-group><subject>Census</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Clinical medicine</subject><subj-group><subject>Clinical immunology</subject><subj-group><subject>Allergies</subject><subj-group><subject>Allergic diseases</subject><subj-group><subject>Food allergies</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Immunology</subject><subj-group><subject>Clinical immunology</subject><subj-group><subject>Allergies</subject><subj-group><subject>Allergic diseases</subject><subj-group><subject>Food allergies</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Immunology</subject><subj-group><subject>Clinical immunology</subject><subj-group><subject>Allergies</subject><subj-group><subject>Allergic diseases</subject><subj-group><subject>Food allergies</subject></subj-group></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Medical conditions</subject><subj-group><subject>Respiratory disorders</subject><subj-group><subject>Asthma</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Pulmonology</subject><subj-group><subject>Respiratory disorders</subject><subj-group><subject>Asthma</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Ecology and environmental sciences</subject><subj-group><subject>Pollution</subject><subj-group><subject>Air pollution</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>People and places</subject><subj-group><subject>Population groupings</subject><subj-group><subject>Age groups</subject><subj-group><subject>Adults</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>People and places</subject><subj-group><subject>Geographical locations</subject><subj-group><subject>North America</subject><subj-group><subject>United States</subject></subj-group></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>Association between fine particulate matter and eczema: A cross-sectional study of the <italic>All of Us</italic> Research Program and the Center for Air, Climate, and Energy Solutions</article-title>
<alt-title alt-title-type="running-head">Association between fine particulate matter and eczema</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-5643-2676</contrib-id>
<name name-style="western">
<surname>Chen</surname>
<given-names>Gloria F.</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="http://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role content-type="http://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role content-type="http://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="http://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-5728-9875</contrib-id>
<name name-style="western">
<surname>Hwang</surname>
<given-names>Erica</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/writing-original-draft/">Writing – original draft</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-5092-9657</contrib-id>
<name name-style="western">
<surname>Leonard</surname>
<given-names>Charles E.</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff004"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">https://orcid.org/0000-0002-7709-0548</contrib-id>
<name name-style="western">
<surname>Cohen</surname>
<given-names>Jeffrey M.</given-names>
</name>
<role content-type="http://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role content-type="http://credit.niso.org/contributor-roles/writing-review-editing/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff005"><sup>5</sup></xref>
<xref ref-type="aff" rid="aff006"><sup>6</sup></xref>
<xref ref-type="corresp" rid="cor001">*</xref>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <addr-line>Yale School of Medicine, New Haven, Connecticut, United States of America</addr-line></aff>
<aff id="aff002"><label>2</label> <addr-line>Center for Real-World Effectiveness and Safety of Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America</addr-line></aff>
<aff id="aff003"><label>3</label> <addr-line>Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America</addr-line></aff>
<aff id="aff004"><label>4</label> <addr-line>Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America</addr-line></aff>
<aff id="aff005"><label>5</label> <addr-line>Department of Dermatology, Yale School of Medicine, New Haven, Connecticut, United States of America</addr-line></aff>
<aff id="aff006"><label>6</label> <addr-line>Department of Biomedical Informatics and Data Science, Yale School of Medicine, New Haven, Connecticut, United States of America</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Yon</surname>
<given-names>Dong Keon</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>Kyung Hee University School of Medicine, REPUBLIC OF KOREA</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>The authors have declared that no competing interests exist.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">jeffrey.m.cohen@yale.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>19</volume>
