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<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.0191156</article-id>
<article-id pub-id-type="publisher-id">PONE-D-17-18209</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3"><subject>Biology and life sciences</subject><subj-group><subject>Marine biology</subject><subj-group><subject>Corals</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Earth sciences</subject><subj-group><subject>Marine and aquatic sciences</subject><subj-group><subject>Marine biology</subject><subj-group><subject>Corals</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Biology and life sciences</subject><subj-group><subject>Marine biology</subject><subj-group><subject>Coral reefs</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Earth sciences</subject><subj-group><subject>Marine and aquatic sciences</subject><subj-group><subject>Marine biology</subject><subj-group><subject>Coral reefs</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Earth sciences</subject><subj-group><subject>Marine and aquatic sciences</subject><subj-group><subject>Reefs</subject><subj-group><subject>Coral reefs</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Biology and life sciences</subject><subj-group><subject>Organisms</subject><subj-group><subject>Eukaryota</subject><subj-group><subject>Plants</subject><subj-group><subject>Algae</subject></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>Microbiology</subject><subj-group><subject>Medical microbiology</subject><subj-group><subject>Microbiome</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Biology and life sciences</subject><subj-group><subject>Genetics</subject><subj-group><subject>Genomics</subject><subj-group><subject>Microbial genomics</subject><subj-group><subject>Microbiome</subject></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>Microbiology</subject><subj-group><subject>Microbial genomics</subject><subj-group><subject>Microbiome</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>Aquatic environments</subject><subj-group><subject>Marine environments</subject><subj-group><subject>Sea water</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Earth sciences</subject><subj-group><subject>Marine and aquatic sciences</subject><subj-group><subject>Aquatic environments</subject><subj-group><subject>Marine environments</subject><subj-group><subject>Sea water</subject></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>Microbiology</subject><subj-group><subject>Microbial physiology</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Physical sciences</subject><subj-group><subject>Chemistry</subject><subj-group><subject>Chemical compounds</subject><subj-group><subject>Organic compounds</subject><subj-group><subject>Carbohydrates</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Physical sciences</subject><subj-group><subject>Chemistry</subject><subj-group><subject>Organic chemistry</subject><subj-group><subject>Organic compounds</subject><subj-group><subject>Carbohydrates</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3"><subject>Earth sciences</subject><subj-group><subject>Marine and aquatic sciences</subject><subj-group><subject>Oceanography</subject><subj-group><subject>Ocean temperature</subject></subj-group></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>Coral physiology and microbiome dynamics under combined warming and ocean acidification</article-title>
<alt-title alt-title-type="running-head">Coral physiology and microbiome dynamics under combined warming and ocean acidification</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">http://orcid.org/0000-0001-6053-9452</contrib-id>
<name name-style="western">
<surname>Grottoli</surname>
<given-names>Andréa G.</given-names>
</name>
<role content-type="http://credit.casrai.org/">Conceptualization</role>
<role content-type="http://credit.casrai.org/">Formal analysis</role>
<role content-type="http://credit.casrai.org/">Funding acquisition</role>
<role content-type="http://credit.casrai.org/">Investigation</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<role content-type="http://credit.casrai.org/">Project administration</role>
<role content-type="http://credit.casrai.org/">Resources</role>
<role content-type="http://credit.casrai.org/">Supervision</role>
<role content-type="http://credit.casrai.org/">Visualization</role>
<role content-type="http://credit.casrai.org/">Writing – original draft</role>
<role content-type="http://credit.casrai.org/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor001">*</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Dalcin Martins</surname>
<given-names>Paula</given-names>
</name>
<role content-type="http://credit.casrai.org/">Formal analysis</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<role content-type="http://credit.casrai.org/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Wilkins</surname>
<given-names>Michael J.</given-names>
</name>
<role content-type="http://credit.casrai.org/">Conceptualization</role>
<role content-type="http://credit.casrai.org/">Funding acquisition</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<role content-type="http://credit.casrai.org/">Project administration</role>
<role content-type="http://credit.casrai.org/">Resources</role>
<role content-type="http://credit.casrai.org/">Supervision</role>
<role content-type="http://credit.casrai.org/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Johnston</surname>
<given-names>Michael D.</given-names>
</name>
<role content-type="http://credit.casrai.org/">Formal analysis</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Warner</surname>
<given-names>Mark E.</given-names>
</name>
<role content-type="http://credit.casrai.org/">Conceptualization</role>
<role content-type="http://credit.casrai.org/">Formal analysis</role>
<role content-type="http://credit.casrai.org/">Funding acquisition</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<role content-type="http://credit.casrai.org/">Project administration</role>
<role content-type="http://credit.casrai.org/">Resources</role>
<role content-type="http://credit.casrai.org/">Supervision</role>
<role content-type="http://credit.casrai.org/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Cai</surname>
<given-names>Wei-Jun</given-names>
</name>
<role content-type="http://credit.casrai.org/">Conceptualization</role>
<role content-type="http://credit.casrai.org/">Funding acquisition</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<role content-type="http://credit.casrai.org/">Project administration</role>
<role content-type="http://credit.casrai.org/">Resources</role>
<role content-type="http://credit.casrai.org/">Supervision</role>
<role content-type="http://credit.casrai.org/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Melman</surname>
<given-names>Todd F.</given-names>
</name>
<role content-type="http://credit.casrai.org/">Resources</role>
<xref ref-type="aff" rid="aff004"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Hoadley</surname>
<given-names>Kenneth D.</given-names>
</name>
<role content-type="http://credit.casrai.org/">Formal analysis</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<role content-type="http://credit.casrai.org/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Pettay</surname>
<given-names>D. Tye</given-names>
</name>
<role content-type="http://credit.casrai.org/">Methodology</role>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Levas</surname>
<given-names>Stephen</given-names>
</name>
<role content-type="http://credit.casrai.org/">Formal analysis</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="fn" rid="currentaff001"><sup>¤a</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Schoepf</surname>
<given-names>Verena</given-names>
</name>
<role content-type="http://credit.casrai.org/">Formal analysis</role>
<role content-type="http://credit.casrai.org/">Methodology</role>
<role content-type="http://credit.casrai.org/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="fn" rid="currentaff002"><sup>¤b</sup></xref>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <addr-line>School of Earth Sciences, The Ohio State University, Columbus, OH, United States of America</addr-line></aff>
<aff id="aff002"><label>2</label> <addr-line>Department of Microbiology, The Ohio State University, Columbus, OH, United States of America</addr-line></aff>
<aff id="aff003"><label>3</label> <addr-line>School of Marine Science and Policy, University of Delaware, Lewes, DE, United States of America</addr-line></aff>
<aff id="aff004"><label>4</label> <addr-line>Reef Systems Coral Farm, New Albany, OH, United States of America</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Voolstra</surname>
<given-names>Christian R.</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>King Abdullah University of Science and Technology, SAUDI ARABIA</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>We have the following interests. Todd F. Melman is the owner of Reef Systems Coral Farm. There are no patents, products in development or marketed products to declare. This does not alter our adherence to all the PLOS ONE policies on sharing data and materials, as detailed online in the guide for authors.</p>
</fn>
<fn fn-type="current-aff" id="currentaff001">
<label>¤a</label>
<p>Current address: Department of Geology and Geography, University of Wisconsin–Whitewater, Whitewater, WI, United States of America</p>
</fn>
<fn fn-type="current-aff" id="currentaff002">
<label>¤b</label>
<p>Current address: ARC Centre of Excellence for Coral Reef Studies, UWA Oceans Institute and School of Earth Sciences, University of Western Australia, Crawley, WA, Australia</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">grottoli.1@osu.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>1</month>
<year>2018</year>
</pub-date>
<pub-date pub-type="collection">
<year>2018</year>
</pub-date>
<volume>13</volume>
<issue>1</issue>
<elocation-id>e0191156</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>5</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>1</day>
<month>1</month>
<year>2018</year>
</date>
</history>
<permissions>
<copyright-year>2018</copyright-year>
<copyright-holder>Grottoli 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.0191156"/>
<abstract>
<p>Rising seawater temperature and ocean acidification threaten the survival of coral reefs. The relationship between coral physiology and its microbiome may reveal why some corals are more resilient to these global change conditions. Here, we conducted the first experiment to simultaneously investigate changes in the coral microbiome and coral physiology in response to the dual stress of elevated seawater temperature and ocean acidification expected by the end of this century. Two species of corals, <italic>Acropora millepora</italic> containing the thermally sensitive endosymbiont C21a and <italic>Turbinaria reniformis</italic> containing the thermally tolerant endosymbiont <italic>Symbiodinium trenchi</italic>, were exposed to control (26.5°C and <italic>p</italic>CO<sub>2</sub> of 364 μatm) and treatment (29.0°C and <italic>p</italic>CO<sub>2</sub> of 750 μatm) conditions for 24 days, after which we measured the microbial community composition. These microbial findings were interpreted within the context of previously published physiological measurements from the exact same corals in this study (calcification, organic carbon flux, ratio of photosynthesis to respiration, photosystem II maximal efficiency, total lipids, soluble animal protein, soluble animal carbohydrates, soluble algal protein, soluble algal carbohydrate, biomass, endosymbiotic algal density, and chlorophyll <italic>a</italic>). Overall, dually stressed <italic>A</italic>. <italic>millepora</italic> had reduced microbial diversity, experienced large changes in microbial community composition, and experienced dramatic physiological declines in calcification, photosystem II maximal efficiency, and algal carbohydrates. In contrast, the dually stressed coral <italic>T</italic>. <italic>reniformis</italic> experienced a stable and more diverse microbiome community with minimal physiological decline, coupled with very high total energy reserves and particulate organic carbon release rates. Thus, the microbiome changed and microbial diversity decreased in the physiologically sensitive coral with the thermally sensitive endosymbiotic algae but not in the physiologically tolerant coral with the thermally tolerant endosymbiont. Our results confirm recent findings that temperature-stress tolerant corals have a more stable microbiome, and demonstrate for the first time that this is also the case under the dual stresses of ocean warming and acidification. We propose that coral with a stable microbiome are also more physiologically resilient and thus more likely to persist in the future, and shape the coral species diversity of future reef ecosystems.</p>
</abstract>
<funding-group>
<award-group id="award001">
<funding-source>
<institution-wrap>
<institution-id institution-id-type="funder-id">http://dx.doi.org/10.13039/100000001</institution-id>
<institution>National Science Foundation</institution>
</institution-wrap>
</funding-source>
<award-id>EF-1041124</award-id>
<principal-award-recipient>
<contrib-id authenticated="true" contrib-id-type="orcid">http://orcid.org/0000-0001-6053-9452</contrib-id>
<name name-style="western">
<surname>Grottoli</surname>
<given-names>Andréa G.</given-names>
</name>
</principal-award-recipient>
</award-group>
<award-group id="award002">
<funding-source>
<institution-wrap>
<institution-id institution-id-type="funder-id">http://dx.doi.org/10.13039/100000001</institution-id>
<institution>National Science Foundation</institution>
</institution-wrap>
</funding-source>
<award-id>EF-1040940</award-id>
<principal-award-recipient>
<name name-style="western">
<surname>Warner</surname>
<given-names>Mark E.</given-names>
</name>
</principal-award-recipient>
</award-group>
<award-group id="award003">
<funding-source>
<institution-wrap>
<institution-id institution-id-type="funder-id">http://dx.doi.org/10.13039/100000001</institution-id>
<institution>National Science Foundation</institution>
</institution-wrap>
</funding-source>
<award-id>EF-1041070</award-id>
<principal-award-recipient>
<name name-style="western">
<surname>Cai</surname>
<given-names>Wei-Jun</given-names>
</name>
</principal-award-recipient>
</award-group>
<award-group id="award004">
<funding-source>
<institution-wrap>
<institution-id institution-id-type="funder-id">http://dx.doi.org/10.13039/100006928</institution-id>
<institution>Ohio State University</institution>
</institution-wrap>
</funding-source>
<award-id>Start-up funds</award-id>
<principal-award-recipient>
<name name-style="western">
<surname>Wilkins</surname>
<given-names>Michael J.</given-names>
</name>
</principal-award-recipient>
</award-group>
<funding-statement>Funding by the U.S. National Science Foundation (NSF-EF-1041124, 1040940, 1041070 to AGG, MEW, and WJC, respectively) and from The Ohio State University (start-up funds to MJW). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Reef Systems Coral Farm funder provided space for the experiment and contributed to the physical construction and maintenance of the experimental setup, but did not have any additional role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript. The specific roles of these authors are articulated in the ‘author contributions’ section.</funding-statement>
</funding-group>
<counts>
<fig-count count="5"/>
<table-count count="3"/>
<page-count count="22"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>Sequences have been deposited in NCBI’s Sequence Read Archive under accession number PRJNA344759. The physiological data are archived at <ext-link ext-link-type="uri" xlink:href="http://www.bco-dmo.org/project/528004" xlink:type="simple">www.bco-dmo.org/project/528004</ext-link>.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec001" sec-type="intro">
<title>Introduction</title>
<p>Increased atmospheric carbon dioxide (CO<sub>2</sub>) is causing the oceans to warm and become more acidic, thus resulting in lower seawater pH and carbonate mineral saturation state. At the current rate of warming and ocean acidification, reefs are expected to experience significant declines in coral abundance, coral diversity, and reef growth before the end of this century [<xref ref-type="bibr" rid="pone.0191156.ref001">1</xref>]. Despite this, some coral species appear to be more tolerant of these predicted conditions than others [<xref ref-type="bibr" rid="pone.0191156.ref002">2</xref>–<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>]. The relationship between coral physiology and its microbiome may shed light on why some corals are more resilient to global change conditions.</p>
<p>Elevated seawater temperature can lead to coral bleaching: a process whereby scleractinian corals lose substantial numbers of their photosynthetic endosymbiotic dinoflagellates (<italic>Symbiodinium</italic> spp.), giving the colony a pale (hence bleached) appearance. Bleaching damages coral health, slows or arrests growth, and can lead to mortality [<xref ref-type="bibr" rid="pone.0191156.ref001">1</xref>,<xref ref-type="bibr" rid="pone.0191156.ref005">5</xref>–<xref ref-type="bibr" rid="pone.0191156.ref007">7</xref>]. Factors associated with the ability to tolerate and recover from bleaching include coral energy reserves (i.e., lipid, protein, carbohydrates) [<xref ref-type="bibr" rid="pone.0191156.ref008">8</xref>–<xref ref-type="bibr" rid="pone.0191156.ref011">11</xref>], heterotrophic feeding capacity and/or plasticity [<xref ref-type="bibr" rid="pone.0191156.ref012">12</xref>–<xref ref-type="bibr" rid="pone.0191156.ref015">15</xref>], and endosymbiont type shuffling [<xref ref-type="bibr" rid="pone.0191156.ref009">9</xref>,<xref ref-type="bibr" rid="pone.0191156.ref016">16</xref>]. Ocean acidification can also affect some corals. Decreases in seawater pH hamper coral calcification in some species [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0191156.ref017">17</xref>–<xref ref-type="bibr" rid="pone.0191156.ref019">19</xref>], but not in others [<xref ref-type="bibr" rid="pone.0191156.ref003">3</xref>,<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0191156.ref020">20</xref>,<xref ref-type="bibr" rid="pone.0191156.ref021">21</xref>]. Additionally, ocean acidification can dramatically impact coral health in some cases [<xref ref-type="bibr" rid="pone.0191156.ref002">2</xref>,<xref ref-type="bibr" rid="pone.0191156.ref022">22</xref>], while in other cases it has little or no negative effects on coral host physiology [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0191156.ref019">19</xref>,<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>] and is often coupled with a stimulating effect on the endosymbiotic algae [<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>–<xref ref-type="bibr" rid="pone.0191156.ref025">25</xref>]. However, corals are increasingly exposed to the chronic dual stress of both rising temperature and ocean acidification simultaneously, and our understanding of how corals respond to the single stress of elevated temperature or acidity do not inform us on how coral might respond to the dual stress. At the current rate of atmospheric CO<sub>2</sub> increase, the tropical oceans are conservatively expected to warm by 1–2°C and seawater pH to decrease by ~0.3 pH units over the course of this century [<xref ref-type="bibr" rid="pone.0191156.ref026">26</xref>].</p>
