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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2026.1735848</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Substrate identity structures reef microbiomes: crustose coralline algae harbor distinctive assemblages in Palk Bay reef, India</article-title>
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<name><surname>Riana</surname><given-names>Peter</given-names></name>
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<name><surname>Meenatchi</surname><given-names>Ramu</given-names></name>
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<name><surname>Sowndarya</surname><given-names>Sivaprakasam</given-names></name>
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<name><surname>Uma</surname><given-names>Chinnaiyan</given-names></name>
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<name><surname>Sivagurunathan</surname><given-names>Paramasivam</given-names></name>
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<name><surname>Joseph</surname><given-names>Selvin</given-names></name>
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<name><surname>Thinesh</surname><given-names>Thangadurai</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<aff id="aff1"><label>1</label><institution>Department of Microbiology, Annamalai University</institution>, <city>Chidambaram</city>, <state>Tamil Nadu</state>,&#xa0;<country country="in">India</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Biotechnology, SRM Institute of Science and Technology</institution>, <city>Chengalpattu</city>, <state>Tamil Nadu</state>,&#xa0;<country country="in">India</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Microbiology, Pondicherry University</institution>, <city>Puducherry</city>,&#xa0;<country country="in">India</country></aff>
<aff id="aff4"><label>4</label><institution>Department of Marine Science and Fisheries, College of Agricultural and Marine Sciences, Sultan Qaboos University</institution>, <city>Muscat</city>,&#xa0;<country country="om">Oman</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Thangadurai Thinesh, <email xlink:href="mailto:t.thangadurai@squ.edu.om">t.thangadurai@squ.edu.om</email>; <email xlink:href="mailto:thina.sathesh@gmail.com">thina.sathesh@gmail.com</email></corresp>
<fn fn-type="equal" id="fn003">
<label>&#x2020;</label>
<p>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-24">
<day>24</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>13</volume>
<elocation-id>1735848</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>10</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>14</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Riana, Meenatchi, Sowndarya, Uma, Sivagurunathan, Joseph and Thinesh.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Riana, Meenatchi, Sowndarya, Uma, Sivagurunathan, Joseph and Thinesh</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-24">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Coral reef resilience is strongly influenced by microbial communities associated with diverse benthic substrates. However, microbiomes beyond corals remain poorly characterized in the Indian Ocean. This study provides the first cross-substrate microbial baseline from Palk Bay, southeast India.</p>
</sec>
<sec>
<title>Methods</title>
<p>We used 16S rRNA gene amplicon sequencing to characterize bacterial communities associated with corals, crustose coralline algae (CCA), rubble, sediments, and seawater. Alpha and beta diversity metrics, taxonomic composition, and genus-level co-occurrence network analyses were performed to compare microbial assemblages across substrates.</p>
</sec>
<sec>
<title>Results</title>
<p>Bacterial alpha diversity was broadly similar among substrates, whereas beta diversity showed strong compositional segregation (PERMANOVA, Bray&#x2013;Curtis: <italic>F</italic> = 5.35, <italic>R&#xb2;</italic> = 0.742, <italic>p</italic> = 0.001). Each substrate harbored distinct microbial assemblages. Corals displayed host-linked signatures (e.g., <italic>Favia</italic> enriched in <italic>Ruegeria</italic>), sediments were dominated by <italic>Woeseia</italic> and <italic>Desulfovibrio</italic>, seawater by pelagic taxa (<italic>Pelagibacterales</italic>, <italic>Synechococcus</italic>), and CCA by <italic>Rhodobacteraceae</italic> members (<italic>Roseospira</italic>, <italic>Labrenzia</italic>, <italic>Ruegeria</italic>). CCA-associated <italic>Rhodobacteraceae</italic>, known to produce larval settlement inducers, suggest a potential role in coral recruitment. Environmental substrates, particularly sediment and rubble, contained the highest number of unique genera, indicating their function as microbial reservoirs. Only a few generalist taxa, notably <italic>Pelagibius</italic>, were shared across all substrates. Network analysis identified CCA as a highly connected node within the benthic microbial community.</p>