<issue>11</issue>
<elocation-id>e0310498</elocation-id>
<history>
<date date-type="received">
<day>3</day>
<month>4</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>8</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-year>2024</copyright-year>
<copyright-holder>Chen et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pone.0310498"/>
<abstract>
<sec id="sec001">
<title>Background</title>
<p>The prevalence of eczema has increased with industrialization. Industrial practices generate ambient air pollution, including fine particulate matter of diameter ≤ 2.5μm (PM<sub><bold>2.5</bold></sub>). Studies investigating the relationship between PM<sub><bold>2.5</bold></sub> and eczema in the US are scarce. The objective of this study was to determine the risk of eczema with PM<sub><bold>2.5</bold></sub> exposure in a diverse national cohort of American adults.</p>
</sec>
<sec id="sec002">
<title>Methods</title>
<p>In this cross-sectional study, eczema cases in the <italic>All of Us</italic> Research Program were linked via three-digit zip code to average annual PM<sub>2.5</sub> concentrations from the Center for Air, Climate, and Energy Solutions. Eczema cases and controls were compared using Pearson’s χ<sup>2</sup> test for categorical variables and one-way analysis of variance for continuous variables. The relationship between PM<sub>2.5</sub> and eczema was assessed via logistic regression adjusting for demographic factors, smoking, and atopic comorbidities.</p>
</sec>
<sec id="sec003">
<title>Results</title>
<p>Individuals with eczema (n = 12,695) lived in areas with significantly higher PM<sub>2.5</sub> concentrations than did individuals without eczema (n = 274,127) (0.83 x 10 μg/m<sup>3</sup> v. 0.81 x 10 μg/m<sup>3</sup>, <italic>P</italic> &lt; .001). PM<sub>2.5</sub> concentration was significantly associated with eczema in univariable analysis (odds ratio 1.97, 95% confidence interval 1.77–2.19, <italic>P</italic> &lt; .001), and in multivariable analyses, both controlling for demographics and smoking status (odds ratio 2.21, 95% confidence interval 1.98–2.47, <italic>P</italic> &lt; .001) and with the addition of atopic comorbidities (odds ratio 2.38, 95% confidence interval 2.12–2.67, <italic>P</italic> &lt; .001).</p>
</sec>
<sec id="sec004">
<title>Conclusions</title>
<p>The odds of eczema increased with greater PM<sub>2.5</sub> concentration in this large, diverse, adult American cohort. Ambient air pollution is an environmental hazard that influences inflammatory skin disease, suggesting possible targeted interventions.</p>
</sec>
</abstract>
<funding-group>
<funding-statement>This study was partly funded by the National Institute on Aging (Grant No. 2 R01 AG060975) awarded to CEL. The funder also provided support in the form of salary for author CEL but did not have any additional role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement>
</funding-group>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<page-count count="10"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>The data underlying this article were accessed from All of Us Dataset v7, available from <ext-link ext-link-type="uri" xlink:href="https://www.researchallofus.org/" xlink:type="simple">https://www.researchallofus.org/</ext-link>. Data must be accessed through the Researcher Workbench, available to all registered All of Us researchers. </meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec005" sec-type="intro">
<title>Introduction</title>
<p>Prevalence of eczema is difficult to characterize given variable case definitions, sampling methods, and time period of study. Epidemiologic studies of US-based adult cohorts have found prevalences ranging from 5.5% to 10.1%, and a study of a pediatric cohort found a 12-month prevalence of 10.7% [<xref ref-type="bibr" rid="pone.0310498.ref001">1</xref>–<xref ref-type="bibr" rid="pone.0310498.ref004">4</xref>]. Regardless, the prevalence of eczema has increased globally with industrialization, suggesting a possible contribution from environmental factors [<xref ref-type="bibr" rid="pone.0310498.ref005">5</xref>]. One ubiquitous environmental exposure is ambient air pollution (AAP). Exposure to AAP has deleterious health effects and in 2019, contributed to 4.2 million deaths worldwide [<xref ref-type="bibr" rid="pone.0310498.ref006">6</xref>]. Fine particulate matter, referring to particles with aerodynamic diameter measuring less than 2.5 μm (PM<sub>2.5</sub>), constitutes a major component AAP and may be associated with eczema [<xref