<p>Coral physiological responses to elevated temperature stress tend to be more severe when simultaneously exposed to reduced pH conditions in some species [<xref ref-type="bibr" rid="pone.0191156.ref002">2</xref>,<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>], but not in other species [<xref ref-type="bibr" rid="pone.0191156.ref003">3</xref>,<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>,<xref ref-type="bibr" rid="pone.0191156.ref024">24</xref>]. Physiological traits associated with coral resilience to both temperature and pH stress include high energy reserves, thermally tolerant endosymbiont types, and heterotrophic feeding on zooplankton or organic matter [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>,<xref ref-type="bibr" rid="pone.0191156.ref027">27</xref>]. Thus, some species are more resilient to stress conditions expected by the end of this century than others. However, we do not fully understand what drives that resilience. Documented shifts, and lack of shifts, in the microbial community composition of heat-stressed corals [<xref ref-type="bibr" rid="pone.0191156.ref028">28</xref>–<xref ref-type="bibr" rid="pone.0191156.ref032">32</xref>] suggest that the microbiome may be a critical component of coral resilience. More importantly, the relationship between coral physiology and its microbiome may shed light on why some corals are more affected by the dual stress of elevated temperature and ocean acidification than others.</p>
<p>Coral-associated microbial communities are highly diverse, vary seasonally, and–with some exceptions–are generally consistent within a coral species [<xref ref-type="bibr" rid="pone.0191156.ref033">33</xref>–<xref ref-type="bibr" rid="pone.0191156.ref038">38</xref>]. Elevated temperature stress has been associated with significant shifts in coral microbial community composition in some cases [<xref ref-type="bibr" rid="pone.0191156.ref028">28</xref>–<xref ref-type="bibr" rid="pone.0191156.ref030">30</xref>] that appear to return to pre-bleaching states following recovery [<xref ref-type="bibr" rid="pone.0191156.ref028">28</xref>]. Specific Operational Taxonomic Units (OTUs) associated with bacteria of the genus <italic>Vibrio</italic>, and other OTUs from the bacterial classes γ-Proteobacteria, δ-Proteobacteria, and Acidobacteria, coincide with bleaching in corals, suggesting that such taxa cause or facilitate coral bleaching, or that they opportunistically increase in abundance in bleached corals when the coral’s health is compromised [<xref ref-type="bibr" rid="pone.0191156.ref028">28</xref>,<xref ref-type="bibr" rid="pone.0191156.ref029">29</xref>,<xref ref-type="bibr" rid="pone.0191156.ref033">33</xref>,<xref ref-type="bibr" rid="pone.0191156.ref039">39</xref>–<xref ref-type="bibr" rid="pone.0191156.ref044">44</xref>]. Bourne <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref028">28</xref>] hypothesized that the loss of endosymbiotic algae during coral bleaching reduces the amount of reactive oxygen species–natural bacterial inhibitors–thus allowing opportunistic bacteria to infect and/or proliferate. Conversely, Banin <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref033">33</xref>] proposed that bacterial pathology increases with temperature and causes bleaching, which is consistent with studies showing that microbial pathogenesis is temperature-dependent [<xref ref-type="bibr" rid="pone.0191156.ref039">39</xref>]. However, more recent work indicates that the microbiome may play a role in coral resilience to heat stress. Reschef <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref045">45</xref>] proposed that beneficial microbes increase in stressed corals, conferring an immune-like response coined the “Coral Probiotic Hypothesis” making corals tolerant of stressful conditions like bleaching. Santos <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref043">43</xref>] suggested that increases in nitrogen-fixing bacteria in bleached corals provide an alternative mechanism for corals to acquire fixed nitrogen in the absence of abundant endosymbionts, thus helping corals tolerate climate change stresses–though Pogoreutz <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref046">46</xref>] found that increases in Diazotrophs and N-fixation are a stress response that exacerbates coral-algal symbiotic breakdown and bleaching. Others have shown that thermally tolerant corals can also have stable microbial communities under temperature stress or benefit from stable microbial communities that resemble their non-bleached counterparts [<xref ref-type="bibr" rid="pone.0191156.ref031">31</xref>,<xref ref-type="bibr" rid="pone.0191156.ref032">32</xref>]. Therefore, the microbiome has the potential to play a role in coral susceptibility, resistance, and recovery from stress events that could make the difference between coral species resilience and persistence, or extinction.</p>
<p>Ocean acidification has also been shown to cause shifts in coral microbial community composition, though no patterns emerge from the existing literature. Decreases in seawater pH result in increases, decreases, and no change in microbial diversity and relative abundances of the dominant classes of microbes [<xref ref-type="bibr" rid="pone.0191156.ref030">30</xref>,<xref ref-type="bibr" rid="pone.0191156.ref047">47</xref>–<xref ref-type="bibr" rid="pone.0191156.ref050">50</xref>]. Microbially mediated nutrient cycling can also be affected by ocean acidification by causing decreases in nitrogen fixation rates [<xref ref-type="bibr" rid="pone.0191156.ref051">51</xref>]. Clearly, more research is needed to address the effects of ocean acidification on coral microbial communities, particularly in combination with ocean warming.</p>
<p>Today, both rising temperatures and ocean acidification are occurring simultaneously. Only one study to date has examined the combined effects of elevated temperature and ocean acidification on the coral microbiome [<xref ref-type="bibr" rid="pone.0191156.ref030">30</xref>], and none have investigated the possible connection between the coral physiology and the microbiome under these dual stress conditions. Webster <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref030">30</xref>] found that the microbial community composition shifts in response to end-of-century conditions were greater for the coral <italic>Acropora millepora</italic> than for the coral <italic>Seriatopora hystrix</italic>, and that dominant changes in bacterial phyla differed between the species. While <italic>Vibrio</italic> seems to play a large role in coral responses to temperature stress [<xref ref-type="bibr" rid="pone.0191156.ref028">28</xref>,<xref ref-type="bibr" rid="pone.0191156.ref044">44</xref>], this temperature sensitivity is lost when combined with ocean acidification stress [<xref ref-type="bibr" rid="pone.0191156.ref030">30</xref>]. At the same time, how changes in the coral microbiome are related to changes in coral physiology (animal host and endosymbiotic algae) under <italic>both</italic> temperature and pH conditions expected by the end of this century are completely unknown. Understanding this relationship may be key to uncovering why some corals are more resilient than others to climate change (see reviews by [<xref ref-type="bibr" rid="pone.0191156.ref052">52</xref>–<xref ref-type="bibr" rid="pone.0191156.ref054">54</xref>]). Here, we assessed the effects of the <italic>dual stresses</italic> of increased temperature and ocean acidification (i.e., increased <italic>p</italic>CO<sub>2</sub>) expected later this century on coral microbial community composition. We interpreted the microbial findings within the context of previously published physiological measurements from the exact same corals in this study (i.e., animal host and endosymbiotic algae). This holobiont approach to understanding corals [<xref ref-type="bibr" rid="pone.0191156.ref037">37</xref>] can only increase our understanding of why some corals are more resilient than others. We hypothesize that corals with a stable microbial community composition are physiologically more resilient to combined ocean warming and acidification.</p>
</sec>
<sec id="sec002" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="sec003" sec-type="materials|methods">
<title>Experimental design</title>
<p>This experiment was conducted at Reef Systems Coral Farm (New Albany, OH, USA) in summer 2011 in coarsely filtered (150 μm filters) artificial seawater and is described in detail in Schoepf <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>]. Additional filtering of the seawater was deemed unnecessary as corals maintain microbial community compositions that are compositionally distinct from their surrounding seawater [<xref ref-type="bibr" rid="pone.0191156.ref032">32</xref>,<xref ref-type="bibr" rid="pone.0191156.ref036">36</xref>,<xref ref-type="bibr" rid="pone.0191156.ref037">37</xref>,<xref ref-type="bibr" rid="pone.0191156.ref055">55</xref>]. Due to financial limitations, this study focused only on a subset of these corals, which were analyzed for microbial community composition. A brief description of the experimental methods that pertain only to this subset of corals is as follows.</p>
<p>Six colonies of the Pacific corals <italic>Acropora millepora</italic> and <italic>Turbinaria reniformis</italic> were collected from northwest Fiji and transported to Reef Systems Coral Farm (New Albany, Ohio, USA) which is a CITES permit holder. The coral colonies were maintained in a single large recirculating tank for 2.5 months prior to the experiment, and were exposed to the same recirculating seawater and environmental conditions. We assumed that the opportunity for acquiring any given bacteria was equal among all corals in the same way that it would have been had the corals been freshly collected from the reef prior to the experiment. Since corals maintain microbial community compositions that are compositionally distinct from the surrounding seawater [<xref ref-type="bibr" rid="pone.0191156.ref032">32</xref>,<xref ref-type="bibr" rid="pone.0191156.ref036">36</xref>,<xref ref-type="bibr" rid="pone.0191156.ref037">37</xref>,<xref ref-type="bibr" rid="pone.0191156.ref055">55</xref>], any differences in the microbial community composition of the corals after 2.5 months in the large tank was assumed to be due to species-specific differences in how coral establish and maintain their microbiome.</p>
<p>Prior to starting the manipulative experiment, 6 control tanks and their shared recirculating sump, and all 6 treatment tanks and their shared recirculating sump were filled with artificial seawater that was made in a common bath and equally partitioned among all tanks and sumps. Thus all seawater starting conditions in the experimental tanks, including the seawater microbial community composition, were the same for all corals in this study and the only differences between the treatment and control tanks during the experiment were the temperature and <italic>p</italic>CO<sub>2</sub> levels.</p>
<p>Each coral colony was divided into 12 fragments. <italic>A</italic>. <italic>millepora</italic> is a branching coral that contains the thermally sensitive endosymbiont type <italic>Symbiodinium</italic> C21a, while <italic>T</italic>. <italic>reniformis</italic> is a foliose coral that contains the thermally tolerant <italic>Symbiodinium trenchi</italic> (<italic>Symbiodinium</italic> type reported in the companion paper by Hoadley <italic>et al</italic>., [<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>]). One fragment from each colony was assigned to each of the six control tanks (26.5°C and <italic>p</italic>CO<sub>2</sub> of 364 μatm) and to each of the treatment tanks (29.0°C and <italic>p</italic>CO<sub>2</sub> of 750 μatm), yielding a total sample size of 6 treatment and 6 control fragments for each species (total n = 24). This sample size is the same or larger than the sample sizes used in the vast majority of coral microbial studies (e.g., [<xref ref-type="bibr" rid="pone.0191156.ref028">28</xref>,<xref ref-type="bibr" rid="pone.0191156.ref030">30</xref>,<xref ref-type="bibr" rid="pone.0191156.ref032">32</xref>,<xref ref-type="bibr" rid="pone.0191156.ref044">44</xref>,<xref ref-type="bibr" rid="pone.0191156.ref055">55</xref>–<xref ref-type="bibr" rid="pone.0191156.ref057">57</xref>]).</p>
<p>Seawater <italic>p</italic>CO<sub>2</sub> was controlled by bubbling in pure CO<sub>2</sub>, CO<sub>2</sub>-free air, or ambient air in each sump to achieve the desired <italic>p</italic>CO<sub>2</sub>. Temperature was also controlled in each sump with submerged computer-controlled titanium heaters. At the beginning of the experiment, temperature was raised gradually from 26.5°C to 31.5°C over the first 18 days to prevent heat shock, then maintained at 31.5°C for 6 additional days, for a total of 24 days with an average temperature of 29°C. <italic>p</italic>CO<sub>2</sub> was raised gradually over the first 4 days to prevent <italic>p</italic>CO<sub>2</sub> shock, and maintained at 750 μatm for the remaining 18 days. Corals were grown in the tanks for 24 days on a 9:15 hour light:dark cycle (275 μmol quanta m<sup>-2</sup> s<sup>-1</sup>) and fed every three days with two-day old brine shrimp nauplii that were hatched in a separate single batch culture with new seawater. Coral were fed the brine shrimp in separate feeding containers, and returned to their experimental tanks after one hour. The feeding container water and remaining brine shrimp were discarded so as not to introduce brine shrimp into the recirculating system (see Schoepf <italic>et al</italic>., [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>] for more details). The control temperature of 26.5°C represented the average summer temperature in Fiji where the coral colonies were originally sourced, while the average elevated temperature of 29.0°C represented the upper limit of current Fiji summer temperatures, but is still below the bleaching threshold at that location (<ext-link ext-link-type="uri" xlink:href="http://www.ospo.noaa.gov/Products/ocean/index.html" xlink:type="simple">www.ospo.noaa.gov/Products/ocean/index.html</ext-link>), and representative of the increase in baseline temperatures expected by the end of this century in tropical regions under the RCP 8.5 scenario [<xref ref-type="bibr" rid="pone.0191156.ref026">26</xref>]. The control and treatment <italic>p</italic>CO<sub>2</sub> levels represented present day conditions and those expected by mid-century under the RCP 8.5 scenario and by 2100 under the RCP 6.0 scenario [<xref ref-type="bibr" rid="pone.0191156.ref026">26</xref>], respectively. Throughout the study, temperature, salinity, pH<sub>NBS</sub>, and total alkalinity (TA) were measured daily according to methods described in Schoepf <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>]. Daily <italic>p</italic>CO<sub>2</sub>, aragonite saturation state (Ω<sub>arag</sub>), and pH (reported on the pH total scale, pH<sub>T</sub>) were then calculated according to Schoepf <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>]. The experiment ran for 24 days from 19 July– 12 August, 2011, then coral fragments were frozen at -80°C, and transported to the lab for analyses.</p>
</sec>
<sec id="sec004">
<title>16S rRNA gene sequencing and OTU table construction</title>
<p>Whole coral tissue and associated mucus layer was airbrushed with milliQ water to produce a slurry from the 24 frozen coral fragments and frozen at -80°C. Coral slurries were centrifuged and total genomic DNA was extracted using PowerSoil® DNA Isolation kits according to the manufacturer instructions (MoBio Laboratories, Inc., Carlsbad, CA, USA). DNA was eluted in the provided buffer and quantified on a Qubit 2.0 instrument (Invitrogen, Carlsbad, CA, USA). DNA samples were then sequenced at the Argonne National Laboratory using the Illumina MiSeq platform. The V4 region of the 16S rRNA gene was targeted with the universal primers 515F and 806R [<xref ref-type="bibr" rid="pone.0191156.ref058">58</xref>,<xref ref-type="bibr" rid="pone.0191156.ref059">59</xref>] that targeted both bacteria and archaea. The use of the 16S rRNA gene is a standard in the field for identifying microbial community composition and structure in the coral literature (e.g., [<xref ref-type="bibr" rid="pone.0191156.ref028">28</xref>,<xref ref-type="bibr" rid="pone.0191156.ref031">31</xref>,<xref ref-type="bibr" rid="pone.0191156.ref032">32</xref>,<xref ref-type="bibr" rid="pone.0191156.ref044">44</xref>,<xref ref-type="bibr" rid="pone.0191156.ref049">49</xref>,<xref ref-type="bibr" rid="pone.0191156.ref055">55</xref>,<xref ref-type="bibr" rid="pone.0191156.ref057">57</xref>]. Sequencing data was processed using the QIIME platform [<xref ref-type="bibr" rid="pone.0191156.ref060">60</xref>]. Briefly, FASTQ forward and reverse files were joined and libraries were split based on the barcodes. Sequence length control and end-trimming were performed with default parameters, and the minimum quality score was set as 19. Additional parameters included a minimum count of 10 for an OTU to be retained and presence in at least 25% of the samples. OTUs were assigned based on the release 111 of the Silva ribosomal database [<xref ref-type="bibr" rid="pone.0191156.ref061">61</xref>] and clustered at 97% similarity level. Chimeras were identified and removed with usearch61 [<xref ref-type="bibr" rid="pone.0191156.ref062">62</xref>]. After the OTU table was generated, any OTUs matching mitochondria, chloroplasts, or eukaryotes were removed from the biom table using filter_taxa_from_otu_table.py and later summarize_taxa.py. Details on PCR, sequence processing, and command line work are available in the <xref ref-type="supplementary-material" rid="pone.0191156.s001">S1 Methods</xref> of the Supporting Information.</p>
</sec>
<sec id="sec005">
<title>Physiology measurements</title>