</sec>
<sec>
<title>Discussion</title>
<p>These findings demonstrate that reef microbial communities are strongly substrate-specific rather than defined by a conserved core microbiome. The results establish a regional microbial baseline for Indian reefs and highlight the ecological significance of CCA-associated microbial assemblages in supporting reef resilience and potential coral recruitment processes.</p>
</sec>
</abstract>
<kwd-group>
<kwd>coral microbiome</kwd>
<kwd>coral recruitment</kwd>
<kwd>coralline algae</kwd>
<kwd>Indian reefs</kwd>
<kwd>Southeastern India</kwd>
</kwd-group>
<funding-group>
<award-group id="gs1">
<funding-source id="sp1">
<institution-wrap>
<institution>Department of Biotechnology, Ministry of Science and Technology, India</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100001407</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<award-group id="gs2">
<funding-source id="sp2">
<institution-wrap>
<institution>Rufford Foundation</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/100007463</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<award-group id="gs3">
<funding-source id="sp3">
<institution-wrap>
<institution>PADI Foundation</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/100003231</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<award-group id="gs4">
<funding-source id="sp4">
<institution-wrap>
<institution>Idea Wild</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/100007142</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. TT thanks funding support from the Rufford Small Grant, Idea Wild, and PADI foundation Small Grant. The authors gratefully acknowledge the Department of Biotechnology, Government of India (GOI), for supporting this work through the research grant BT/PR40420/NDB/39/741/2020 under the Marine Bioresource and Biotechnology Programme.</funding-statement>
</funding-group>
<counts>
<fig-count count="7"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="66"/>
<page-count count="13"/>
<word-count count="6211"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Aquatic Microbiology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Coral reefs depend on diverse microbial partnerships that regulate nutrient cycling, disease resistance, and energy flow, thereby maintaining reef productivity and stability (<xref ref-type="bibr" rid="B29">Krediet et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B6">Bourne et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B59">Webster and Reusch, 2017</xref>). These microbially mediated processes underpin fisheries, coastal protection, and tourism, sustaining millions of people and forming a foundation of tropical economies (<xref ref-type="bibr" rid="B13">Doropoulos et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B7">Bridge et&#xa0;al., 2012</xref>). While coral-associated microbiomes have been intensively studied, most work has focused on coral tissues or mucus, overlooking the microbial communities inhabiting surrounding reef substrates viz., crustose coralline algae (CCA), sediments, rubble, and seawater, which collectively contribute to reef ecosystem structure and function (<xref ref-type="bibr" rid="B24">Hernandez-Agreda et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B21">Glasl et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B50">Sweet et&#xa0;al., 2011</xref>).</p>
<p>At the reef scale, these substrates form an interconnected microbial network. Microbes move among substrates, seeding new hosts and maintaining compositional and potential metabolic redundancy that can buffer the ecosystem against disturbance (<xref ref-type="bibr" rid="B1">Allison and Martiny, 2008</xref>; <xref ref-type="bibr" rid="B45">Shade et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B30">Louca et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B59">Webster and Reusch, 2017</xref>). This microbial connectivity supports key ecosystem processes: when corals bleach or die, sediments and rubble may harbor microbial taxa that sustain nutrient cycling and energy flow, indirectly maintaining reef function (<xref ref-type="bibr" rid="B24">Hernandez-Agreda et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B63">Ziegler et&#xa0;al., 2019</xref>). Conversely, environmental stressors such as warming, eutrophication, or overfishing can disrupt these microbial linkages, reducing redundancy and slowing recovery (<xref ref-type="bibr" rid="B65">Ziegler et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">Rosado et&#xa0;al., 2019</xref>). Understanding how microbial communities are structured across substrates is therefore critical for predicting reef resilience and ecosystem stability.</p>