ref-type="bibr" rid="pone.0310498.ref007">7</xref>]. Particles of this size are small enough to travel deep into the airways and potentially diffuse across alveolar epithelial cells, enter cells themselves, and spread through the vasculature or lymph to reach other organs [<xref ref-type="bibr" rid="pone.0310498.ref008">8</xref>, <xref ref-type="bibr" rid="pone.0310498.ref009">9</xref>]. Given that such small particles can reach the distal airways and enter the body through alveoli, these particles may also diffuse across and enter cells of the skin. Indeed, an <italic>in vitro</italic> model provides evidence of infiltration into the stratum corneum by PM<sub>2.5</sub> after incubation of reconstructed human epidermis with 100 μg/mL of PM<sub>2.5</sub> [<xref ref-type="bibr" rid="pone.0310498.ref010">10</xref>]. PM<sub>2.5</sub> has a myriad of different components, a major portion of which are polycyclic aromatic hydrocarbons (PAH) which readily diffuse through the stratum corneum [<xref ref-type="bibr" rid="pone.0310498.ref011">11</xref>, <xref ref-type="bibr" rid="pone.0310498.ref012">12</xref>]. PM<sub>2.5</sub> as a whole may contribute to the development or exacerbation of eczema by inducing skin barrier dysfunction, oxidative damage, and inflammatory dysfunction via modulation of the aryl hydrocarbon receptor (AhR) pathway [<xref ref-type="bibr" rid="pone.0310498.ref007">7</xref>]. Furthermore, pre-existing barrier dysfunction due to eczema likely facilitates cutaneous penetration by PM<sub>2.5</sub> [<xref ref-type="bibr" rid="pone.0310498.ref013">13</xref>].</p>
<p>Studies investigating the impact of PM<sub>2.5</sub> on eczema in the US are scarce. The 2007–2008 National Survey of Children’s Health found that higher annual PM<sub>2.5</sub> averaged by US state was associated with lower eczema prevalence, but positively associated with greater severity of eczema during cold months [<xref ref-type="bibr" rid="pone.0310498.ref014">14</xref>]. In a cohort composed primarily of adults living in North Carolina, PM<sub>2.5</sub> was positively associated with self-reported eczema or psoriasis diagnoses, but only in mixture with other pollutants [<xref ref-type="bibr" rid="pone.0310498.ref015">15</xref>]. Following the 2018 California Camp Fire in San Francisco, dermatology clinic visits for eczema in children and adults increased, as well as visits for eczema and itch in older adults relative to younger adults [<xref ref-type="bibr" rid="pone.0310498.ref016">16</xref>, <xref ref-type="bibr" rid="pone.0310498.ref017">17</xref>]. These investigations present a mixed picture of the potential relationship between PM<sub>2.5</sub> and eczema across the US, with conflicting national results alongside strong local findings. This study seeks to determine the risk of eczema with PM<sub>2.5</sub> exposure in a diverse national cohort of American adults.</p>
</sec>
<sec id="sec006" sec-type="materials|methods">
<title>Methods</title>
<p>In this cross-sectional study, eczema cases were identified via electronic health records (EHR) in the <italic>All of Us</italic> Research Program (AoURP), a National Institutes of Health program that prioritizes recruitment of participants from demographic groups underrepresented in biomedical research, including racial, ethnic, sexual, and gender minorities. AoURP obtained informed consent in written form from all participants. All data were fully anonymized before researcher access. Analysis in this study was conducted with AoURP Controlled Tier Dataset v7 (C2022Q4R11). Participants without available EHR data in AoURP were excluded. Eczema and comorbidities including asthma, allergic rhinitis, food allergy, and eosinophilic esophagitis cases were identified via EHR. Demographic data, including date of birth, sex at birth, race, ethnicity, and annual household income, were obtained from survey data, as was information on smoking status. Age was calculated for each participant based on the C2022Q4R11 data cutoff date of July 1, 2022. Body mass index (BMI) data were calculated based on height and weight measurements taken at enrollment. To protect participant privacy and reduce the risk of re-identification, the most granular geolocation data available in AoURP is three-digit zip code, based on participants’ self-reported addresses. Participants without zip code data available were excluded from this study.</p>