<p>Physiological measurements in this study were already reported in Schoepf <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>], Levas <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref027">27</xref>], and Hoadley <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>] along with details of each analysis. In brief, calcification [from [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>]] was measured by the buoyant weight method [<xref ref-type="bibr" rid="pone.0191156.ref063">63</xref>] during the study and standardized to surface area to produce calcification rates for the first and second half of the experiment. Only the latter calcification rate is used in this study as it is most relevant to the other physiological and microbial data, which were all measured either during the last few days of the experiment or at the end of the 24-day experiment. Particulate organic carbon (POC) flux [from [<xref ref-type="bibr" rid="pone.0191156.ref027">27</xref>]], ratio of photosynthesis to respiration (P:R) [from [<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>]], and photosystem II maximal efficiency (F<sub>v</sub>/F<sub>m</sub>) [from [<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>]] were measured on living corals during the last four days of the experiment. POC flux was calculated as the difference in blank-corrected POC concentration of the seawater in a sealed chamber containing a coral fragment and the initial seawater POC concentration, standardized to the incubation duration (1.5 hours) and fragment surface area. POC was defined as the concentration of organic particles captured on a GF/F (0.7 μm nominal pore size) and measured by combustion using a Costech Elemental Analyzer. When POC fluxes are positive, corals are releasing organic matter into the water, typically in the form of mucus. When POC fluxes are negative, coral are taking up POC as a source of fixed carbon [<xref ref-type="bibr" rid="pone.0191156.ref027">27</xref>]. Maximum net photosynthetic rate (P) and light acclimated dark respiration (R) were measured from the change in oxygen concentration of each coral fragment in a respirometry chamber and standardized to surface area. The ratio of P:R was calculated from the ratio of gross P (net P + R) to R. Dark acclimated quantum yield of photosystem II (F<sub>v</sub>/F<sub>m</sub>), was measured in the light by pulse amplitude modulation fluorometry (Diving PAM, Waltz, Germany). F<sub>v</sub>/F<sub>m</sub> is generally viewed as a proxy for coral heat sensitivity [<xref ref-type="bibr" rid="pone.0191156.ref064">64</xref>].</p>
<p>In the laboratory, the following physiological analyses were performed on all frozen coral fragments collected on the last day of the experiment and reported by Schoepf <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>]: total lipids, animal host soluble protein, animal host soluble carbohydrates, total biomass, endosymbiotic algal density, chlorophyll <italic>a</italic>, and total surface area. The following physiological variables were performed on the same frozen fragments and reported by Hoadley <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>]: soluble algal protein, and soluble algal carbohydrates.</p>
<p>In brief, total lipids, animal host soluble protein and animal host soluble carbohydrates were quantified from ground whole coral subsamples and standardized to ash-free dry weight. Lipids were extracted in a 2:1 chloroform:methanol solution, washed in 0.88% KCl, extracted and washed again in 100% chloroform and 0.88% KCl, respectively. For the animal host soluble protein and carbohydrate analyses, the animal fraction was separated from the endosymbiotic algae via sonication and centrifugation. Protein was extracted using the bicinchoninic method [<xref ref-type="bibr" rid="pone.0191156.ref065">65</xref>] with bovine serum albumin as a standard (Pierce BCA Protein Assay Kit). Carbohydrates were quantified using the phenol-sulfuric acid method with glucose as a standard [<xref ref-type="bibr" rid="pone.0191156.ref066">66</xref>]. Biomass was determined as the difference between the dry and burned weight of a ground coral subsample and standardized to surface area. Coral surface area was determined using the single wax dipping method [<xref ref-type="bibr" rid="pone.0191156.ref067">67</xref>,<xref ref-type="bibr" rid="pone.0191156.ref068">68</xref>] for the branching <italic>A</italic>. <italic>millepora</italic> and the aluminium foil method [<xref ref-type="bibr" rid="pone.0191156.ref069">69</xref>] for the plating <italic>T</italic>. <italic>reniformis</italic>.</p>
<p>Endosymbiotic algal density, chlorophyll <italic>a</italic>, soluble protein, and soluble carbohydrates were determined on airbrushed coral slurry where the algae were then separated from the coral host via centrifugation, and standardized to surface area. The number of algal cells were counted on six replicate subsamples using a hemocytometer and a Nikon microphot-FXA epifluorescent microscope. Chlorophyll <italic>a</italic> was extracted from another subsample in methanol and quantified spectrophotometrically according to Porra <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref070">70</xref>]. Soluble algal protein and carbohydrates were determined using the same methods as above for the animal host.</p>
</sec>
<sec id="sec006">
<title>Statistical analyses</title>
<p>The data were analyzed using non-parametric multivariate techniques to determine if the microbial community composition and structure varied among coral species and treatments. As rare OTUs can sometimes play an interesting role in microbial ecology [<xref ref-type="bibr" rid="pone.0191156.ref065">65</xref>], we included all sequences in the analyses. The OTU table was used as the input for microbial community analyses in PRIMER E v. 1.0.6 (Quest Research Limited, Auckland, New Zealand). The sequence data was evaluated at three levels: Phylum, Class, and OTU. These levels of analyses were done to facilitate comparisons with other publications. At the phylum level (Level 2 table from Qiime), the sum of the abundances of all OTUs within each phylum was square root-transformed prior to construction of a Bray-Curtis resemblance matrix. The same was performed at the Class (Level 4) level. Analysis of Similarity (ANOSIM) was used to test for the effect of species and treatment on the microbial community composition at the phylum and class levels. Similarity Percentage (SIMPER) analyses were conducted to determine the degree of dissimilarity in microbial communities between coral species, between control and treatment corals within a species, and to determine which phyla or classes were responsible for the largest portion of those dissimilarities. The same analyses were then conducted using all of the individual OTU sequence abundances. In addition, the Shannon Diversity Index at the OTU level was computed for each species and treatment. A univariate two-way analysis of variance (ANOVA) was used to test the effects of species and treatment on the Shannon Diversity Index, where the data was first tested for normality using the Shapiro-Wilk’s test and homogeneity of variance was assessed with plots of expected vs. residual values. A posteriori Slice tests (i.e., tests of simple effects, Winer [<xref ref-type="bibr" rid="pone.0191156.ref071">71</xref>]) were used to determine if treatment corals differed from controls within each species.</p>
<p>The physiological measurements were analyzed using non-parametric techniques to determine if corals differed physiologically between species and treatments. Since these data are a subset of those from Schoepf <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>], Hoadley <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>], and Levas <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref027">27</xref>], and presented together for the first time, new statistical analyses were necessary using only the data from the samples in this study. Univariate Kruskal-Wallis tests were conducted on each individual variable to determine if they differed between control and treatment corals of each species. A Euclidean distance-based resemblance matrix was then constructed using normalized data. ANOSIM was used to test for the effect of species and treatment on the overall coral physiology. SIMPER analyses were conducted to determine which physiological variable(s) were responsible for the largest portion of the differences detected in the ANOSIM. These multi-variate analyses of the physiological data are unique to the current study.</p>
<p>Non-parametric multidimensional scaling (NMDS) analyses were performed to graphically represent relationships between the microbial abundance variability and the coral physiology variability between species and treatments in multidimensional space. The two sets of data (microbial and coral physiology) were then compared to determine if microbial community composition and structure co-varied with coral physiology using two strategies: 1) vectors were added to NMDS plots (Pearson correlations &gt; 0.1) to show the direction and magnitude of the influence of each physiological variable to the distribution of the microbial-based data points in 2D NMDS space, and 2) Spearman correlations were performed to compare the physiology-based NMDS distribution pattern to the microbial-based NMDS distribution pattern (BEST test).</p>
<p>The Kruskal-Wallis tests were performed using SAS software version 9.2. All other analyses were generated using the software package Primer V6 [<xref ref-type="bibr" rid="pone.0191156.ref072">72</xref>,<xref ref-type="bibr" rid="pone.0191156.ref073">73</xref>]. Where appropriate, p &lt; 0.05 was considered significant.</p>
<p>Since the coral fragments in the control and treatment tanks were all from the same parent colonies (i.e., one fragment from each colony and species in each tank), changes in the microbiome were due to treatment effects and not due to genetic differences between colonies. Overall, the experimental design allowed us to detect changes in the coral microbial community composition due to treatment effects, independent of starting microbial community composition and inter-colony variability. Thus, any observed differences in the coral microbial community composition in the experiment were due to innate differences between species and treatment effects alone.</p>
</sec>
</sec>
<sec id="sec007" sec-type="results">
<title>Results</title>
<p>All corals survived the experiment, though their physical appearance varied by species and treatment. Half of the treatment <italic>A</italic>. <italic>millepora</italic> were pale at the end of the study and all other fragments retained a healthy brown (for control <italic>A</italic>. <italic>millepora</italic>) or mustard yellow (for both control and treatment <italic>T</italic>. <italic>reniformis</italic>) color (<xref ref-type="fig" rid="pone.0191156.g001">Fig 1</xref>). The average seawater temperature, pH<sub>T</sub>, <italic>p</italic>CO<sub>2</sub>, total alkalinity, and Ω<sub>arag</sub> for the control and treatment tanks are given in <xref ref-type="table" rid="pone.0191156.t001">Table 1</xref>.</p>
<fig id="pone.0191156.g001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0191156.g001</object-id>
<label>Fig 1</label>
<caption>
<title>Photographs of representative coral fragments at the end of the experiment.</title>
<p><italic>A</italic>. <italic>millepora</italic> and <italic>T</italic>. <italic>reniformis</italic> after 24 days in the experiment under control (26.5°C and <italic>p</italic>CO<sub>2</sub> of 364 μatm) (left side) and treatment (29.0°C and <italic>p</italic>CO<sub>2</sub> of 750 μatm) (right side) conditions. The treatment <italic>A</italic>. <italic>millepora</italic> fragment typifies the paling that was observed in half of the fragments in this group. Photos by V Schoepf.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.g001" xlink:type="simple"/>
</fig>
<table-wrap id="pone.0191156.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0191156.t001</object-id>
<label>Table 1</label> <caption><title>Average conditions (± 1standard error) for the control and treatment tanks.</title></caption>
<alternatives>
<graphic id="pone.0191156.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.t001" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left"/>
<th align="left">Control</th>
<th align="left">Treatment</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Temperature (°C)</td>
<td align="left">26.45 ± 0.01</td>
<td align="left">28.93 ± 0.02</td>
</tr>
<tr>
<td align="left">pH<sub>T</sub></td>
<td align="left">8.07 ± 0.01</td>
<td align="left">7.81 ± 0.01</td>
</tr>
<tr>
<td align="left"><italic>p</italic>CO<sub>2</sub> (μatm)</td>
<td align="left">364 ± 10</td>
<td align="left">750 ± 26</td>
</tr>
<tr>
<td align="left">TA (μmol kg<sup>-1</sup>)</td>
<td align="left">2269 ± 11</td>
<td align="left">2305 ± 9</td>
</tr>
<tr>
<td align="left">Ω<sub>arag</sub></td>
<td align="left">3.69 ± 0.07</td>
<td align="left">2.52 ± 0.06</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t001fn001"><p>pH<sub>T</sub> = pH reported on the total scale, TA = total alkalinity, Ω<sub>arag</sub> = aragonite saturation state.</p></fn>
<fn id="t001fn002"><p>Modified from Schoepf et al. [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>].</p></fn>
</table-wrap-foot>
</table-wrap>
<sec id="sec008">
<title>Microbial community composition</title>
<p>Overall, there were 831 OTUs across all coral fragments spanning 48 Phyla: 565 for <italic>A</italic>. <italic>millepora</italic> and 650 for <italic>T</italic>. <italic>reniformis</italic> (<xref ref-type="supplementary-material" rid="pone.0191156.s003">S1 Table</xref>). In addition, 388 OTUs were shared by both coral species, 175 were unique to <italic>A</italic>. <italic>millepora</italic>, 263 were unique to <italic>T</italic>. <italic>reniformis</italic>. We observed that sequences affiliated with members of the Proteobacteria (primarily Alphaproteobacteria and Gammaproteobacteria classes) and Firmicutes Phyla were the most abundant in treatment and controls of both coral species, with sequences matching Actinobacteria, Bacteroidetes, and Acidobacteria Phyla being the next most abundant and typically present in both species and treatments (<xref ref-type="fig" rid="pone.0191156.g002">Fig 2A</xref>). However, ANOSIM revealed that at the Phylum level, bacterial communities on average did not significantly differ between species, or between treatment and controls of either species (ANOSIMs Global R -0.036, p = 0.66) (<xref ref-type="fig" rid="pone.0191156.g002">Fig 2B</xref>).</p>
<fig id="pone.0191156.g002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0191156.g002</object-id>
<label>Fig 2</label>
<caption>
<title>Microbial relative abundances by phylum.</title>
<p>(A) <italic>Acropora millepora</italic> (Am) and <italic>Turbinaria reniformis</italic> (Tr) under control (26.5°C and <italic>p</italic>CO<sub>2</sub> of 364 μatm) and treatment (29.0°C and <italic>p</italic>CO<sub>2</sub> of 750 μatm) conditions for each sample (1–6). (B) Average microbial relative abundances by Phylum.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.g002" xlink:type="simple"/>
</fig>
<p>Significant differences in the coral microbial communities were found at the Class and OTU levels between the species, and between treatment and controls of <italic>A</italic>. <italic>millepora</italic>, but not between treatment and control <italic>T</italic>. <italic>reniformis</italic> according to ANOSIM analyses (<xref ref-type="table" rid="pone.0191156.t002">Table 2</xref>, <xref ref-type="supplementary-material" rid="pone.0191156.s002">S1 Fig</xref>). At the OTU level, the microbial community composition of treatment and control <italic>A</italic>. <italic>millepora</italic> and <italic>T</italic>. <italic>reniformis</italic> were 77% and 59% dissimilar, respectively (<xref ref-type="supplementary-material" rid="pone.0191156.s004">S2 Table</xref>). In <italic>A</italic>. <italic>millepora</italic>, this dramatic dissimilarity was due to increases in OTUs associated with <italic>Sphingomonas</italic>, <italic>Pseudomonas</italic>, and <italic>Halanaerobium</italic>, the virtual appearance of <italic>Rhodococcus fascians</italic>, and decreases in 16S rRNA gene sequence associated with the Rhodobacteraceae in treatment corals compared to the controls (<xref ref-type="fig" rid="pone.0191156.g003">Fig 3</xref>, <xref ref-type="supplementary-material" rid="pone.0191156.s004">S2 Table</xref>). The virtual disappearance of <italic>Pseudovibrio</italic> was due to a single coral fragment (<xref ref-type="fig" rid="pone.0191156.g003">Fig 3</xref>, <xref ref-type="supplementary-material" rid="pone.0191156.s004">S2 Table</xref>). At the same time, the Shannon Diversity Index decreased significantly from an average of 3.21 in control to 1.98 in treatment <italic>A</italic>. <italic>millepora</italic> (<xref ref-type="supplementary-material" rid="pone.0191156.s005">S3 Table</xref>). Though variability among treatment and control <italic>A</italic>. <italic>millepora</italic> fragments was high (<xref ref-type="fig" rid="pone.0191156.g003">Fig 3A</xref>), several overarching patterns emerged in this coral species. Treatment conditions resulted in relative abundance increases in sequences affiliated with <italic>Sphingomonas</italic> (observed in 5 of the 6 fragments), <italic>Pseudomonas</italic> (observed in 4 of the 6 fragments), <italic>Halenaerobium</italic> (observed in 5 of 6 fragments) and <italic>R</italic>. <italic>fascians</italic> (observed in all 6 fragments) coupled with decreases in a 16S rRNA gene sequence associated with the Rhodobacteraceae (observed in 4 of 6 fragments) (<xref ref-type="fig" rid="pone.0191156.g003">Fig 3A</xref>, <xref ref-type="supplementary-material" rid="pone.0191156.s003">S1 Table</xref>). On average, this resulted in -9 to +100-fold changes in these OTUs (<xref ref-type="fig" rid="pone.0191156.g003">Fig 3B</xref>). Microbial OTU diversity did not significantly differ between control and treatment <italic>T</italic>. <italic>reniformis</italic> (average Shannon Diversity Index of 3.4 vs 2.9, respectively) nor between species (<xref ref-type="supplementary-material" rid="pone.0191156.s005">S3 Table</xref>).</p>
<fig id="pone.0191156.g003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0191156.g003</object-id>
<label>Fig 3</label>
<caption>
<title>Relative abundance of the nine OTUs contributing the most to the dissimilarity between treatment and control corals as determined by SIMPER analysis.</title>
<p>(A) Results for <italic>Acropora millepora</italic> (Am) and <italic>Turbinaria reniformis</italic> (Tr) under control (26.5°C and <italic>p</italic>CO<sub>2</sub> of 364 μatm) and treatment (29.0°C and <italic>p</italic>CO<sub>2</sub> of 750 μatm) conditions for (A) each sample and (B) on average per treatment and species. Average relative abundance details in <xref ref-type="supplementary-material" rid="pone.0191156.s004">S2 Table</xref>. Dissimilarity analyses details by SIMPER are in <xref ref-type="supplementary-material" rid="pone.0191156.s004">S2 Table</xref>. ANOSIM results in <xref ref-type="table" rid="pone.0191156.t002">Table 2</xref> correspond to panel (B). Note that the proportionate contributions of the OTUs here do not sum to 1 because only the nine OTUs contributing the most to the dissimilarities are shown. <italic>Sphingomonas</italic>, <italic>Ruegeria</italic>, <italic>Pseudovibrio</italic>, <italic>Methylobacterium</italic>, and Rhodobacteraceae belong to the class Alphaproteobacteria. <italic>Pseudomonas</italic>, <italic>Acinetobacter</italic>, and <italic>Coxiella</italic> belong to the class Gammaproteobacteria. <italic>Rhodococcus fascians</italic> belongs to the phylum Actinobacteria, <italic>Halanaerobium</italic> and <italic>Staphylococcus</italic> to Firmicutes, and <italic>Percinobacter</italic> to Bacteroidetes.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.g003" xlink:type="simple"/>