<p>Among non-coral substrates, CCAs play a particularly influential ecological role. CCAs stabilize reef frameworks and produce surface biofilms that induce coral larval settlement (<xref ref-type="bibr" rid="B4">Bjork et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B10">Cornwall et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B58">Webster and Blackall, 2009</xref>). Their bacterial associates&#x2014;particularly members of the Rhodobacteraceae&#x2014;can synthesize chemical cues such as tetrabromopyrrole that trigger larval metamorphosis (<xref ref-type="bibr" rid="B60">Webster et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B51">Tebben et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B38">Quinlan et&#xa0;al., 2023</xref>). Coral larvae discriminate among CCA species based on microbial composition and metabolomic output (<xref ref-type="bibr" rid="B56">Tran and Hadfield, 2011</xref>; <xref ref-type="bibr" rid="B26">Jorissen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B25">Hochart et&#xa0;al., 2024</xref>), directly linking microbial structure to an essential reef function: recruitment. Yet, despite their ecological importance, CCA-associated bacterial communities remain poorly characterized across much of the Indo-Pacific and are almost entirely unknown from Indian reefs.</p>
<p>Palk Bay, on India&#x2019;s southeast coast, offers a natural laboratory for investigating microbial assembly across reef substrates. Reefs in this region have experienced decades of decline from fishing pressure, eutrophication, and coastal pollution (<xref ref-type="bibr" rid="B2">Asir Ramesh et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B27">Karuppanapandian et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B15">Edward et al., 2015</xref>; <xref ref-type="bibr" rid="B52">Thinesh et&#xa0;al., 2017a</xref>), yet they still support active coral recruitment on coralline surfaces. Characterizing microbial communities across substrates in this system is therefore essential for understanding potential microbial reservoirs of resilience and for providing site-specific insights that can inform broader reef conservation strategies (<xref ref-type="bibr" rid="B48">Sukumaran et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B63">Ziegler et&#xa0;al., 2019</xref>).</p>
<p>In this study, we used 16S rRNA gene sequencing to profile bacterial communities across multiple reef substrates in Palk Bay, including four coral genera (<italic>Acropora, Favia, Favites</italic>, and <italic>Symphyllia</italic>), CCA, rubble, sediments, and seawater. We hypothesize that (i) bacterial communities are primarily structured by substrate identity, with each reef habitat viz., corals, CCA, and the pooled environmental group (rubble, sediments, and seawater), supporting distinct microbial assemblages, (ii) CCA host compositionally distinct microbiomes enriched in taxa previously reported from settlement-associated surfaces, and (iii) the environmental group harbors a diversity of unique and generalist taxa that, despite minimal overlap with coral and CCA microbiomes, may serve as reservoirs maintaining microbial diversity and compositional connectivity across the reef system. By mapping microbial diversity, composition, and co-occurrence across substrates in Palk Bay, we aim to characterize habitat-specific microbiomes and establish a baseline for understanding their potential ecological roles in reef resilience and recovery.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study site and ecological context</title>
<p>The Palk Bay reef extends approximately 200&#x2013;600 m in width and occurs at shallow depths of 1&#x2013;5 m, located 1&#x2013;4 km offshore (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). The reef system is not designated as a marine protected area and is subject to multiple anthropogenic stressors, including effluent discharge from coastal industries (e.g., fish processing units and ice factories) and intensive fishing activities such as trap fishing (<xref ref-type="bibr" rid="B2">Asir Ramesh et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B27">Karuppanapandian et&#xa0;al., 2007</xref>). Live coral cover in Palk Bay was estimated at 37.8% in 2008, with the remaining benthos largely comprising seagrass meadows and sandy substrates (<xref ref-type="bibr" rid="B48">Sukumaran et&#xa0;al., 2008</xref>). Major species found in this region were <italic>Favites, Favia, Platygyra, Astreopora, Turbinaria, Siderastrea, Hydnophora, Symphyllia, Montastrea</italic> and <italic>Syphastrea</italic> sp (<xref ref-type="bibr" rid="B34">Marimuthu et&#xa0;al., 2016</xref>). Subsequent surveys documented a pronounced decline in coral cover in the Mandapam North region, decreasing to 22.62% in 2013 and further to 3.41% by 2015 (<xref ref-type="bibr" rid="B15">Edward et al., 2015</xref>; <xref ref-type="bibr" rid="B52">Thinesh et&#xa0;al., 2017a</xref>, <xref ref-type="bibr" rid="B53">b</xref>), within longitudes 79&#xb0;17&#x2032;40&#x2033;&#x2013;79&#xb0;08&#x2032; E and latitude ~9&#xb0;17&#x2032; N. All biological samples were collected from the same shallow reef zone (reef flat to upper reef slope, 1&#x2013;5 m depth) to minimize potential effects of depth-related zonation on microbial community composition.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p><bold>(A, B)</bold> Healthy <italic>Acropora</italic> branching coral colonies growing over coralline algae. <bold>(C)</bold> Map showing the study location, Palk Bay in India. <bold>(D)</bold> Exact location of the study site in Palk Bay.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1735848-g001.tif">