<p>Local air pollution data was obtained from the Center for Air, Climate, and Energy Solutions (CACES) which provides average annual pollutant concentrations in census tracts based on data from EPA monitors, satellites, and land use [<xref ref-type="bibr" rid="pone.0310498.ref018">18</xref>, <xref ref-type="bibr" rid="pone.0310498.ref019">19</xref>]. Since AoURP geolocation is given as partial zip codes only, CACES census tract geolocation data were linked to zip codes via United States Department of Housing and Urban Development’s (HUD’s) Zip Code Crosswalk files, also termed HUD-United States Postal Service (USPS) Crosswalk files [<xref ref-type="bibr" rid="pone.0310498.ref020">20</xref>]. Zip code-to-tract HUD-USPS Crosswalk data was selected for the 2nd quarter of calendar year 2022, based on proximity to the July 1, 2022 AoURP data cutoff date. PM<sub>2.5</sub> concentration for each zip code was calculated by weighted average of census tract PM<sub>2.5</sub> concentrations, where weights corresponded to ratio of residential addresses in a census tract within a given zip code to total residential addresses in that zip code. Three-digit zip code-level data were then calculated by taking the median of PM<sub>2.5</sub> concentrations in corresponding five-digit zip codes. Median was selected as the measure of central tendency most robust to extreme outliers. PM<sub>2.5</sub> concentrations were standardized from units of μg/m<sup>3</sup> to units of 10 μg/m<sup>3</sup> to facilitate interpretation and comparison with other studies.</p>
<p>Urbanity was drawn from the U.S. Census Bureau’s block-level urban-rural classifications for the 2020 Census [<xref ref-type="bibr" rid="pone.0310498.ref021">21</xref>]. Binary values were assigned for each census block with urban = 1 and rural = 0, and average census tract urbanity was calculated as mean block urbanity. As with PM<sub>2.5</sub> concentrations, census tracts were linked to five-digit zip codes by zip-code-to-tract HUD-USPS Crosswalk 2nd quarter 2022 data, and urbanity for each zip code was calculated as average census tract urbanity weighted by ratio of residential addresses. Three-digit zip code urbanity was represented by median five-digit zip code urbanity.</p>
<p>AoURP participants diagnosed with eczema were compared with a control group of participants without eczema diagnoses using Pearson’s χ<sup>2</sup> test for categorical variables and one-way analysis of variance for continuous variables using package “tableone,” version 0.13.2. Multicollinearity was tested by generalized variance inflation factor with a test threshold = 2 for highly correlated variables, using package “car,” version 3.1.2. The relationship between PM<sub>2.5</sub> and eczema was assessed via logistic regression using package “stats,” version 4.3.1. Three logistic models were analyzed:</p>
<list list-type="order">
<list-item><p>A univariable model with only PM<sub>2.5</sub> concentration as an independent variable and eczema as dependent variable,</p></list-item>
<list-item><p>A multivariable model with PM<sub>2.5</sub> concentration as an independent variable; age, sex, race/ethnicity, income, urbanity, BMI, and smoking included as covariates; and eczema as dependent variable, and</p></list-item>
<list-item><p>A multivariable model with PM<sub>2.5</sub> concentration as an independent variable; age, sex, race/ethnicity, income, urbanity, BMI, smoking, food allergy, allergic rhinitis, asthma, and eosinophilic esophagitis as covariates; and eczema as dependent variable.</p></list-item>
</list>
<p>PM<sub>2.5</sub> concentration in the year 2015 was the primary focus of the analysis as the most recent year of CACES data available. Two-sided alpha = .05 was considered significant.</p>
</sec>
<sec id="sec007" sec-type="results">
<title>Results</title>
<p>Among 287,011 participants in AoURP Controlled Tier with demographic, smoking, and EHR data available, 286,826 (99.9%) participants had zip code data from 788 unique three-digit zip codes available for linkage to CACES PM<sub>2.5</sub> data. 286,766 (99.9%) of these participants were successfully crosslinked via HUD’s Zip Code Crosswalk data, and 60 participants were unable to be crosslinked due to location in non-contiguous regions of the US without available PM<sub>2.5</sub> data. 12,695 participants were diagnosed with eczema (mean age, 58.45; standard deviation 16.80), and 274,127 were not diagnosed with eczema (mean age, 54.85; standard deviation 16.95). Individuals with eczema lived in areas with significantly higher PM<sub>2.5</sub> concentrations than did individuals without eczema (0.83 x 10 μg/m<sup>3</sup> vs. 0.81 x 10 μg/m<sup>3</sup>, <italic>P</italic> &lt; .001). (<bold><xref ref-type="table" rid="pone.0310498.t001">Table 1</xref></bold>). Multicollinearity was not detected with all generalized variance inflation factor tests under threshold = 2 (<bold><xref ref-type="supplementary-material" rid="pone.0310498.s001">S1 Table</xref></bold>). PM<sub>2.5</sub> concentration was significantly associated with eczema in univariable analysis (odds ratio [OR] 1.97, 95% confidence interval [CI] 1.77–2.19, <italic>P</italic> &lt; .001; Akaike information criterion [AIC] 103823), as well as in multivariable analysis adjusting for age, sex, race/ethnicity, urbanity, BMI, income, and smoking status (OR 2.58, 95% CI 2.26–2.95, <italic>P</italic> &lt; .001; AIC 95421) and with the addition of atopic comorbidities including food allergy, allergic rhinitis, asthma, and eosinophilic esophagitis (OR 2.66, 95% CI 2.32–3.05, <italic>P</italic> &lt; .001; AIC 89968) (<bold><xref ref-type="fig" rid="pone.0310498.g001">Fig 1</xref></bold>).</p>