</fig>
<table-wrap id="pone.0191156.t002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0191156.t002</object-id>
<label>Table 2</label> <caption><title>One-way ANOSIMs of microbial community composition with pairwise tests of each coral species and treatment combination at the a) Class and b) OTU level.</title></caption>
<alternatives>
<graphic id="pone.0191156.t002g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.t002" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Pairwise tests of groups</th>
<th align="center">R statistic</th>
<th align="center">P-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>a) Class level</bold></td>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">Am Control vs. Am Treatment</td>
<td align="center">0.296</td>
<td align="center"><bold>0.028</bold></td>
</tr>
<tr>
<td align="left">Am Control vs. Tr Control</td>
<td align="center">0.254</td>
<td align="center"><bold>0.043</bold></td>
</tr>
<tr>
<td align="left">Am Control vs. Tr Treatment</td>
<td align="center">0.433</td>
<td align="center"><bold>0.002</bold></td>
</tr>
<tr>
<td align="left">Am Treatment vs. Tr Control</td>
<td align="center">0.356</td>
<td align="center"><bold>0.013</bold></td>
</tr>
<tr>
<td align="left">Am Treatment vs. Tr Treatment</td>
<td align="center">0.230</td>
<td align="center"><bold>0.002</bold></td>
</tr>
<tr>
<td align="left">Tr Control vs. Tr Treatment</td>
<td align="center">0.039</td>
<td align="center">0.284</td>
</tr>
<tr>
<td align="left"><bold>b) OTU level</bold></td>
<td align="center"/>
<td align="center"/>
</tr>
<tr>
<td align="left">Am Control vs. Am Treatment</td>
<td align="center">0.220</td>
<td align="center"><bold>0.048</bold></td>
</tr>
<tr>
<td align="left">Am Control vs. Tr Control</td>
<td align="center">0.263</td>
<td align="center"><bold>0.037</bold></td>
</tr>
<tr>
<td align="left">Am Control vs. Tr Treatment</td>
<td align="center">0.394</td>
<td align="center"><bold>0.009</bold></td>
</tr>
<tr>
<td align="left">Am Treatment vs. Tr Control</td>
<td align="center">0.426</td>
<td align="center"><bold>0.011</bold></td>
</tr>
<tr>
<td align="left">Am Treatment vs. Tr Treatment</td>
<td align="center">0.302</td>
<td align="center"><bold>0.004</bold></td>
</tr>
<tr>
<td align="left">Tr Control vs. Tr Treatment</td>
<td align="center">0.059</td>
<td align="center">0.234</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t002fn001"><p>The overall model at the Class and OTU levels were significant (Global R = 0.256, p&lt;0.01, 999 permutations and R = 0.257, p&lt;0.02, 999 permutations, respectively). Bolded p-values are significant. Am = Acropora millepora, Tr = Turbinaria reniformis, Control = 26.5°C and pCO<sub>2</sub> of 364 μatm, Treatment = 29.0°C and pCO<sub>2</sub> of 750 μatm.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec009">
<title>Coral physiology</title>
<p>Calcification, F<sub>v</sub>/F<sub>m</sub>, and algal carbohydrate concentration significantly declined by 136%, 23%, and 32%, respectively, while animal host protein concentration increased by 51% in treatment compared to control <italic>A</italic>. <italic>millepora</italic> (<xref ref-type="fig" rid="pone.0191156.g004">Fig 4A</xref>, <xref ref-type="supplementary-material" rid="pone.0191156.s006">S4 Table</xref>). In <italic>T</italic>. <italic>reniformis</italic>, the endosymbiotic algal protein was four-fold higher and algal carbohydrate concentrations were 34% lower in the treatment compared to control corals (<xref ref-type="fig" rid="pone.0191156.g004">Fig 4B</xref>, <xref ref-type="supplementary-material" rid="pone.0191156.s006">S4 Table</xref>). No other significant differences were detected between treatment and control corals of either species (<xref ref-type="supplementary-material" rid="pone.0191156.s006">S4 Table</xref>). It is worth noting that host protein concentrations as well as the total energy reserves (i.e., lipid, protein, and carbohydrates) in treatment <italic>T</italic>. <italic>reniformis</italic> were 100% and 13% greater than in treatment <italic>A</italic>. <italic>millepora</italic>, respectively (<xref ref-type="fig" rid="pone.0191156.g004">Fig 4</xref>). When all of the physiology data were evaluated as a whole, significant overall differences between coral species, and between treatments within species, were found (<xref ref-type="table" rid="pone.0191156.t003">Table 3</xref>). Animal host protein and endosymbiotic algal carbohydrates contributed the most, and algal cell density and P:R the least, to the overall physiological differences between the two coral species (<xref ref-type="supplementary-material" rid="pone.0191156.s007">S5 Table</xref>).</p>
<fig id="pone.0191156.g004" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0191156.g004</object-id>
<label>Fig 4</label>
<caption>
<title>Average (± 1SE) physiological variables.</title>
<p>Results given for (A) <italic>Acropora millepora</italic> and (B) <italic>Turbinaria reniformis</italic>. Measurement units for each variable in brackets along the x-axis. Left-hand y-axis scale corresponds to the first 9 variables and the right-hand y-axis scale corresponds to the last three variables (separated by a dashed line). Black bars = control coral (26.5°C and <italic>p</italic>CO<sub>2</sub> of 364 μatm), white bars = treatment coral (29.0°C and <italic>p</italic>CO<sub>2</sub> of 750 μatm), carbs = carbohydrates, POC = particulate organic carbon flux, * = significant difference between control and treatment averages for a given variable by Kruskal-Wallis test (details in <xref ref-type="supplementary-material" rid="pone.0191156.s005">S3 Table</xref>). Data from Schoepf <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>], Hoadley <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>], and Levas <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref027">27</xref>].</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.g004" xlink:type="simple"/>
</fig>
<table-wrap id="pone.0191156.t003" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0191156.t003</object-id>
<label>Table 3</label> <caption><title>One-way ANOSIM of coral physiology with pairwise tests of each species and treatment combination.</title></caption>
<alternatives>
<graphic id="pone.0191156.t003g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.t003" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Pairwise tests of groups</th>
<th align="center">R statistic</th>
<th align="center">P-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left">Am Control vs. Am Treatment</td>
<td align="center">0.265</td>
<td align="center">0.015</td>
</tr>
<tr>
<td align="left">Am Control vs. Tr Control</td>
<td align="center">0.515</td>
<td align="center"><bold>0.002</bold></td>
</tr>
<tr>
<td align="left">Am Control vs. Tr Treatment</td>
<td align="center">0.537</td>
<td align="center"><bold>0.002</bold></td>
</tr>
<tr>
<td align="left">Am Treatment vs. Tr Control</td>
<td align="center">0.807</td>
<td align="center"><bold>0.002</bold></td>
</tr>
<tr>
<td align="left">Am Treatment vs. Tr Treatment</td>
<td align="center">0.754</td>
<td align="center"><bold>0.002</bold></td>
</tr>
<tr>
<td align="left">Tr Control vs. Tr Treatment</td>
<td align="center">0.178</td>
<td align="center">0.024</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t003fn001"><p>The overall model was significant (Global R = 0.509, p&lt;0.001, with 999 permutations). Bolded p-values are significant. Am = Acropora millepora, Tr = Turbinaria reniformis, Control = 26.5°C and pCO<sub>2</sub> of 364 μatm, Treatment = 29.0°C and pCO<sub>2</sub> of 750 μatm.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec010">
<title>Coral microbiome and physiology</title>
<p>NMDS analyses of the microbial OTU relative abundance data revealed clear separation of the coral microbial communities between the coral species, and between treatment and controls of <italic>A</italic>. <italic>millepora</italic>, but not between treatment and control <italic>T</italic>. <italic>reniformis</italic> (<xref ref-type="fig" rid="pone.0191156.g005">Fig 5</xref>, <xref ref-type="table" rid="pone.0191156.t002">Table 2</xref>). Of the physiological variables, host protein and F<sub>v</sub>/F<sub>m</sub> best described the overall microbiology NMDS pattern of the corals (BEST, spearman correlation R = 0.344, p = 0.26), though the results were not statistically significant. Nevertheless, the host protein vector appears to define an axis that best describes differences in the microbial communities between the species whereas the F<sub>v</sub>/F<sub>m</sub> vector appear to define an axis separating the microbial communities of treatment and control corals (<xref ref-type="fig" rid="pone.0191156.g005">Fig 5</xref>). BEST analysis was also conducted on <italic>A</italic>. <italic>millepora</italic> alone as it expressed significantly different microbial communities between treatment and control fragments. However, the model was not significant and no physiological variables described the overall microbiology NMDS pattern within <italic>A</italic>. <italic>millepora</italic> (Global R = 0.21, p = 0.95).</p>
<fig id="pone.0191156.g005" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0191156.g005</object-id>
<label>Fig 5</label>
<caption>
<title>NMDS ordination using microbial OTU community composition from all 24 coral fragments.</title>
<p>Gray vector overlay shows the proportional influence of each physiology variable to the NMDS plot distribution. Am = <italic>Acropora millepora</italic> (circles), Tr = <italic>Turbinaria reniformis</italic> (open squares), Control (blue) = 26.5°C and <italic>p</italic>CO<sub>2</sub> of 364 μatm, Treatment (black) = 29.0°C and <italic>p</italic>CO<sub>2</sub> of 750 μatm. Calc = calcification rate during the last two weeks of the study, a_cells = endosymbiotic algal cell density, Chla = chlorophyll <italic>a</italic> concentration, carbs = carbohydrate concentration, lipid = total lipid concentration, protein = soluble protein concentration, POC = particulate organic carbon flux, h = animal host, a = endosymbiotic algae.</p>
</caption>
<graphic mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.g005" xlink:type="simple"/>
</fig>
</sec>
</sec>
<sec id="sec011" sec-type="conclusions">
<title>Discussion</title>
<p>When corals are exposed to stress such as increased temperature or decreases in seawater pH, the coral microbial community often undergoes compositional changes [<xref ref-type="bibr" rid="pone.0191156.ref028">28</xref>,<xref ref-type="bibr" rid="pone.0191156.ref029">29</xref>,<xref ref-type="bibr" rid="pone.0191156.ref040">40</xref>,<xref ref-type="bibr" rid="pone.0191156.ref044">44</xref>,<xref ref-type="bibr" rid="pone.0191156.ref048">48</xref>,<xref ref-type="bibr" rid="pone.0191156.ref049">49</xref>,<xref ref-type="bibr" rid="pone.0191156.ref055">55</xref>,<xref ref-type="bibr" rid="pone.0191156.ref074">74</xref>,<xref ref-type="bibr" rid="pone.0191156.ref075">75</xref>]. The current study is the first to simultaneously examine the coral microbial community composition, coral host physiology, and endosymbiotic algal physiology associated with the dual stress of increased seawater temperature and lower pH. When comparing the two coral species here, we find that <italic>T</italic>. <italic>reniformis</italic> with its thermally tolerant endosymbiont <italic>Symbiodinium trenchi</italic> has a stable microbial community composition and is only slightly affected physiologically when exposed to conditions expected by the end of this century for 24 days, whereas <italic>A</italic>. <italic>millepora</italic> with its more thermally sensitive endosymbiont type C21a suffers both a decline in microbial diversity and a shift in its microbial community composition combined with a more dramatic physiological decline under the same stressful conditions.</p>
<p>The coral microbiomes of <italic>A</italic>. <italic>millepora</italic> and <italic>T</italic>. <italic>reniformis</italic> were dominated by members of the phylum Proteobacteria (<xref ref-type="fig" rid="pone.0191156.g002">Fig 2</xref>), which is a pattern found in most coral microbial communities (e.g., [<xref ref-type="bibr" rid="pone.0191156.ref030">30</xref>,<xref ref-type="bibr" rid="pone.0191156.ref048">48</xref>,<xref ref-type="bibr" rid="pone.0191156.ref055">55</xref>,<xref ref-type="bibr" rid="pone.0191156.ref076">76</xref>]). However, when exposed to the dual stress of increased temperature and lower pH, we found no significant change in the phylum-level microbial community composition of <italic>A</italic>. <italic>millepora</italic> (<xref ref-type="fig" rid="pone.0191156.g002">Fig 2B</xref>) whereas Webster <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref030">30</xref>] did. This could be due to the different experimental conditions of both studies. Namely, Webster <italic>et al</italic>. [<xref ref-type="bibr" rid="pone.0191156.ref030">30</xref>] corals were collected two weeks before the experiment, maintained at 28°C or 31°C during the experiment, and were kept in 1μm filtered seawater and starved of any heterotrophic food source. In the current study, the corals were collected three months prior to the experiment, maintained at 26.5°C or 29°C in 150 μm filtered seawater, and fed <italic>Artemia</italic> nauplii twice a week.</p>
<p>At the OTU level, the microbial community composition changed and diversity decreased for <italic>A</italic>. <italic>millepora</italic>, but not <italic>T</italic>. <italic>reniformis</italic>, when exposed to the dual stress treatment (<xref ref-type="table" rid="pone.0191156.t002">Table 2</xref>, <xref ref-type="supplementary-material" rid="pone.0191156.s005">S3 Table</xref>). In the field of ecology, the insurance hypothesis states that microbial diversity stabilizes microbial community function [<xref ref-type="bibr" rid="pone.0191156.ref077">77</xref>]. Therefore, the loss of diversity observed in dually stressed <italic>A</italic>. <italic>millepora</italic> may indicate a destabilized microbial community function. However, increases in coral microbial diversity in response to sewage and sedimentation stress have also been interpreted to mean microbial community destabilization [<xref ref-type="bibr" rid="pone.0191156.ref078">78</xref>]. Here, we find that the large shifts in OTUs most responsible for the differences between treatment and control <italic>A</italic>. <italic>millepora</italic> corals do suggest an association between the microbiome and decreased coral health, which suggests destabilized microbial function (<xref ref-type="fig" rid="pone.0191156.g003">Fig 3</xref>). Specifically, the large increases in OTU relative abundance of <italic>Sphingomonas</italic> and <italic>Pseudomonas</italic> (<xref ref-type="fig" rid="pone.0191156.g003">Fig 3B</xref>) may be an indication of declining coral health as <italic>Sphingomonas</italic>-like bacteria and <italic>P</italic>. <italic>aeruginosa</italic> are associated with coral disease [<xref ref-type="bibr" rid="pone.0191156.ref044">44</xref>,<xref ref-type="bibr" rid="pone.0191156.ref079">79</xref>]. The large declines in Rhodobacteraceae could indicate a decrease in nitrogen-fixing ability [<xref ref-type="bibr" rid="pone.0191156.ref043">43</xref>,<xref ref-type="bibr" rid="pone.0191156.ref051">51</xref>,<xref ref-type="bibr" rid="pone.0191156.ref080">80</xref>]. Lastly, the known plant pathogen <italic>Rhodococcus fascians</italic> dramatically increased in all six <italic>A</italic>. <italic>millepora</italic> fragments (<xref ref-type="fig" rid="pone.0191156.g003">Fig 3A</xref>). Though we have no direct evidence that any of the bacterial shifts in <italic>A</italic>. <italic>millepora</italic> led to specific diseases or health decline, none of these OTU shifts suggest an acclimation response that could be conferring a probiotic [<xref ref-type="bibr" rid="pone.0191156.ref045">45</xref>] or protective effect in response to the dual stress of elevated temperature and ocean acidification. Alternatively, these large OTU shifts may indicate a restructuring of the microbial community in order to facilitate adaptation to the dual-stress conditions [<xref ref-type="bibr" rid="pone.0191156.ref031">31</xref>]. The maintenance of diversity and the microbial community stability observed in <italic>T</italic>. <italic>reniformis</italic> might have been because this species was already pre-adapted to the dual stress conditions, as has been demonstrated for some populations of <italic>Acropora hyacinthus</italic> from American Samoa [<xref ref-type="bibr" rid="pone.0191156.ref031">31</xref>]. However, it is unlikely that the microbial community of <italic>T</italic>. <italic>reniformis</italic> was already pre-adapted to the dual stress of elevated temperature and <italic>p</italic>CO<sub>2</sub> while <italic>A</italic>. <italic>millepora</italic> was not, since both sets of coral colonies were collected from the same site with the same temperature and pH history. Additional studies in other coral species from other regions are needed to further evaluate these findings.</p>