<alt-text content-type="machine-generated">(A) and (B) show underwater coral formations with various textures, including branching and rounded shapes. (C) is a map highlighting Tamil Nadu on India&#x2019;s southeastern coast, near the Gulf of Mannar and Palk Bay. (D) is a detailed map showing the study site in Palk Bay, near Rameswaram Island, with surrounding islands labeled and a scale indicating distances.</alt-text>
</graphic></fig>
<p>Despite the decline in adult coral cover, recent field surveys at the study site recorded high densities of coral recruits on CCA, indicating ongoing recruitment activity (unpublished observations; <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). CCA in the vicinity of the sampling locations predominantly exhibited a fruticose growth form and were identified as <italic>Lithophyllum kotschyanum</italic> following the identification guide of <xref ref-type="bibr" rid="B36">Perry (2005)</xref>, consistent with the first regional record by <xref ref-type="bibr" rid="B47">Sreeraj et&#xa0;al. (2018)</xref>. Published reports and field observations indicate that <italic>Lithophyllum</italic> spp. constitute the most abundant and spatially dominant CCA taxa in Palk Bay reefs, occurring at higher cover than other genera such as <italic>Porolithon</italic> spp. and <italic>Sporolithon</italic> spp.</p>
<p>Accordingly, <italic>L. kotschyanum</italic> was selected as the focal CCA species because it represents the dominant and ecologically representative CCA substrate in the region. Field observations suggest a frequent association between <italic>Lithophyllum</italic>-dominated CCA surfaces and coral juveniles, indicating a potential role in facilitating coral settlement and early recruitment. Restricting sampling to a single, dominant CCA species minimized taxonomic variability among CCA substrates and enabled clearer comparisons of microbiome structure across reef substrates, consistent with the aims of this study to assess substrate-driven patterns in reef-associated microbial communities.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sample collection</title>
<p>During a coral reef survey conducted in Palk Bay in 2022, we observed a high density of coral recruits in close association with CCA at a shallow fringing reef (2&#x2013;3 m depth). Based on this field observation, we speculated that CCA-associated microbial communities may differ from those inhabiting other reef substrates and could potentially influence early coral settlement processes. This observation formed the basis for the present study.</p>
<p>A representative reef-flat site (~200 m&#xb2;) was selected where live corals, CCA, coral rubble, sediment, and seawater co-occurred, enabling comparative assessment of substrate-associated microbial communities under similar environmental conditions. Sampling was conducted in June 2023 across these reef niches.</p>
<p>At the time of sampling, basic water-column parameters were recorded <italic>in situ</italic> to characterize the ambient reef environment. Seawater pH was ~8.1, salinity ranged between 35 and 37 ppt, and the average sea surface temperature was 29.8&#xb0;C. These measurements indicate typical warm, fully marine conditions for shallow fringing reefs in Palk Bay and provide environmental context for the microbial community analyses. No additional nutrient or dissolved oxygen measurements were undertaken as the study primarily focused on substrate-associated microbial assemblages rather than water-column biogeochemistry and also absolute microbial abundances (e.g., cell counts by microscopy) were not quantified. Hereafter, &#x2018;<italic>n&#x2019;</italic> refers exclusively to the number of individual fragments collected per colony for coral and CCA samples, whereas &#x2018;<italic>N</italic>&#x2019; denotes the number of independent biological replicates included in the sequencing-based microbial community analysis. For sediment, rubble, and seawater, samples were collected and processed directly at the replicate level and are therefore represented only by &#x2018;<italic>N&#x2019;.</italic></p>