<fig id="pone.0310498.g001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0310498.g001</object-id>
<label>Fig 1</label>
<caption>
<title>Univariable and multivariable associations of PM<sub>2.5</sub> with eczema.</title>
<p>PM<sub>2.5</sub> –particulate matter with diameter ≤ 2.5 μm; OR–odds ratio; CI–confidence interval. <sup>A</sup>Adjusted for age, sex, race/ethnicity, income, urbanity, body mass index (BMI), and smoking. <sup>B</sup>Adjusted for age, sex, race/ethnicity, BMI, income, smoking, food allergy, allergic rhinitis, asthma, and eosinophilic esophagitis. Odds ratios are calculated for PM<sub>2.5</sub> concentrations in units of 10 μg/m<sup>3</sup>.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0310498.g001" xlink:type="simple"/>
</fig>
<table-wrap id="pone.0310498.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0310498.t001</object-id>
<label>Table 1</label> <caption><title>Clinical characteristics of eczema cases and controls.</title></caption>
<alternatives>
<graphic id="pone.0310498.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0310498.t001" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left"/>
<th align="left" colspan="2">Eczema Cases<sup>a</sup></th>
<th align="left" colspan="2">Controls</th>
<th align="left"><italic>P</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>n</bold></td>
<td align="right">12699</td>
<td align="left"/>
<td align="right">274127</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold>Age, mean (SD)</bold></td>
<td align="right">58.44</td>
<td align="left">(16.80)</td>
<td align="right">54.85</td>
<td align="left">(16.95)</td>
<td align="left">&lt; .001</td>
</tr>
<tr>
<td align="left"><bold>Sex (%)</bold></td>
<td align="right"/>
<td align="left"/>
<td align="right"/>
<td align="left"/>
<td align="left">&lt; .001</td>
</tr>
<tr>
<td align="left"><bold> Female</bold></td>
<td align="right">8351</td>
<td align="left">(65.8)</td>
<td align="right">163951</td>
<td align="left">(59.8)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> Male</bold></td>
<td align="right">4077</td>
<td align="left">(32.1)</td>
<td align="right">104579</td>
<td align="left">(38.1)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> Intersex</bold></td>
<td align="right">&lt;20</td>
<td align="left"/>
<td align="right">56</td>
<td align="left">(0.0)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> Unknown</bold></td>
<td align="right">270</td>
<td align="left">(2.1)</td>
<td align="right">5541</td>
<td align="left">(2.0)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold>Race/Ethnicity (%)</bold></td>
<td align="right"/>
<td align="left"/>
<td align="right"/>
<td align="left"/>
<td align="left">&lt; .001</td>
</tr>
<tr>
<td align="left"><bold> Asian</bold></td>
<td align="right">501</td>
<td align="left">(3.9)</td>
<td align="right">9299</td>
<td align="left">(3.4)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> Black</bold></td>
<td align="right">2177</td>
<td align="left">(17.1)</td>
<td align="right">56591</td>
<td align="left">(20.6)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> Hispanic</bold></td>
<td align="right">1699</td>
<td align="left">(13.4)</td>
<td align="right">51570</td>
<td align="left">(18.8)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> MENA</bold></td>
<td align="right">100</td>
<td align="left">(0.8)</td>
<td align="right">2777</td>
<td align="left">(1.0)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> NHPI</bold></td>
<td align="right">22</td>
<td align="left">(0.2)</td>
<td align="right">742</td>
<td align="left">(0.3)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> White</bold></td>
<td align="right">7686</td>
<td align="left">(60.5)</td>
<td align="right">142643</td>
<td align="left">(52.0)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> Unknown</bold></td>
<td align="right">513</td>
<td align="left">(4.0)</td>
<td align="right">10505</td>
<td align="left">(3.8)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold>Income (%)</bold></td>
<td align="right"/>
<td align="left"/>