<p>More importantly, the combined microbial and physiological changes in <italic>A</italic>. <italic>millepora</italic> indicate that this species was broadly compromised under treatment conditions. Major components of the holobiont–the animal host, endosymbiotic alga, and the microbiome–all deteriorated under treatment conditions. In addition to the decline in microbial diversity and shifts in microbial community composition (<xref ref-type="fig" rid="pone.0191156.g003">Fig 3</xref>), decreases in calcification, F<sub>v</sub>/F<sub>m</sub>, and algal carbohydrate energy reserves in <italic>A</italic>. <italic>millepora</italic> indicate that both the host and algal physiological functions were compromised under treatment conditions (<xref ref-type="fig" rid="pone.0191156.g004">Fig 4A</xref>). In contrast, the <italic>T</italic>. <italic>reniformis</italic> holobiont was less affected with no negative impacts on the coral host physiology, a decline only in the algal carbohydrates, and no significant changes in the microbiome community or diversity (<xref ref-type="fig" rid="pone.0191156.g004">Fig 4B</xref>, <xref ref-type="table" rid="pone.0191156.t002">Table 2</xref>, <xref ref-type="supplementary-material" rid="pone.0191156.s005">S3 Table</xref>). Though overall physiology was significantly different between treatment and controls for both species, the degree of separation between the two groups was greater for <italic>A</italic>. <italic>millepora</italic> than for <italic>T</italic>. <italic>reniformis</italic> (<xref ref-type="table" rid="pone.0191156.t003">Table 3</xref>). In addition, treatment <italic>T</italic>. <italic>reniformis</italic> had double the host protein concentrations and slightly greater total energy reserves (i.e., lipid, protein, and carbohydrates) compared to treatment <italic>A</italic>. <italic>millepora</italic> (<xref ref-type="fig" rid="pone.0191156.g004">Fig 4</xref>). High energy reserves have been shown to be a key component to coral resilience in the face of temperature stress [<xref ref-type="bibr" rid="pone.0191156.ref008">8</xref>,<xref ref-type="bibr" rid="pone.0191156.ref009">9</xref>]. Interestingly, host animal protein was one of two variables that explained the highest amount of variation in microbial community composition (<xref ref-type="fig" rid="pone.0191156.g005">Fig 5</xref>) and overall physiological differences between the two species (<xref ref-type="supplementary-material" rid="pone.0191156.s007">S5 Table</xref>). In addition, <italic>T</italic>. <italic>reniformis</italic> releases almost twice as much organic matter (probably as mucus) as <italic>A</italic>. <italic>millepora</italic> under control and treatment conditions (<xref ref-type="fig" rid="pone.0191156.g004">Fig 4</xref>) [<xref ref-type="bibr" rid="pone.0191156.ref027">27</xref>], which could provide a stable medium for cultivating its microbiome since bacterial growth is dramatically enhanced on coral mucus [<xref ref-type="bibr" rid="pone.0191156.ref081">81</xref>,<xref ref-type="bibr" rid="pone.0191156.ref082">82</xref>]. This could be advantageous as microbial community composition stability has been linked to coral health in some cases [<xref ref-type="bibr" rid="pone.0191156.ref031">31</xref>,<xref ref-type="bibr" rid="pone.0191156.ref032">32</xref>,<xref ref-type="bibr" rid="pone.0191156.ref081">81</xref>]. It is also possible that <italic>T</italic>. <italic>reniformis</italic> has greater heterotrophic capacity and/or plasticity under dual stress conditions than does <italic>A</italic>. <italic>millepora</italic>. Previous work has shown that corals that are either heterotrophically plastic or have high heterotrophic capacity recover more quickly from temperature stress [<xref ref-type="bibr" rid="pone.0191156.ref012">12</xref>,<xref ref-type="bibr" rid="pone.0191156.ref014">14</xref>]. Heterotrophic plasticity or high capacity under the dual stress of elevated temperature and <italic>p</italic>CO<sub>2</sub> could potentially underlie some of the holobiont resilience observed here in <italic>T</italic>. <italic>reniformis</italic>, though further research is needed to test this hypothesis. Finally, <italic>T</italic>. <italic>reniformis</italic> hosted a thermally tolerant endosymbiont type <italic>Symbiodinium trenchi</italic> and maintained F<sub>v</sub>/F<sub>m</sub> under dual stress, whereas <italic>A</italic>. <italic>millepora</italic> hosted the more sensitive endosymbiont C21a and F<sub>v</sub>/F<sub>m</sub> rates dropped (<xref ref-type="fig" rid="pone.0191156.g004">Fig 4</xref>). While endosymbiont type does play a role in thermal sensitivity, <italic>T</italic>. <italic>reniformis</italic> also has a much thicker tissue layer than <italic>A</italic>. <italic>millepora</italic>, which would provide greater photoprotection to its <italic>S</italic>. <italic>trenchi</italic> endosymbionts when under stress [<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>]. At this time, it is not clear what the link between endosymbiont type and microbial community composition shifts (or stability) under a dual temperature and acidity stress is. What does emerge from this study is that the physiological traits of <italic>T</italic>. <italic>reniformis</italic>, combined with a thermally tolerant <italic>Symbiodinium</italic> type and stable microbiome together appear to make it more tolerant to warmer and more acidic seawater conditions than <italic>A</italic>. <italic>millepora</italic>.</p>
<sec id="sec012">
<title>Summary</title>
<p>Overall, we show that the bacterial microbiome changed in the physiologically sensitive coral <italic>A</italic>. <italic>millepora</italic> but not in the physiologically more tolerant coral <italic>T</italic>. <italic>reniformis</italic> in response to conditions of elevated temperature and OA expected later this century. These findings are consistent with previous physiological work on the coral host and endosymbiotic algae of these species demonstrating the more resilient nature of the <italic>T</italic>. <italic>reniformis</italic> holobiont compared to the <italic>A</italic>. <italic>millepora</italic> holobiont [<xref ref-type="bibr" rid="pone.0191156.ref004">4</xref>,<xref ref-type="bibr" rid="pone.0191156.ref023">23</xref>,<xref ref-type="bibr" rid="pone.0191156.ref027">27</xref>]. These findings support the hypothesis that coral with a stable and diverse microbiome are also physiologically more resilient to the dual stress of elevated temperature and OA. Furthermore, our findings suggest that the animal host may play a role in determining the microbial community composition and diversity, and that multiple traits across the holobiont (i.e., host energy reserves, mucus production, <italic>Symbiodinium</italic> type, microbiome stability) appear to be involved in coral sensitivity or resilience to changes in seawater conditions expected on reefs later this century. We hypothesize that coral holobiont deterioration in the face of climate change may be in part triggered by a combination of the animal host’s protein and mucus influence on the microbiome and the <italic>Symbiodinium</italic> type. Further research is needed to determine if shifts in the coral holobiont physiology and/or <italic>Symbiodinium</italic> type cause shifts in the microbiome or vice versa, or if the two are independent of each other. Since some coral diseases and bleaching are known to be caused by bacteria [<xref ref-type="bibr" rid="pone.0191156.ref039">39</xref>,<xref ref-type="bibr" rid="pone.0191156.ref044">44</xref>,<xref ref-type="bibr" rid="pone.0191156.ref083">83</xref>,<xref ref-type="bibr" rid="pone.0191156.ref084">84</xref>], it is unlikely that the microbiome community changes in response to environmental stress are independent of the coral physiology. We further suggest that large organic matter release rates (typically in the form of mucus) may be important for supporting stable and presumably healthier microbial symbionts for corals. Our results are consistent with recent findings that some temperature-stress tolerant corals have a stable microbiome or benefit from stable microbial communities that resemble their non-bleached counterparts [<xref ref-type="bibr" rid="pone.0191156.ref031">31</xref>,<xref ref-type="bibr" rid="pone.0191156.ref032">32</xref>], and demonstrate for the first time that this also appears to be the case under the dual stresses of ocean warming and acidification. Additional studies with different coral species are needed to fully test this hypothesis. Model projections of coral persistence over the next century might need to consider not just coral host and endosymbiotic algae physiological responses to stress, but the combined responses of the coral host, endosymbiotic algae, and microbiome.</p>
</sec>
</sec>
<sec id="sec013">
<title>Supporting information</title>
<supplementary-material id="pone.0191156.s001" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.s001" xlink:type="simple">
<label>S1 Methods</label>
<caption>
<title>16S rRNA gene sequencing and OTU table construction details.</title>
<p>Additional details.</p>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0191156.s002" mimetype="image/tiff" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.s002" xlink:type="simple">
<label>S1 Fig</label>
<caption>
<title>Microbial relative abundances by class.</title>
<p>(A) <italic>Acropora millepora</italic> (Am) and <italic>Turbinaria reniformis</italic> (Tr) under control (26.5°C and <italic>p</italic>CO<sub>2</sub> of 364 μatm) and treatment (29.0°C and <italic>p</italic>CO<sub>2</sub> of 750 μatm) conditions for each sample (1–6). (B) Average microbial relative abundances by Class.</p>
<p>(TIFF)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0191156.s003" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.s003" xlink:type="simple">
<label>S1 Table</label>
<caption>
<title>Proportional abundance of the Operational Taxonomic Units (OTU).</title>
<p>Results for <italic>Acropora millepora</italic> and <italic>Turbinaria reniformis</italic> under control (26.5°C and <italic>p</italic>CO<sub>2</sub> of 364μatm) and treatment (29.0°C and <italic>p</italic>CO<sub>2</sub> of 750μatm) conditions. Samples are from colonies numbered 1–6.</p>
<p>(XLSX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0191156.s004" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.s004" xlink:type="simple">
<label>S2 Table</label>
<caption>
<title>SIMPER analysis of OTUs.</title>
<p>Average percent dissimilarity between species and between treatments within species in microbial OTU abundance. Control = 26.5°C and <italic>p</italic>CO<sub>2</sub> of 364μatm, Treatment = 29.0°C and <italic>p</italic>CO<sub>2</sub> of 750μatm. Am = <italic>Acropora millepora</italic>, Tr = <italic>Turbinaria reniformis</italic>, Av.Abund = average abundance, Av.Diss = average dissimilarity, Diss/SD = Dissimilarity /standard deviation, Contrib% = contribution percent, Cum.% = Cumulative percent contribution.</p>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0191156.s005" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.s005" xlink:type="simple">
<label>S3 Table</label>
<caption>
<title>Results of a two-way ANOVA testing the effect of species and treatment on Shannon Diversity Index.</title>
<p>Effects of species and treatment were fixed and fully crossed. <italic>A posteriori</italic> slice tests were used to test for differences between treatment and controls within species. df = degrees of freedom, SS = type III sum of squares of the main effects, F = F-statistic. Significant effects are bolded.</p>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0191156.s006" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.s006" xlink:type="simple">
<label>S4 Table</label>
<caption>
<title>Kruskal-Wallis p-values for each physiological variable.</title>
<p>Significant differences (p ≤ 0.05) are bolded. calc = calcification, chla = chlorophyll <italic>a</italic>, cells = endosymbiotic algal cell density, lipid = total lipids, protein = soluble animal protein concentration, carbs = carbohydrate concentration, biomass = coral ash free dry weight per area, h = host, a = endosymbiotic algae.</p>
<p>(DOCX)</p>
</caption>
</supplementary-material>
<supplementary-material id="pone.0191156.s007" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" xlink:href="info:doi/10.1371/journal.pone.0191156.s007" xlink:type="simple">
<label>S5 Table</label>
<caption>
<title>SIMPER analysis of coral physiology.</title>
<p>Summary of average squared distance (Av.Sq.Dist = 29.54) in coral physiology between <italic>Acropora millepora</italic> and <italic>Turbinaria reniformis</italic> across all control and treatment coral fragments. SD = standard deviation, Av.Value = average, Contrib % = percent contribution, Cum. % = cumulative percent.</p>
<p>(DOCX)</p>
</caption>
</supplementary-material>
</sec>
</body>
<back>
<ack>
<p>We thank the staff at Reef Systems Coral Farm, E. Zebrowski, M. Berzelis, M. Ringwald, S. Blackhurst, K. Dobson, C. Saup, and Y. Matsui for their assistance with the experiment. This work was supported by funding from the U.S. National Science Foundation (NSF-EF-1041124, 1040940, 1041070 to AGG, MEW, and WJC, respectively) and from The Ohio State University (start-up funds to MJW). Sequences have been deposited in NCBI’s Sequence Read Archive under accession number PRJNA344759. The physiological data are archived at <ext-link ext-link-type="uri" xlink:href="http://www.bco-dmo.org/project/528004" xlink:type="simple">www.bco-dmo.org/project/528004</ext-link>.</p>
</ack>
<ref-list>
<title>References</title>
<ref id="pone.0191156.ref001"><label>1</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Veron</surname> <given-names>JEN</given-names></name>, <name name-style="western"><surname>Hoeg-Guldberg</surname> <given-names>O</given-names></name>, <name name-style="western"><surname>Lenton</surname> <given-names>TM</given-names></name>, <name name-style="western"><surname>Lough</surname> <given-names>JM</given-names></name>, <name name-style="western"><surname>Obura</surname> <given-names>DO</given-names></name>, <name name-style="western"><surname>Pearce-Kelly</surname> <given-names>P</given-names></name>, <etal>et al</etal>. (<year>2009</year>) <article-title>The coral reef crisis: The critical importance of &lt;350 ppm CO<sub>2</sub></article-title>. <source>Marine Pollution Bulletin</source> <volume>58</volume>: <fpage>1428</fpage>–<lpage>1436</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.marpolbul.2009.09.009" xlink:type="simple">10.1016/j.marpolbul.2009.09.009</ext-link></comment> <object-id pub-id-type="pmid">19782832</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref002"><label>2</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Anthony</surname> <given-names>KRN</given-names></name>, <name name-style="western"><surname>Kline</surname> <given-names>DI</given-names></name>, <name name-style="western"><surname>Diaz-Pulido</surname> <given-names>G</given-names></name>, <name name-style="western"><surname>Dove</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Hoegh-Guldberg</surname> <given-names>O</given-names></name> (<year>2008</year>) <article-title>Ocean acidification causes bleaching and productivity loss in coral reef builders</article-title>. <source>Proceedings of the National Academy of Sciences of the United States of America</source> <volume>105</volume>: <fpage>17442</fpage>–<lpage>17446</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1073/pnas.0804478105" xlink:type="simple">10.1073/pnas.0804478105</ext-link></comment> <object-id pub-id-type="pmid">18988740</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref003"><label>3</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Edmunds</surname> <given-names>PJ</given-names></name>, <name name-style="western"><surname>Brown</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Moriarty</surname> <given-names>V</given-names></name> (<year>2012</year>) <article-title>Interactive effects of ocean acidification and temperature on two scleractinian corals from Moorea</article-title>, <source>French Polynesia. Global Change Biology</source> <volume>18</volume>: <fpage>2173</fpage>–<lpage>2183</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref004"><label>4</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Schoepf</surname> <given-names>V</given-names></name>, <name name-style="western"><surname>Grottoli</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Warner</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Cai</surname> <given-names>W</given-names></name>, <name name-style="western"><surname>Melman</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Hoadley</surname> <given-names>K</given-names></name>, <etal>et al</etal>. (<year>2013</year>) <article-title>Coral energy reserves and calcification in a high-CO<sub>2</sub> world at two temperatures</article-title>. <source>PLoS ONE</source> <volume>8</volume>: <fpage>e75049</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0075049" xlink:type="simple">10.1371/journal.pone.0075049</ext-link></comment> <object-id pub-id-type="pmid">24146747</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref005"><label>5</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Hoegh-Guldberg</surname> <given-names>O</given-names></name> (<year>1999</year>) <article-title>Climate change, coral bleaching and the future of the world's coral reefs</article-title>. <source>Marine Freshwater Research</source> <volume>50</volume>: <fpage>839</fpage>–<lpage>866</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref006"><label>6</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Brown</surname> <given-names>BE</given-names></name> (<year>1997</year>) <article-title>Coral bleaching: causes and consequences</article-title>. <source>Coral Reefs</source> <volume>16</volume> <issue>suppl</issue>: <fpage>s129</fpage>–<lpage>s138</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref007"><label>7</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Buddemeier</surname> <given-names>RW</given-names></name>, <name name-style="western"><surname>Fautin</surname> <given-names>DG</given-names></name> (<year>1993</year>) <article-title>Coral bleaching as an adaptive mechanism</article-title>. <source>BioScience</source> <volume>43</volume>: <fpage>320</fpage>–<lpage>326</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref008"><label>8</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Anthony</surname> <given-names>KRN</given-names></name>, <name name-style="western"><surname>Hoogenboom</surname> <given-names>MO</given-names></name>, <name name-style="western"><surname>Maynard</surname> <given-names>JA</given-names></name>, <name name-style="western"><surname>Grottoli</surname> <given-names>AG</given-names></name>, <name name-style="western"><surname>Middlebrook</surname> <given-names>R</given-names></name> (<year>2009</year>) <article-title>Energetics approach to predicting mortality risk from environmental stress: a case study of coral bleaching</article-title>. <source>Functional Ecology</source> <volume>23</volume>: <fpage>539</fpage>–<lpage>550</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref009"><label>9</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Grottoli</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Warner</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Levas</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Aschaffenburg</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Schoepf</surname> <given-names>V</given-names></name>, <name name-style="western"><surname>McGiinley</surname> <given-names>M</given-names></name>, <etal>et al</etal>. (<year>2014</year>) <article-title>The cumulative impact of annual coral bleaching can turn some coral species winners into losers</article-title>. <source>Global Change Biology</source>: <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/gcb.12658" xlink:type="simple">10.1111/gcb.12658</ext-link></comment> <object-id pub-id-type="pmid">25044878</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref010"><label>10</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Rodrigues</surname> <given-names>LJ</given-names></name>, <name