<p>Coral samples were collected from four genera - <italic>Acropora, Favia, Favites</italic>, and <italic>Symphyllia</italic>, as these taxa represent the major growth forms and reef-building groups occurring across Palk Bay and frequently co-occur with CCA in reef-flat and shallow-slope habitats. Their broad spatial distribution and ecological connectivity with CCA made them appropriate model hosts for examining potential microbial community sharing between corals and coralline algae. For each genus, three independent colonies were sampled, and five small fragments (~200 mg each; n = 5) were collected per colony to minimize colony-level variability, yielding 15 samples per genus (total coral samples = 60). We selected the above-mentioned colonies as they are dominant coral genera CCA samples were collected following the same strategy, with three colonies sampled and five fragments (~200 mg each; n = 5) collected per colony (total CCA fragments = 15). Sediment samples (~1 g per replicate; N&#xa0;=&#xa0;2) and coral rubble samples (N&#xa0;=&#xa0;2) were collected directly as independent biological replicates. For seawater, approximately 1 L of surrounding reef water was collected per replicate and filtered through sterile 0.2 &#xb5;m membrane filters, with two independent replicates (N&#xa0;=&#xa0;2).</p>
<p>All coral and CCA fragments were gently rinsed onboard with 0.2 &#xb5;m filtered seawater to remove loosely associated microbes, photographed, and preserved in sterile DMSO-saturated salt (DESS) buffer for DNA preservation. Samples were transported to the laboratory at 4&#xb0;C. Upon arrival, samples were removed from DESS, rinsed with sterile seawater to remove excess salts, and stored at &#x2212;20&#xb0;C until further processing.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>DNA extraction, amplification, and sequencing</title>
<p>DNA was extracted from all samples using a uniform protocol using the DNeasy PowerSoil DNA Isolation Kit (Qiagen, Germany) following the manufacturer&#x2019;s instructions. Prior to extraction, solid samples were crushed in liquid nitrogen using a sterile mortar and pestle with 2 mL of sterile water. For seawater samples, the 0.2 &#xb5;m membrane filters (Millipore) were cut into small pieces prior to extraction. For coral and CCA samples, 100 &#xb5;L of the supernatant obtained after crushing was used for DNA extraction. As this study aimed to characterize overall, community-level microbial diversity and variability across reef substrates, a fragment pooling strategy was applied to coral and CCA samples following <xref ref-type="bibr" rid="B39">Ray et&#xa0;al. (2019)</xref>. DNA extracted from the five fragments collected per colony (n = 5) was pooled to generate a single composite sample per colony. This approach was implemented to capture representative colony-level microbial community structure, integrate within-colony heterogeneity, and reduce potential biases associated with fragment-level sample size. Whereas, sediment, rubble, and seawater samples were not pooled, and each replicate (N) was processed independently for DNA extraction and downstream analyses.</p>
<p>In total, 21 samples were processed for bacterial 16S rRNA gene amplicon sequencing: CCA (N&#xa0;=&#xa0;3; one pooled sample per colony), four coral genera (<italic>Acropora, Favia, Favites</italic>, and <italic>Symphyllia</italic>; N&#xa0;=&#xa0;3 per genus), coral rubble (N&#xa0;=&#xa0;2), seawater (N&#xa0;=&#xa0;2), and sediment (N&#xa0;=&#xa0;2). Bacterial community profiling followed the protocol of <xref ref-type="bibr" rid="B41">Rodriguez-Lanetty et&#xa0;al. (2013)</xref>. The V<sub>3</sub>-V<sub>4</sub> hypervariable regions of the bacterial 16S rRNA gene (~460 bp) were amplified using primers 341F (5&#x2032;-CCTACGGGNGGCWGCA-3&#x2032;) and 805R (5&#x2032;-GACTACHVGGGTATCTAATCC-3&#x2032;), each containing Illumina overhang adapters. PCR amplification consisted of an initial denaturation step at 95&#xb0;C for 3&#xa0;min, followed by 30 cycles of denaturation at 95&#xb0;C for 30 s, annealing at 55&#xb0;C for 30 s, and extension at 72&#xb0;C for 30 s, with a final extension at 72&#xb0;C for 5&#xa0;min. PCR products were purified using AMPure XP magnetic beads (Beckman Coulter, Brea, CA, USA). Five microliters of purified amplicons were used for index PCR with DIY Illumina indices according to the manufacturer&#x2019;s protocol. Indexed amplicons were again purified using AMPure XP beads and quantified using a FLUOstar Omega microplate reader (BMG Labtech, Germany) with the Quant-iT PicoGreen dsDNA assay kit (Invitrogen, USA). The quality and size distribution of the final pooled library were assessed using a 1% agarose gel and an Agilent 2100 Bioanalyzer (Agilent Technologies, Santa Clara, CA, USA).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Sequence processing and taxonomic assignment</title>