<td align="right"/>
<td align="left"/>
<td align="left">&lt; .001</td>
</tr>
<tr>
<td align="left"><bold> Less than $10,000</bold></td>
<td align="right">1304</td>
<td align="left">(10.3)</td>
<td align="right">39509</td>
<td align="left">(14.4)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> $10,000 to $25,000</bold></td>
<td align="right">1367</td>
<td align="left">(10.8)</td>
<td align="right">32582</td>
<td align="left">(11.9)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> $25,000 to $35,000</bold></td>
<td align="right">867</td>
<td align="left">(6.8)</td>
<td align="right">19390</td>
<td align="left">(7.1)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> $35,000 to $50,000</bold></td>
<td align="right">1091</td>
<td align="left">(8.6)</td>
<td align="right">21148</td>
<td align="left">(7.7)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> $50,000 to $75,000</bold></td>
<td align="right">1475</td>
<td align="left">(11.6)</td>
<td align="right">27703</td>
<td align="left">(10.1)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> $75,000 to $100,000</bold></td>
<td align="right">1246</td>
<td align="left">(9.8)</td>
<td align="right">21105</td>
<td align="left">(7.7)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> $100,000 to $150,000</bold></td>
<td align="right">1526</td>
<td align="left">(12.0)</td>
<td align="right">25671</td>
<td align="left">(9.4)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> $150,000 to $200,000</bold></td>
<td align="right">687</td>
<td align="left">(5.4)</td>
<td align="right">11803</td>
<td align="left">(4.3)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> More than $200,000</bold></td>
<td align="right">950</td>
<td align="left">(7.5)</td>
<td align="right">16555</td>
<td align="left">(6.0)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> Unknown</bold></td>
<td align="right">2186</td>
<td align="left">(17.2)</td>
<td align="right">58661</td>
<td align="left">(21.4)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold>Urbanity, mean (SD)</bold></td>
<td align="right">0.49</td>
<td align="left">(0.29)</td>
<td align="right">0.51</td>
<td align="left">(0.28)</td>
<td align="left">&lt; .001</td>
</tr>
<tr>
<td align="left"><bold>BMI, mean (SD)</bold></td>
<td align="right">30.24</td>
<td align="left">(7.59)</td>
<td align="right">29.88</td>
<td align="left">(7.64)</td>
<td align="left">&lt; .001</td>
</tr>
<tr>
<td align="left"><bold>Ever smoker (%)</bold></td>
<td align="right"/>
<td align="left"/>
<td align="right"/>
<td align="left"/>
<td align="left">.006</td>
</tr>
<tr>
<td align="left"><bold> Yes</bold></td>
<td align="right">4906</td>
<td align="left">(38.6)</td>
<td align="right">109594</td>
<td align="left">(40.0)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> No</bold></td>
<td align="right">7394</td>
<td align="left">(58.2)</td>
<td align="right">156542</td>
<td align="left">(57.1)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold> Unknown</bold></td>
<td align="right">399</td>
<td align="left">(3.1)</td>
<td align="right">7991</td>
<td align="left">(2.9)</td>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold>Food allergy</bold><sup><bold>b</bold></sup> <bold>(%)</bold></td>
<td align="right">113</td>
<td align="left">(0.9)</td>
<td align="right">432</td>
<td align="left">(0.2)</td>
<td align="left">&lt; .001</td>
</tr>
<tr>
<td align="left"><bold>Allergic rhinitis</bold><sup><bold>c</bold></sup> <bold>(%)</bold></td>
<td align="right">5759</td>
<td align="left">(45.4)</td>
<td align="right">42576</td>
<td align="left">(15.5)</td>
<td align="left">&lt; .001</td>
</tr>
<tr>
<td align="left"><bold>Asthma</bold><sup><bold>d</bold></sup> <bold>(%)</bold></td>
<td align="right">4226</td>
<td align="left">(33.3)</td>
<td align="right">42966</td>
<td align="left">(15.7)</td>
<td align="left">&lt; .001</td>
</tr>
<tr>
<td align="left"><bold>Eosinophilic esophagitis</bold><sup><bold>e</bold></sup> <bold>(%)</bold></td>
<td align="right">95</td>
<td align="left">(0.7)</td>
<td align="right">689</td>
<td align="left">(0.3)</td>
<td align="left">&lt; .001</td>
</tr>
<tr>
<td align="left"><bold>PM</bold><sub><bold>2.5</bold></sub> <bold>concentration, mean (SD)</bold></td>
<td align="right">0.83</td>
<td align="left">(0.16)</td>
<td align="right">0.81</td>
<td align="left">(0.17)</td>