name-style="western"><surname>Grottoli</surname> <given-names>AG</given-names></name> (<year>2007</year>) <article-title>Energy reserves and metabolism as indicators of coral recovery from bleaching</article-title>. <source>Limnology and Oceanography</source> <volume>52</volume>: <fpage>1874</fpage>–<lpage>1882</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref011"><label>11</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Schoepf</surname> <given-names>V</given-names></name>, <name name-style="western"><surname>Grottoli</surname> <given-names>AG</given-names></name>, <name name-style="western"><surname>Levas</surname> <given-names>SJ</given-names></name>, <name name-style="western"><surname>Aschaffenburg</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Baumann</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Matsui</surname> <given-names>Y</given-names></name>, <etal>et al</etal>. (<year>2015</year>) <article-title>Annual coral bleaching and the long-term recovery capacity of coral</article-title>. <source>Proceedings of the Royal Society B</source> <volume>282</volume>: <fpage>20151887</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1098/rspb.2015.1887" xlink:type="simple">10.1098/rspb.2015.1887</ext-link></comment> <object-id pub-id-type="pmid">26582020</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref012"><label>12</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Grottoli</surname> <given-names>AG</given-names></name>, <name name-style="western"><surname>Rodrigues</surname> <given-names>LJ</given-names></name>, <name name-style="western"><surname>Palardy</surname> <given-names>JE</given-names></name> (<year>2006</year>) <article-title>Heterotrophic plasticity and resilience in bleached corals</article-title>. <source>Nature</source> <volume>440</volume>: <fpage>1186</fpage>–<lpage>1189</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/nature04565" xlink:type="simple">10.1038/nature04565</ext-link></comment> <object-id pub-id-type="pmid">16641995</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref013"><label>13</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Houlbreque</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Ferrier-Pages</surname> <given-names>C</given-names></name> (<year>2009</year>) <article-title>Heterotrophy in Tropical Scleractinian Corals</article-title>. <source>Biological Reviews</source> <volume>84</volume>: <fpage>1</fpage>–<lpage>17</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1469-185X.2008.00058.x" xlink:type="simple">10.1111/j.1469-185X.2008.00058.x</ext-link></comment> <object-id pub-id-type="pmid">19046402</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref014"><label>14</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Levas</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Grottoli</surname> <given-names>AG</given-names></name>, <name name-style="western"><surname>Hughes</surname> <given-names>AD</given-names></name>, <name name-style="western"><surname>Osburn</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Matsui</surname> <given-names>Y</given-names></name> (<year>2013</year>) <article-title>Physiological and biogeochemical traits of bleaching and recovery in the mounding species of coral <italic>Porites lobata</italic>: implications for resilience in mounding corals</article-title>. <source>PLoS ONE</source> <volume>8</volume>: <fpage>e63267</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1371/journal.pone.0063267" xlink:type="simple">10.1371/journal.pone.0063267</ext-link></comment> <object-id pub-id-type="pmid">23658817</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref015"><label>15</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Tremblay</surname> <given-names>P</given-names></name>, <name name-style="western"><surname>Gori</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Maguer</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Hoogenboom</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Ferrier-Pages</surname> <given-names>C</given-names></name> (<year>2016</year>) <article-title>Heterotrophy promotes the re-establishment of photosynthate translocation in a symbiotic coral after heat stress</article-title>. <source>Scientific Reports</source> <volume>6</volume>: <fpage>38112</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/srep38112" xlink:type="simple">10.1038/srep38112</ext-link></comment> <object-id pub-id-type="pmid">27917888</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref016"><label>16</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Berkelmans</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>van Oppen</surname> <given-names>MJH</given-names></name> (<year>2006</year>) <article-title>The role of zooxanthellae in the thermal tolerance of corals: a 'nugget of hope' for coral reefs in an era of climate change</article-title>. <source>Proceedings of the Royal Society B-Biological Sciences</source> <volume>273</volume>: <fpage>2305</fpage>–<lpage>2312</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref017"><label>17</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Comeau</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Edmunds</surname> <given-names>P</given-names></name>, <name name-style="western"><surname>Spindel</surname> <given-names>N</given-names></name>, <name name-style="western"><surname>Carpenter</surname> <given-names>RC</given-names></name> (<year>2013</year>) <article-title>The responses of eight coral reef calcifiers to increasing partial pressure of CO<sub>2</sub> do not exhibit a tipping point</article-title>. <source>Limnology and Oceanography</source> <volume>58</volume>: <fpage>388</fpage>–<lpage>398</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref018"><label>18</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Jokiel</surname> <given-names>PL</given-names></name>, <name name-style="western"><surname>Rodgers</surname> <given-names>KS</given-names></name>, <name name-style="western"><surname>Kuffner</surname> <given-names>IB</given-names></name>, <name name-style="western"><surname>Andersson</surname> <given-names>AJ</given-names></name>, <name name-style="western"><surname>Cox</surname> <given-names>EF</given-names></name>, <name name-style="western"><surname>Mackenzie</surname> <given-names>FT</given-names></name> (<year>2008</year>) <article-title>Ocean acidification and calcifying reef organisms: a mesocosm investigation</article-title>. <source>Coral Reefs</source> <volume>27</volume>: <fpage>473</fpage>–<lpage>483</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref019"><label>19</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Krief</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Hendy</surname> <given-names>E</given-names></name>, <name name-style="western"><surname>Fine</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>ruth</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>Anders</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Foster</surname> <given-names>G</given-names></name>, <etal>et al</etal>. (<year>2010</year>) <article-title>Physiological and isotopic responses of scleractinian corals to ocean acidification</article-title>. <source>Geochimica et Cosmochimica Acta</source> <volume>74</volume>: <fpage>4988</fpage>–<lpage>5001</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref020"><label>20</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Reynaud</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Leclercq</surname> <given-names>N</given-names></name>, <name name-style="western"><surname>Romaine-Lioud</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Ferrier-Pagés</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Jaubert</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Gattuso</surname> <given-names>J-P</given-names></name> (<year>2003</year>) <article-title>Interacting effects of CO<sub>2</sub> partial pressure and temperature on photosynthesis and calcification in a scleractinian coral</article-title>. <source>Global Change Biology</source> <volume>9</volume>: <fpage>1660</fpage>–<lpage>1668</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref021"><label>21</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Comeau</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Carpenter</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>Edmunds</surname> <given-names>P</given-names></name> (<year>2013</year>) <article-title>Effects of feeding and light intensity on the response of the coral <italic>Porites rus</italic> to ocean acidification</article-title>. <source>Marine Biology</source> <volume>160</volume>: <fpage>1127</fpage>–<lpage>1134</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref022"><label>22</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Dove</surname> <given-names>SG</given-names></name>, <name name-style="western"><surname>Kline</surname> <given-names>DI</given-names></name>, <name name-style="western"><surname>Pantos</surname> <given-names>O</given-names></name>, <name name-style="western"><surname>Angly</surname> <given-names>FE</given-names></name>, <name name-style="western"><surname>Tyson</surname> <given-names>GW</given-names></name>, <name name-style="western"><surname>Hoegh-Guldberg</surname> <given-names>O</given-names></name> (<year>2013</year>) <article-title>Future reef decalcification under a business-as-usual CO<sub>2</sub> emission scenario</article-title>. <source>Proceedings of the National Academy of Sciences of the United States of America</source> <volume>110</volume>: <fpage>15342</fpage>–<lpage>15347</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1073/pnas.1302701110" xlink:type="simple">10.1073/pnas.1302701110</ext-link></comment> <object-id pub-id-type="pmid">24003127</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref023"><label>23</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Hoadley</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Pettay</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Grottoli</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Cai</surname> <given-names>W</given-names></name>, <name name-style="western"><surname>Melman</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Schoepf</surname> <given-names>V</given-names></name>, <etal>et al</etal>. (<year>2015</year>) <article-title>Physiological response to elevated temperature and <italic>p</italic>CO<sub>2</sub> varies across four Pacific coral species: Understanding the unique host+symbiont response</article-title>. <source>Scientific Reports</source> <volume>5</volume>: <fpage>18371</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/srep18371" xlink:type="simple">10.1038/srep18371</ext-link></comment> <object-id pub-id-type="pmid">26670946</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref024"><label>24</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Noonan</surname> <given-names>SHC</given-names></name>, <name name-style="western"><surname>Fabricius</surname> <given-names>KE</given-names></name> (<year>2016</year>) <article-title>Ocean acidification affects productivity but not the severity of thermal bleaching in some tropical corals</article-title>. <source>ICES Journal of Marine Science</source> <volume>73</volume>: <fpage>715</fpage>–<lpage>726</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref025"><label>25</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Langdon</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Atkinson</surname> <given-names>MJ</given-names></name> (<year>2005</year>) <article-title>Effect of elevated <italic>p</italic>CO<sub>2</sub> on photosynthesis and calcification on corals and interactions with seasonal change in temperature/irradiance and nutrient enrichment</article-title>. <source>Journal of Geophysical Research</source> <volume>110</volume>: <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1029/2004JC002576" xlink:type="simple">10.1029/2004JC002576</ext-link></comment></mixed-citation></ref>
<ref id="pone.0191156.ref026"><label>26</label><mixed-citation publication-type="book" xlink:type="simple"><collab>IPCC</collab> (<year>2013</year>) <source>Summary for Policymakers</source>. <publisher-loc>Cambridge, UK and New York, NY, USA</publisher-loc>: <publisher-name>Cambridge University Press</publisher-name>.</mixed-citation></ref>
<ref id="pone.0191156.ref027"><label>27</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Levas</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Grottoli</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Warner</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Cai</surname> <given-names>W</given-names></name>, <name name-style="western"><surname>Bauer</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Schoepf</surname> <given-names>V</given-names></name>, <etal>et al</etal>. (<year>2015</year>) <article-title>Organic carbon fluxes mediated by corals at elevated <italic>p</italic>CO<sub>2</sub> and temperature</article-title>. <source>Marine Ecology Progress Series</source> <volume>519</volume>: <fpage>153</fpage>–<lpage>164</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref028"><label>28</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Bourne</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Iida</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>Uthicke</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Smith-Keune</surname> <given-names>C</given-names></name> (<year>2008</year>) <article-title>Changes in coral-associated microbial communities during a bleaching event</article-title>. <source>Isme Journal</source> <volume>2</volume>: <fpage>350</fpage>–<lpage>363</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/ismej.2007.112" xlink:type="simple">10.1038/ismej.2007.112</ext-link></comment> <object-id pub-id-type="pmid">18059490</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref029"><label>29</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Littman</surname> <given-names>RA</given-names></name>, <name name-style="western"><surname>Bourne</surname> <given-names>DG</given-names></name>, <name name-style="western"><surname>Willis</surname> <given-names>BL</given-names></name> (<year>2010</year>) <article-title>Responses of coral-associated bacterial communities to heat stress differ with <italic>Symbiodinium</italic> type on the same coral host</article-title>. <source>Molecular Ecology</source> <volume>19</volume>: <fpage>1978</fpage>–<lpage>1990</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1365-294X.2010.04620.x" xlink:type="simple">10.1111/j.1365-294X.2010.04620.x</ext-link></comment> <object-id pub-id-type="pmid">20529072</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref030"><label>30</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Webster</surname> <given-names>NS</given-names></name>, <name name-style="western"><surname>Negri</surname> <given-names>AP</given-names></name>, <name name-style="western"><surname>Botte</surname> <given-names>ES</given-names></name>, <name name-style="western"><surname>Laffy</surname> <given-names>PW</given-names></name>, <name name-style="western"><surname>Flores</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Noonan</surname> <given-names>S</given-names></name>, <etal>et al</etal>. (<year>2016</year>) <article-title>Host-associated coral reef microbes respond to the cumulative pressures of ocean warming and ocean acidification</article-title>. <source>Scientific Reports</source> <volume>6</volume>: <fpage>19324</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/srep19324" xlink:type="simple">10.1038/srep19324</ext-link></comment> <object-id pub-id-type="pmid">26758800</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref031"><label>31</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Ziegler</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Seneca</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Yum</surname> <given-names>L</given-names></name>, <name name-style="western"><surname>Palumbi</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Voolstra</surname> <given-names>C</given-names></name> (<year>2017</year>) <article-title>Bacterial community dynamics are linked to patterns of coral heat tolerance</article-title> <source>Nature Communications</source> <volume>8</volume>: <fpage>14213</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/ncomms14213" xlink:type="simple">10.1038/ncomms14213</ext-link></comment> <object-id pub-id-type="pmid">28186132</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref032"><label>32</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Hadaidi</surname> <given-names>G</given-names></name>, <name name-style="western"><surname>Rothig</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Yum</surname> <given-names>L</given-names></name>, <name name-style="western"><surname>Ziegler</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Arif</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Roder</surname> <given-names>C</given-names></name>, <etal>et al</etal>. (<year>2017</year>) <article-title>Stable mucus-associated bacterial communities in bleached and healthy corals of <italic>Porites lobata</italic> from the Arabian Seas</article-title>. <source>Scientific Reports</source> <volume>7</volume>: <fpage>45362</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/srep45362" xlink:type="simple">10.1038/srep45362</ext-link></comment> <object-id pub-id-type="pmid">28361923</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref033"><label>33</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Banin</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Ben-Haim</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>Israely</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Loya</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>Rosenberg</surname> <given-names>E</given-names></name> (<year>2000</year>) <article-title>Effect of the environment on the bacterial bleaching of corals</article-title>. <source>Water Air and Soil Pollution</source> <volume>123</volume>: <fpage>337</fpage>–<lpage>352</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref034"><label>34</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Chen</surname> <given-names>CP</given-names></name>, <name name-style="western"><surname>Tseng</surname> <given-names>CH</given-names></name>, <name name-style="western"><surname>Chen</surname> <given-names>CA</given-names></name>, <name name-style="western"><surname>Tang</surname> <given-names>SL</given-names></name> (<year>2011</year>) <article-title>The dynamics of microbial partnerships in the coral <italic>Isopora palifera</italic></article-title>. <source>Isme Journal</source> <volume>5</volume>: <fpage>728</fpage>–<lpage>740</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/ismej.2010.151" xlink:type="simple">10.1038/ismej.2010.151</ext-link></comment> <object-id pub-id-type="pmid">20962876</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref035"><label>35</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Koren</surname> <given-names>O</given-names></name>, <name name-style="western"><surname>Rosenberg</surname> <given-names>E</given-names></name> (<year>2006</year>) <article-title>Bacteria associated with mucus and tissues of the coral <italic>Oculina patagonica</italic> in summer and winter</article-title>. <source>Applied and Environmental Microbiology</source> <volume>72</volume>: <fpage>5254</fpage>–<lpage>5259</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1128/AEM.00554-06" xlink:type="simple">10.1128/AEM.00554-06</ext-link></comment> <object-id pub-id-type="pmid">16885273</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref036"><label>36</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Rohwer</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Breitbart</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Jara</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Azam</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Knowlton</surname> <given-names>N</given-names></name> (<year>2001</year>) <article-title>Diversity of bacteria associated with the Caribbean coral <italic>Montastraea franksi</italic></article-title>. <source>Coral Reefs</source> <volume>20</volume>: <fpage>85</fpage>–<lpage>91</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref037"><label>37</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Rohwer</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Seguritan</surname> <given-names>V</given-names></name>, <name name-style="western"><surname>Azam</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Knowlton</surname> <given-names>N</given-names></name> (<year>2002</year>) <article-title>Diversity and distribution of coral-associated bacteria</article-title>. <source>Marine Ecology Progress Series</source> <volume>243</volume>: <fpage>1</fpage>–<lpage>10</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref038"><label>38</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Sunagawa</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Woodley</surname> <given-names>CM</given-names></name>, <name name-style="western"><surname>Medina</surname> <given-names>M</given-names></name> (<year>2010</year>) <article-title>Threatened Corals Provide Underexplored Microbial Habitats</article-title>. <source>Plos One</source> <volume>5</volume>.</mixed-citation></ref>