<td align="left">&lt; .001</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t001fn001"><p>SD–standard deviation; MENA–Middle Eastern or North African; NHPI–Native Hawaiian or other Pacific Islander; BMI–body mass index; PM<sub>2.5</sub> –particulate matter with diameter ≤ 2.5 μm. <sup>a</sup>SNOMED 43116000; ICD-10-CM L20, L30.0, L30.1; ICD-9-CM 691, 705.81; excluding SNOMED 88996004; ICD-9-CM 697, 698.3. <sup>b</sup>SNOMED 419452009, ICD-10-CM T78.0, ICD-9-CM 995.6. <sup>c</sup>SNOMED 61582004; ICD-10-CM J30.1, J30.2, J30.5, J30.8, J30.9; ICD-9-CM 477. <sup>d</sup>SNOMED 195967001; ICD-10-CM J45; ICD-9-CM 493. <sup>e</sup>SNOMED 235599003; ICD-10-CM K20.0; ICD-9-CM 530.13. Values less than 20 are noted as &lt;20 to protect the privacy of participants per the <italic>All of Us</italic> Research Program data and statistics dissemination policy. PM<sub>2.5</sub> concentrations are presented in units of 10 μg/m<sup>3</sup>.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec008" sec-type="conclusions">
<title>Discussion</title>
<p>Eczema was positively associated with PM<sub>2.5</sub> concentration in this large, diverse, adult American cohort. Several global studies of PM<sub>2.5</sub> exposure and risk of eczema report similar results. An analysis of ground-level pollution data in Taiwan found an adjusted OR of 1.63 (95% CI 1.22–2.16, <italic>P</italic> &lt; .005) for physician-diagnosed eczema in adults for a 10 μg/m<sup>3</sup> increase in PM<sub>2.5</sub> concentration [<xref ref-type="bibr" rid="pone.0310498.ref022">22</xref>]. In a cohort of German women 55 years of age and older, the OR of incident eczema with a 10 μg/m<sup>3</sup> increase in PM<sub>2.5</sub> was 2.20 (95% CI 1.13–4.32, <italic>P</italic> &lt; .05) [<xref ref-type="bibr" rid="pone.0310498.ref023">23</xref>]. Finally, an Australian study found that satellite-based estimates of ground level PM<sub>2.5</sub> were positively associated with positive skin prick test as a proxy for atopic eczema, with OR 2.40 (95% CI 1.20–5.15, <italic>P</italic> = .017) for every 10 μg/m<sup>3</sup> increase in PM<sub>2.5</sub> [<xref ref-type="bibr" rid="pone.0310498.ref024">24</xref>]. Together with this study, findings from countries across the world support an approximately two-fold increased risk of eczema with 10 μg/m<sup>3</sup> increases in PM<sub>2.5</sub>.</p>
<p>Strengths of this study include EHR-validated diagnoses, ground-level PM<sub>2.5</sub> concentrations from 788 distinct locations, and a nationwide cohort with representation from marginalized communities most impacted by AAP. Limitations include lack of clinical detail such as text from visit notes, geolocation resolution of three-digit ZIP code, and PM<sub>2.5</sub> data availability only to 2015. Furthermore, while AoURP aims to reflect the diversity present in the United States, it is not designed to reflect the representative demographics of the United States as a whole nor is it designed to sample all regions of the country proportionately. Other epidemiological studies have shown that eczema is less prevalent in rural settings, with the lowest prevalence in the United States seen in the Midwest region; eczema may also be associated with latitude [<xref ref-type="bibr" rid="pone.0310498.ref025">25</xref>–<xref ref-type="bibr" rid="pone.0310498.ref027">27</xref>]. Future studies aiming to explore regional differences in the relationship between AAP and eczema can mitigate frame error through probability-based sampling of a database that guarantees regional coverage, standardization to factors of interest, and stratified analyses. Interestingly, OR for risk conferred by elevated PM<sub>2.5</sub> concentration increases with addition of covariates. This phenomenon may be attributed to suppressor variables also correlated with AAP in the US that increase predictive power of PM<sub>2.5</sub>, including race/ethnicity, income, and atopic disease [<xref ref-type="bibr" rid="pone.0310498.ref028">28</xref>, <xref ref-type="bibr" rid="pone.0310498.ref029">29</xref>]. Relative to the univariable model and the multivariable model without atopic comorbidities, the multivariable model B, which included all covariates of age, sex, race/ethnicity, income, urbanity, BMI, smoking, food allergy, allergic rhinitis, asthma, and eosinophilic esophagitis, had the lowest AIC indicating that it was the best fit model in this study.</p>