<ref id="pone.0191156.ref039"><label>39</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Ben-Haim</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>Thompson</surname> <given-names>FL</given-names></name>, <name name-style="western"><surname>Thompson</surname> <given-names>CC</given-names></name>, <name name-style="western"><surname>Cnockaert</surname> <given-names>MC</given-names></name>, <name name-style="western"><surname>HOste</surname> <given-names>B</given-names></name>, <name name-style="western"><surname>Swings</surname> <given-names>J</given-names></name>, <etal>et al</etal>. (<year>2003</year>) <article-title><italic>Vibrio coralliilyticus</italic> sp. nov., a temperature-dependent pathogen of the coral <italic>Pocillopora damicornis</italic></article-title>. <source>International Journal of Systematic and Evolutionary Microbiology</source> <fpage>309</fpage>–<lpage>315</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1099/ijs.0.02402-0" xlink:type="simple">10.1099/ijs.0.02402-0</ext-link></comment> <object-id pub-id-type="pmid">12656189</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref040"><label>40</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Mouchka</surname> <given-names>ME</given-names></name>, <name name-style="western"><surname>Hewson</surname> <given-names>I</given-names></name>, <name name-style="western"><surname>Harvell</surname> <given-names>CD</given-names></name> (<year>2010</year>) <article-title>Coral-associated bacterial assemblages: current knowledge and the potential for climate-driven impacts</article-title>. <source>Integrative and Comparative Biology</source> <volume>50</volume>: <fpage>662</fpage>–<lpage>674</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/icb/icq061" xlink:type="simple">10.1093/icb/icq061</ext-link></comment> <object-id pub-id-type="pmid">21558231</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref041"><label>41</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Ritchie</surname> <given-names>KB</given-names></name> (<year>2006</year>) <article-title>Regulation of microbial populations by coral surface mucus and mucus-associated bacteria</article-title>. <source>Marine Ecology Progress Series</source> <volume>322</volume>: <fpage>1</fpage>–<lpage>14</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref042"><label>42</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Ritchie</surname> <given-names>KB</given-names></name>, <name name-style="western"><surname>Smith</surname> <given-names>GW</given-names></name> (<year>1995</year>) <article-title>Preferential carbon utilization by surface bacterial communities from water mass, normal, and white-band diseased <italic>Acropora cervicornis</italic></article-title>. <source>Molecular Marine Biology and Biotechnology</source> <volume>4</volume>: <fpage>345</fpage>–<lpage>352</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref043"><label>43</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Santos</surname> <given-names>HF</given-names></name>, <name name-style="western"><surname>Carmo</surname> <given-names>FL</given-names></name>, <name name-style="western"><surname>Duarte</surname> <given-names>G</given-names></name>, <name name-style="western"><surname>Dini-Andreote</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Castro</surname> <given-names>CB</given-names></name>, <name name-style="western"><surname>Rosado</surname> <given-names>AS</given-names></name>, <etal>et al</etal>. (<year>2014</year>) <article-title>Climate change affects key nitrogen-fixing bacterial populations on coral reefs</article-title>. <source>Isme Journal</source> <volume>8</volume>: <fpage>2272</fpage>–<lpage>2279</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/ismej.2014.70" xlink:type="simple">10.1038/ismej.2014.70</ext-link></comment> <object-id pub-id-type="pmid">24830827</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref044"><label>44</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Thurber</surname> <given-names>RV</given-names></name>, <name name-style="western"><surname>Willner-Hall</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Rodrigues-Mueller</surname> <given-names>B</given-names></name>, <name name-style="western"><surname>Desnues</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Edwards</surname> <given-names>RA</given-names></name>, <name name-style="western"><surname>Angly</surname> <given-names>FE</given-names></name>, <etal>et al</etal>. (<year>2009</year>) <article-title>Metagenomic analysis of stressed coral holobionts</article-title>. <source>Environmental Microbiology</source> <volume>11</volume>: <fpage>2148</fpage>–<lpage>2163</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1462-2920.2009.01935.x" xlink:type="simple">10.1111/j.1462-2920.2009.01935.x</ext-link></comment> <object-id pub-id-type="pmid">19397678</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref045"><label>45</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Reshef</surname> <given-names>L</given-names></name>, <name name-style="western"><surname>Koren</surname> <given-names>O</given-names></name>, <name name-style="western"><surname>Loya</surname> <given-names>Y</given-names></name>, <name name-style="western"><surname>Zilber-Rosenberg</surname> <given-names>I</given-names></name>, <name name-style="western"><surname>Rosenberg</surname> <given-names>E</given-names></name> (<year>2006</year>) <article-title>The coral probiotic hypothesis</article-title>. <source>Environmental Microbiology</source> <volume>8</volume>: <fpage>2068</fpage>–<lpage>2073</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1462-2920.2006.01148.x" xlink:type="simple">10.1111/j.1462-2920.2006.01148.x</ext-link></comment> <object-id pub-id-type="pmid">17107548</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref046"><label>46</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Pogoreutz</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Radecker</surname> <given-names>N</given-names></name>, <name name-style="western"><surname>Cardenas</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Gardes</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Voolstra</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Wild</surname> <given-names>C</given-names></name> (<year>2017</year>) <article-title>Sugar enrichment provides evidence for a role of nitrogen fixation in coral bleaching</article-title>. <source>Global Change Biology</source> <volume>23</volume>: <fpage>3838</fpage>–<lpage>3848</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/gcb.13695" xlink:type="simple">10.1111/gcb.13695</ext-link></comment> <object-id pub-id-type="pmid">28429531</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref047"><label>47</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Meron</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Buia</surname> <given-names>MC</given-names></name>, <name name-style="western"><surname>Fine</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Banin</surname> <given-names>E</given-names></name> (<year>2013</year>) <article-title>Changes in Microbial Communities Associated with the Sea Anemone Anemonia viridis in a Natural pH Gradient</article-title>. <source>Microbial Ecology</source> <volume>65</volume>: <fpage>269</fpage>–<lpage>276</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s00248-012-0127-6" xlink:type="simple">10.1007/s00248-012-0127-6</ext-link></comment> <object-id pub-id-type="pmid">23011286</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref048"><label>48</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Morrow</surname> <given-names>KM</given-names></name>, <name name-style="western"><surname>Bourne</surname> <given-names>DG</given-names></name>, <name name-style="western"><surname>Humphrey</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Botte</surname> <given-names>ES</given-names></name>, <name name-style="western"><surname>Laffy</surname> <given-names>P</given-names></name>, <name name-style="western"><surname>Zaneveld</surname> <given-names>J</given-names></name>, <etal>et al</etal>. (<year>2015</year>) <article-title>Natural volcanic CO<sub>2</sub> seeps reveal future trajectories for host-microbial associations in corals and sponges</article-title>. <source>ISME Journal</source> <volume>9</volume>: <fpage>894</fpage>–<lpage>908</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/ismej.2014.188" xlink:type="simple">10.1038/ismej.2014.188</ext-link></comment> <object-id pub-id-type="pmid">25325380</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref049"><label>49</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Webster</surname> <given-names>NS</given-names></name>, <name name-style="western"><surname>Negri</surname> <given-names>AP</given-names></name>, <name name-style="western"><surname>Flores</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Humphrey</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Soo</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>Botte</surname> <given-names>ES</given-names></name>, <etal>et al</etal>. (<year>2013</year>) <article-title>Near-future ocean acidification causes differences in microbial associations within diverse coral reef taxa</article-title>. <source>Environmental Microbiology Reports</source> <volume>5</volume>: <fpage>243</fpage>–<lpage>251</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/1758-2229.12006" xlink:type="simple">10.1111/1758-2229.12006</ext-link></comment> <object-id pub-id-type="pmid">23584968</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref050"><label>50</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Zhou</surname> <given-names>G</given-names></name>, <name name-style="western"><surname>Yuan</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>CAi</surname> <given-names>L</given-names></name>, <name name-style="western"><surname>Zhang</surname> <given-names>W</given-names></name>, <name name-style="western"><surname>Tian</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>Tong</surname> <given-names>H</given-names></name>, <etal>et al</etal>. (<year>2016</year>) <article-title>Changes in microbial communities, photosynthesis and calcification of the coral <italic>Acropora gemmifera</italic> in response to ocean acidification</article-title>. <source>Scientific Reports</source> <volume>6</volume>: <fpage>35971</fpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/srep35971" xlink:type="simple">10.1038/srep35971</ext-link></comment> <object-id pub-id-type="pmid">27786309</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref051"><label>51</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Radecker</surname> <given-names>N</given-names></name>, <name name-style="western"><surname>Meyer</surname> <given-names>F</given-names></name>, <name name-style="western"><surname>Bednarz</surname> <given-names>V</given-names></name>, <name name-style="western"><surname>Cardini</surname> <given-names>U</given-names></name>, <name name-style="western"><surname>Wild</surname> <given-names>C</given-names></name> (<year>2014</year>) <article-title>Ocean acidification rapidly reduces dinitrogen fixation associated with the hermatypic coral <italic>Seriatopora hystrix</italic></article-title>. <source>Marine Ecology Progress Series</source> <volume>511</volume>: <fpage>297</fpage>–<lpage>302</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref052"><label>52</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Ainsworth</surname> <given-names>TD</given-names></name>, <name name-style="western"><surname>Thurber</surname> <given-names>RV</given-names></name>, <name name-style="western"><surname>Gates</surname> <given-names>RD</given-names></name> (<year>2010</year>) <article-title>The future of coral reefs: a microbial perspective</article-title>. <source>Trends in Ecology &amp; Evolution</source> <volume>25</volume>: <fpage>233</fpage>–<lpage>240</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref053"><label>53</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Hernandez-Agreda</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>GAtes</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>Ainsworth</surname> <given-names>T</given-names></name> (in press) <article-title>Defining theCoreMicrobiome in Corals’ Microbial Soup</article-title>. <source>Trends in Microbiology</source>: <fpage>16</fpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref054"><label>54</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Sharp</surname> <given-names>KH</given-names></name>, <name name-style="western"><surname>Ritchie</surname> <given-names>KB</given-names></name> (<year>2012</year>) <article-title>Multi-Partner Interactions in Corals in the Face of Climate Change</article-title>. <source>Biological Bulletin</source> <volume>223</volume>: <fpage>66</fpage>–<lpage>77</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1086/BBLv223n1p66" xlink:type="simple">10.1086/BBLv223n1p66</ext-link></comment> <object-id pub-id-type="pmid">22983033</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref055"><label>55</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Meron</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Atias</surname> <given-names>E</given-names></name>, <name name-style="western"><surname>Kruh</surname> <given-names>LI</given-names></name>, <name name-style="western"><surname>Elifantz</surname> <given-names>H</given-names></name>, <name name-style="western"><surname>Minz</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Fine</surname> <given-names>M</given-names></name>, <etal>et al</etal>. (<year>2011</year>) <article-title>The impact of reduced pH on the microbial community of the coral <italic>Acropora eurystoma</italic></article-title>. <source>ISME Journal</source> <volume>5</volume>: <fpage>51</fpage>–<lpage>60</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/ismej.2010.102" xlink:type="simple">10.1038/ismej.2010.102</ext-link></comment> <object-id pub-id-type="pmid">20668489</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref056"><label>56</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Ceh</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Raina</surname> <given-names>JB</given-names></name>, <name name-style="western"><surname>Soo</surname> <given-names>RM</given-names></name>, <name name-style="western"><surname>van Keulen</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Bourne</surname> <given-names>DG</given-names></name> (<year>2012</year>) <article-title>Coral-Bacterial Communities before and after a Coral Mass Spawning Event on Ningaloo Reef</article-title>. <source>Plos One</source> <volume>7</volume>.</mixed-citation></ref>