<p>While cross-sectional analysis does not convey directionality, individual eczema diagnoses leading to widespread increases in local PM<sub>2.5</sub> levels would be difficult to imagine. More likely, increased PM<sub>2.5</sub> exposure would influence the risk of eczema, potentially through modulation of the aryl hydrocarbon receptor (AhR) pathway and generation of oxidative stress, leading to impairment in the epidermal barrier and associated inflammation [<xref ref-type="bibr" rid="pone.0310498.ref007">7</xref>]. PAHs are produced by carbon fuel combustion, and as a component of PM<sub>2.5</sub>, can diffuse through the stratum corneum where they serve as ligands for AhR [<xref ref-type="bibr" rid="pone.0310498.ref007">7</xref>, <xref ref-type="bibr" rid="pone.0310498.ref011">11</xref>, <xref ref-type="bibr" rid="pone.0310498.ref012">12</xref>, <xref ref-type="bibr" rid="pone.0310498.ref030">30</xref>, <xref ref-type="bibr" rid="pone.0310498.ref031">31</xref>]. Activation of AhR in keratinocytes has been shown in mice to induce an eczema phenotype with severe, pruritic skin lesions as well as a T helper 2 (Th2)-mediated immune response [<xref ref-type="bibr" rid="pone.0310498.ref032">32</xref>]. PAHs increase the gene expression and levels of artemin, a mediator of AhR in epidermal cells which induces epidermal hyperinnervation and pruritus hypersensitivity [<xref ref-type="bibr" rid="pone.0310498.ref031">31</xref>, <xref ref-type="bibr" rid="pone.0310498.ref033">33</xref>]. Further, AhR mediates production of reactive oxygen species (ROS) by increasing cytochrome P450 expression, potentially leading to air pollution-induced oxidative damage and inflammation [<xref ref-type="bibr" rid="pone.0310498.ref034">34</xref>]. Both PM<sub>2.5</sub>-exposed skin cells and skin of patients with eczema exhibit oxidative damage [<xref ref-type="bibr" rid="pone.0310498.ref035">35</xref>, <xref ref-type="bibr" rid="pone.0310498.ref036">36</xref>]. Individuals with eczema may be at increased risk for transcutaneous PM<sub>2.5</sub> absorption and subsequent activation of the AhR pathway given that penetration of PM<sub>2.5</sub> into skin tissue is enhanced by disruption of the skin barrier [<xref ref-type="bibr" rid="pone.0310498.ref013">13</xref>, <xref ref-type="bibr" rid="pone.0310498.ref037">37</xref>].</p>
<p>Our finding of an approximately two-fold increased risk of eczema per 10 μg/m<sup>3</sup> rise in PM<sub>2.5</sub> is clinically relevant as well as actionable, as the United States Environmental Protection Agency’s Air Quality Index (AQI) is based on differences in PM<sub>2.5</sub> concentrations of comparable orders of magnitude [<xref ref-type="bibr" rid="pone.0310498.ref038">38</xref>]. Individuals with eczema may be at elevated risk for disease exacerbation or acute flares when AQI reaches the “moderate” category (12.1–35.4 μg/m<sup>3</sup>) compared to the “good” category (0–12.0 μg/m<sup>3</sup>), with risk increasing at even higher AQI. When AQI reaches levels of “moderate” or worse, patients may be advised to stay indoors, filter indoor air, or cover exposed skin outdoors. Additionally, since evidence suggests that PM<sub>2.5</sub> may induce eczema via non-canonical AhR signaling, activation of canonical AhR signaling may balance such immune dysregulation; the AhR agonist tapinarof is currently under investigation for treatment of eczema and may be of particular utility for those exposed to elevated PM<sub>2.5</sub> levels [<xref ref-type="bibr" rid="pone.0310498.ref039">39</xref>, <xref ref-type="bibr" rid="pone.0310498.ref040">40</xref>]. Further understanding of the relationship between AAP and eczema will serve to refine these recommendations.</p>
</sec>
<sec id="sec009" sec-type="supplementary-material">
<title>Supporting information</title>
<supplementary-material id="pone.0310498.s001" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0310498.s001" xlink:type="simple">
<label>S1 Table</label>
<caption>
<title>Generalized variance inflation factor tests.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0310498.s002" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0310498.s002" xlink:type="simple">
<label>S1 File</label>
<caption>
<title>Univariable and multivariable regression results.</title>
<p>(DOCX)</p>
</caption>
</supplementary-material>
</sec>
</body>
<back>
<ack>
<p>We gratefully acknowledge <italic>All of Us</italic> participants for their contributions, without whom this research would not have been possible. We also thank the National Institutes of Health’s <ext-link ext-link-type="uri" xlink:href="https://allofus.nih.gov/" xlink:type="simple"><italic>All of Us</italic> Research Program</ext-link> for making available the participant data examined in this study.</p>
<p>This article includes concentration estimates developed by the Center for Air, Climate and Energy Solutions (CACES) using v1 empirical models as described in Kim S.-Y.; Bechle, M.; Hankey, S.; Sheppard, L.; Szpiro, A. A.; Marshall, J. D. 2020. “Concentrations of criteria pollutants in the contiguous U.S., 1979–2015: Role of prediction model parsimony in integrated empirical geographic regression.” PLoS ONE 15(2), e0228535. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0228535" xlink:type="simple">https://doi.org/10.1371/journal.pone.0228535</ext-link>.</p>
</ack>
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