<ref id="pone.0191156.ref057"><label>57</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Littman</surname> <given-names>RA</given-names></name>, <name name-style="western"><surname>Willis</surname> <given-names>BL</given-names></name>, <name name-style="western"><surname>Pfeffer</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Bourne</surname> <given-names>DG</given-names></name> (<year>2009</year>) <article-title>Diversities of coral-associated bacteria differ with location, but not species, for three acroporid corals on the Great Barrier Reef</article-title>. <source>Fems Microbiology Ecology</source> <volume>68</volume>: <fpage>152</fpage>–<lpage>163</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1574-6941.2009.00666.x" xlink:type="simple">10.1111/j.1574-6941.2009.00666.x</ext-link></comment> <object-id pub-id-type="pmid">19302548</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref058"><label>58</label><mixed-citation publication-type="book" xlink:type="simple"><name name-style="western"><surname>Lane</surname> <given-names>DJ</given-names></name> (<year>1991</year>) <chapter-title>16S/23S rRNA sequencing</chapter-title>. In: <name name-style="western"><surname>Stackebrandt</surname> <given-names>E</given-names></name>, <name name-style="western"><surname>Goodfellow</surname> <given-names>M</given-names></name>, editors. <source>Nucleic Acid Techniques in Bacterial Systematics</source>. <publisher-loc>New York, USA</publisher-loc>: <publisher-name>Wiley</publisher-name>. pp. <fpage>115</fpage>–<lpage>148</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref059"><label>59</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Caporaso</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Lauber</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Walters</surname> <given-names>W</given-names></name>, <name name-style="western"><surname>Berg-Lyons</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Huntley</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Fierer</surname> <given-names>N</given-names></name>, <etal>et al</etal>. (<year>2012</year>) <article-title>Ultra-high-throughput microbial community analysis on the Illumina HiSeq and MiSeq platforms</article-title>. <source>The International Society for Microbial Ecology Journal</source> <volume>6</volume>: <fpage>1621</fpage>–<lpage>1624</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref060"><label>60</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Caporaso</surname> <given-names>JG</given-names></name>, <name name-style="western"><surname>Kuczynski</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Stombaugh</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Bittinger</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Bushman</surname> <given-names>FD</given-names></name>, <name name-style="western"><surname>Costello</surname> <given-names>EK</given-names></name>, <etal>et al</etal>. (<year>2010</year>) <article-title>QIIME allows analysis of high-throughput community sequencing data</article-title>. <source>Nature Methods</source> <volume>7</volume>: <fpage>335</fpage>–<lpage>336</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/nmeth.f.303" xlink:type="simple">10.1038/nmeth.f.303</ext-link></comment> <object-id pub-id-type="pmid">20383131</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref061"><label>61</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Quast</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Pruesse</surname> <given-names>E</given-names></name>, <name name-style="western"><surname>Yilmaz</surname> <given-names>P</given-names></name>, <name name-style="western"><surname>Gerken</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Schweer</surname> <given-names>T</given-names></name>, <name name-style="western"><surname>Yarza</surname> <given-names>P</given-names></name>, <etal>et al</etal>. (<year>2013</year>) <article-title>The SILVA ribosomal RNA gene database project: improved data processing and web-based tools</article-title>. <source>Nucleic Acids Research</source> <volume>41</volume>: <fpage>D590</fpage>–<lpage>D596</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/nar/gks1219" xlink:type="simple">10.1093/nar/gks1219</ext-link></comment> <object-id pub-id-type="pmid">23193283</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref062"><label>62</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Edgar</surname> <given-names>RC</given-names></name>, <name name-style="western"><surname>Haas</surname> <given-names>BJ</given-names></name>, <name name-style="western"><surname>Clemente</surname> <given-names>JC</given-names></name>, <name name-style="western"><surname>Quince</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Knight</surname> <given-names>R</given-names></name> (<year>2011</year>) <article-title>UCHIME improves sensitivity and speed of chimera detection</article-title>. <source>Bioinformatics</source> <volume>27</volume> <fpage>2194</fpage>–<lpage>2200</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/bioinformatics/btr381" xlink:type="simple">10.1093/bioinformatics/btr381</ext-link></comment> <object-id pub-id-type="pmid">21700674</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref063"><label>63</label><mixed-citation publication-type="book" xlink:type="simple"><name name-style="western"><surname>Jokiel</surname> <given-names>PL</given-names></name>, <name name-style="western"><surname>Maragos</surname> <given-names>JE</given-names></name>, <name name-style="western"><surname>Franzisket</surname> <given-names>L</given-names></name> (<year>1978</year>) <chapter-title>Coral growth: buoyant weight technique</chapter-title>. In: <name name-style="western"><surname>Stoddart</surname> <given-names>DR</given-names></name>, <name name-style="western"><surname>Johannes</surname> <given-names>RE</given-names></name>, editors. <source>Coral Reefs: Research Methods</source>. <publisher-loc>Paris, France</publisher-loc>: <publisher-name>UNESCO</publisher-name>. pp. <fpage>529</fpage>–<lpage>541</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref064"><label>64</label><mixed-citation publication-type="book" xlink:type="simple"><name name-style="western"><surname>Warner</surname> <given-names>ME</given-names></name>, <name name-style="western"><surname>Lesser</surname> <given-names>MP</given-names></name>, <name name-style="western"><surname>Ralph</surname> <given-names>PJ</given-names></name> (<year>2010</year>) <chapter-title>Chlorophyll fluorescence in reef building corals</chapter-title>. In: <name name-style="western"><surname>Suggett</surname> <given-names>DJ</given-names></name>, <name name-style="western"><surname>Prasil</surname> <given-names>O</given-names></name>., and <name name-style="western"><surname>Borowitzka</surname> <given-names>M.</given-names></name>, editor. <source>Chlorophyll Fluorescence in Aquatic Sciences: Methods and Applications</source>: <collab>Springer</collab>, <publisher-loc>Berlin</publisher-loc>.</mixed-citation></ref>
<ref id="pone.0191156.ref065"><label>65</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Smith</surname> <given-names>PK</given-names></name>, <name name-style="western"><surname>Krohn</surname> <given-names>RI</given-names></name>, <name name-style="western"><surname>Hermanson</surname> <given-names>GT</given-names></name>, <name name-style="western"><surname>Mallia</surname> <given-names>AK</given-names></name>, <name name-style="western"><surname>Gartner</surname> <given-names>FH</given-names></name>, <name name-style="western"><surname>Provenzano</surname> <given-names>MD</given-names></name>, <etal>et al</etal>. (<year>1985</year>) <article-title>Measurement of Protein using Bicinchonic Acid</article-title>. <source>Analytical Biochemistry</source> <volume>150</volume>: <fpage>76</fpage>–<lpage>85</lpage>. <object-id pub-id-type="pmid">3843705</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref066"><label>66</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Dubois</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Giles</surname> <given-names>KA</given-names></name>, <name name-style="western"><surname>Hamilton</surname> <given-names>JK</given-names></name>, <name name-style="western"><surname>Rebers</surname> <given-names>PA</given-names></name>, <name name-style="western"><surname>Smith</surname> <given-names>F</given-names></name> (<year>1956</year>) <article-title>Colorimetric method for determination of sugars and related substances</article-title>. <source>Analytical Chemistry</source> <volume>28</volume>: <fpage>350</fpage>–<lpage>356</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref067"><label>67</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Stimson</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Kinzie</surname> <given-names>RA</given-names> <suffix>III</suffix></name> (<year>1991</year>) <article-title>The temporal pattern and rate of release of zooxanthellae from the reef coral <italic>Pocillopora damicornis</italic> (Linnaeus) under nitrogen-enrichment and control conditions</article-title>. <source>Journal of Experimental Marine Biology and Ecology</source> <volume>153</volume>: <fpage>63</fpage>–<lpage>74</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref068"><label>68</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Veal</surname> <given-names>CJ</given-names></name>, <name name-style="western"><surname>Carmi</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Fine</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Hoegh-Guldberg</surname> <given-names>O</given-names></name> (<year>2010</year>) <article-title>Increasing the accuracy of surface area estimation using single wax dipping of coral fragments</article-title>. <source>Coral Reefs</source> <volume>29</volume>: <fpage>893</fpage>–<lpage>897</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref069"><label>69</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Marsh</surname> <given-names>JA</given-names></name> (<year>1970</year>) <article-title>Primary productivity of reef-building calcareous red algae</article-title>. <source>Ecology</source> <volume>51</volume>: <fpage>255</fpage>–<lpage>263</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref070"><label>70</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Porra</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>Tompson</surname> <given-names>W</given-names></name>, <name name-style="western"><surname>Kreidemann</surname> <given-names>P</given-names></name> (<year>1989</year>) <article-title>Determination of accurate extinction coefficients and simultaneous equations for assaying chlorophylls a and b extracted with four different solvents: verification of the concentration of chlorophyll standards by atomic absorption spectroscopy</article-title>. <source>Biochimica et Biophysica Acta</source> <volume>975</volume>: <fpage>384</fpage>–<lpage>394</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref071"><label>71</label><mixed-citation publication-type="book" xlink:type="simple"><name name-style="western"><surname>Winer</surname> <given-names>B</given-names></name> (<year>1971</year>) <source>Statistical principles in experimental design</source>. <publisher-loc>New York</publisher-loc>: <publisher-name>McGraw-Hill</publisher-name>.</mixed-citation></ref>
<ref id="pone.0191156.ref072"><label>72</label><mixed-citation publication-type="other" xlink:type="simple">Primer6 (2013) PRIMER-E Ltd. 3 Meadow View, Lutton, Ivybridge, PL21 9RH, UK.</mixed-citation></ref>
<ref id="pone.0191156.ref073"><label>73</label><mixed-citation publication-type="book" xlink:type="simple"><name name-style="western"><surname>Clarke</surname> <given-names>KR</given-names></name>, <name name-style="western"><surname>Gorley</surname> <given-names>RN</given-names></name> (<year>2006</year>) <source>PRIMER v6: user manual/tutorial</source>. <publisher-loc>Plymouth</publisher-loc>: <publisher-name>PRIMER-E</publisher-name>.</mixed-citation></ref>
<ref id="pone.0191156.ref074"><label>74</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Littman</surname> <given-names>RA</given-names></name>, <name name-style="western"><surname>Willis</surname> <given-names>BL</given-names></name>, <name name-style="western"><surname>Bourne</surname> <given-names>DG</given-names></name> (<year>2011</year>) <article-title>Metagenomic analysis of the coral holobiont during a natural bleaching event on the Great Barrier Reef</article-title>. <source>Environmental Microbiology Reports</source> <volume>3</volume>: <fpage>651</fpage>–<lpage>660</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1758-2229.2010.00234.x" xlink:type="simple">10.1111/j.1758-2229.2010.00234.x</ext-link></comment> <object-id pub-id-type="pmid">23761353</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref075"><label>75</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Meron</surname> <given-names>D</given-names></name>, <name name-style="western"><surname>Rodolfo-Metalpa</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>Cunning</surname> <given-names>R</given-names></name>, <name name-style="western"><surname>Baker</surname> <given-names>AC</given-names></name>, <name name-style="western"><surname>Fine</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Banin</surname> <given-names>E</given-names></name> (<year>2012</year>) <article-title>Changes in coral microbial communities in response to a natural pH gradient</article-title>. <source>Isme Journal</source> <volume>6</volume>: <fpage>1775</fpage>–<lpage>1785</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1038/ismej.2012.19" xlink:type="simple">10.1038/ismej.2012.19</ext-link></comment> <object-id pub-id-type="pmid">22437157</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref076"><label>76</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Barott</surname> <given-names>KL</given-names></name>, <name name-style="western"><surname>Rodriguez-Brito</surname> <given-names>B</given-names></name>, <name name-style="western"><surname>Janouskovec</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Marhaver</surname> <given-names>KL</given-names></name>, <name name-style="western"><surname>Smith</surname> <given-names>JE</given-names></name>, <name name-style="western"><surname>Keeling</surname> <given-names>P</given-names></name>, <etal>et al</etal>. (<year>2011</year>) <article-title>Microbial diversity associated with four functional groups of benthic reef algae and the reef-building coral <italic>Montastraea annularis</italic></article-title>. <source>Environmental Microbiology</source> <volume>13</volume>: <fpage>1192</fpage>–<lpage>1204</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.1462-2920.2010.02419.x" xlink:type="simple">10.1111/j.1462-2920.2010.02419.x</ext-link></comment> <object-id pub-id-type="pmid">21272183</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref077"><label>77</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Yachi</surname> <given-names>S</given-names></name>, <name name-style="western"><surname>Loreau</surname> <given-names>M</given-names></name> (<year>1999</year>) <article-title>Biodiversity and ecosystem productivity in a fluctuating environment: The insurance hypothesis</article-title>. <source>Proceedings of the National Academy of Sciences of the United States of America</source> <volume>96</volume>: <fpage>1463</fpage>–<lpage>1468</lpage>. <object-id pub-id-type="pmid">9990046</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref078"><label>78</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Ziegler</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Roik</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Porter</surname> <given-names>A</given-names></name>, <name name-style="western"><surname>Zubier</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Mudarris</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Ormond</surname> <given-names>R</given-names></name>, <etal>et al</etal>. (<year>2016</year>) <article-title>Coral microbial community dynamics in response to anthropogenic impacts near a major city in the central Red Sea</article-title>. <source>Marine Pollution Bulletin</source> <volume>105</volume>: <fpage>629</fpage>–<lpage>640</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.marpolbul.2015.12.045" xlink:type="simple">10.1016/j.marpolbul.2015.12.045</ext-link></comment> <object-id pub-id-type="pmid">26763316</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref079"><label>79</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Miller</surname> <given-names>J</given-names></name>, <name name-style="western"><surname>Rogers</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Waara</surname> <given-names>R</given-names></name> (<year>2003</year>) <article-title>Monitoring the coral disease, plague type II, on coral reefs in St. John, U.S</article-title>. <source>Virgin Islands. Revista Biologica Tropical</source> <volume>51</volume> <issue>suppl 4</issue>: <fpage>47</fpage>–<lpage>55</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref080"><label>80</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Sasikala</surname> <given-names>K</given-names></name>, <name name-style="western"><surname>Ramana</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Raghuveer Rao</surname> <given-names>P</given-names></name>, <name name-style="western"><surname>Subrahmanyam</surname> <given-names>M</given-names></name> (<year>1990</year>) <article-title>Photoproduction of hydrogen, nitrogenase and hydrogenase activities of free and immobilized whole cells of Rhodobacter sphaeroides O.U. 001</article-title>. <source>FEMS Microbiology Letters</source> <volume>72</volume>: <fpage>23</fpage>–<lpage>28</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref081"><label>81</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Kvennefors</surname> <given-names>EC</given-names></name>, <name name-style="western"><surname>Sampayo</surname> <given-names>E</given-names></name>, <name name-style="western"><surname>Kerr</surname> <given-names>C</given-names></name>, <name name-style="western"><surname>Vieira</surname> <given-names>G</given-names></name>, <name name-style="western"><surname>Roff</surname> <given-names>G</given-names></name>, <name name-style="western"><surname>Barnes</surname> <given-names>AC</given-names></name> (<year>2012</year>) <article-title>Regulation of bacterial communities through antimicrobial activity by the coral holobiont</article-title>. <source>Microbial Ecology</source> <volume>63</volume>: <fpage>605</fpage>–<lpage>618</lpage>. <comment>doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s00248-011-9946-0" xlink:type="simple">10.1007/s00248-011-9946-0</ext-link></comment> <object-id pub-id-type="pmid">21984347</object-id></mixed-citation></ref>
<ref id="pone.0191156.ref082"><label>82</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Thompson</surname> <given-names>JR</given-names></name>, <name name-style="western"><surname>Rivera</surname> <given-names>HE</given-names></name>, <name name-style="western"><surname>Closek</surname> <given-names>CJ</given-names></name>, <name name-style="western"><surname>Medina</surname> <given-names>M</given-names></name> (<year>2015</year>) <article-title>Microbes in the coral holobiont: partners through evolution, development, and ecological interactions</article-title>. <source>Frontiers in Cellular and Infection Microbiology</source> <volume>4</volume>.</mixed-citation></ref>
<ref id="pone.0191156.ref083"><label>83</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Kline</surname> <given-names>DI</given-names></name>, <name name-style="western"><surname>Kuntz</surname> <given-names>NM</given-names></name>, <name name-style="western"><surname>Breitbart</surname> <given-names>M</given-names></name>, <name name-style="western"><surname>Knowlton</surname> <given-names>N</given-names></name>, <name name-style="western"><surname>Rohwer</surname> <given-names>F</given-names></name> (<year>2006</year>) <article-title>Role of elevated organic carbon levels and microbial activity in coral mortality</article-title>. <source>Marine Ecology Progress Series</source> <volume>314</volume>: <fpage>119</fpage>–<lpage>125</lpage>.</mixed-citation></ref>
<ref id="pone.0191156.ref084"><label>84</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Rosenberg</surname> <given-names>E</given-names></name> (<year>2004</year>) <article-title>The bacterial disease hypothesis of coral bleaching</article-title>; <name name-style="western"><surname>Rosenberg</surname> <given-names>E</given-names></name>, <name name-style="western"><surname>Loya</surname> <given-names>Y</given-names></name>, editors. <fpage>445</fpage>–<lpage>461</lpage> p.</mixed-citation></ref>
</ref-list>
</back>
</article>