<p>Single-end reads were processed using the QIIME 2 pipeline (<xref ref-type="bibr" rid="B5">Bolyen et&#xa0;al., 2019</xref>) after the reverse reads were excluded due to poor quality. Quality filtering and primer trimming were performed, and overlapping reads were merged. DADA2 was used for denoising and ASV (Amplicon Sequence Variant) inference following the standard QIIME 2 workflow (<xref ref-type="bibr" rid="B8">Callahan et&#xa0;al., 2016</xref>). Taxonomic assignment of 16S rRNA ASVs was conducted using the SILVA database (release 138) in conjunction with the QIIME 2&#x2013;implemented RDP classifier (<xref ref-type="bibr" rid="B5">Bolyen et&#xa0;al., 2019</xref>). The initial ASV table was pre-processed prior to downstream analyses. Potential contaminant ASVs were identified based on their prevalence in negative controls and removed manually. Additionally, sequences unclassified at the kingdom level and non-bacterial reads (Mitochondria, Chloroplasts, Archaea, and Eukarya) were filtered out using QIIME 2&#x2019;s filtering tools. ASVs with fewer than 20 total reads were excluded to minimize potential sequencing artifacts (<xref ref-type="bibr" rid="B8">Callahan et&#xa0;al., 2016</xref>). The resulting curated dataset was used for all subsequent analyses unless otherwise specified. Alpha diversity indices, including Chao1 richness, Simpson&#x2019;s evenness, Shannon diversity, and phylogenetic diversity, were computed within QIIME 2.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Assessing microbial biodiversity and core microbiome</title>
<p>Although the median sequencing depth across samples was 64,770 reads, rarefaction to 3,000 reads per sample was applied only for alpha diversity (Faith&#x2019;s PD and Pielou&#x2019;s evenness) (<xref ref-type="bibr" rid="B17">Faith, 1992</xref>) and UniFrac-based beta diversity metrics to standardize sampling effort for phylogeny-based analyses in QIIME 2 (<xref ref-type="bibr" rid="B37">Pielou, 1969</xref>; <xref ref-type="bibr" rid="B5">Bolyen et al., 2019</xref>). This depth was selected as the minimum that retained the majority of samples and captured near-saturation in rarefaction curves (<xref ref-type="supplementary-material" rid="SF1"><bold>Supplementary Figure S1</bold></xref>). Rarefaction curves indicated that ASV richness approached saturation for most samples despite heterogeneous sequencing depths. All other analyses of community composition were performed on relative abundance data without rarefaction, preserving the full sequencing information. Seawater, sediment, and rubble samples (N&#xa0;=&#xa0;2 each) were combined as a single Environmental group, while corals and CCA were treated as independent host-associated groups. This grouping enabled meaningful statistical comparisons between host-associated and environmental microbiome.</p>
<p>For R-based analyses, raw counts were converted to per-sample relative abundances, and Bray&#x2013;Curtis dissimilarities were calculated for Principal Coordinates Analysis (PCoA) using <italic>phyloseq</italic> and <italic>ape</italic>. Differences among groups were tested with PERMANOVA (vegan::adonis2; 999 permutations; formula: Bray&#x2013;Curtis ~ group), and homogeneity of multivariate dispersion was assessed with betadisper followed by Tukey&#x2019;s HSD. Taxa contributing to between-group dissimilarity were identified using SIMPER at the genus level (999 permutations), retaining taxa explaining up to 70% of cumulative dissimilarity.</p>
<p>Shared and unique microbial assemblages were visualized with UpSet analysis, where a genus was considered present in a sample at &#x2265;0.05% relative abundance and in a group if detected in &#x2265;20% of its samples. Core microbial sets (e.g., all coral samples, all non-coral host-associated samples, or all samples combined) were defined using the same criteria. Unless otherwise stated, statistical tests were two-sided with &#x3b1; = 0.05 and Benjamini&#x2013;Hochberg FDR correction. Analyses were conducted in R v4.2.1 using <italic>phyloseq, vegan, UpSetR</italic>, and <italic>ggplot2</italic> (<xref ref-type="bibr" rid="B40">R Core Team, 2025</xref>).</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Genus-level co-occurrence network</title>
<p>Co-occurrence patterns were inferred using all 21 samples pooled across substrates. ASVs were agglomerated to the genus level (SILVA-138), converted to relative abundances, and only fully classified genera were retained after removing placeholder taxa (e.g., &#x201c;uncultured/unknown/norank&#x201d;, &#x201c;group/clade/bacterium&#x201d;, NB1-j/SAR324/PAUC34f, and non-Latin tokens). Genera present in at least 10% of samples and among the top 20 by total abundance were selected for network analysis.</p>
<p>As described above, seawater, sediment, and rubble samples (N&#xa0;=&#xa0;2 each) were grouped as the Environmental group, while corals and CCA were treated as independent host-associated groups. Pairwise Spearman correlations were calculated on a pseudocount-adjusted matrix, with significance corrected using the Benjamini&#x2013;Hochberg FDR. Network edges were drawn for |&#x3c1;| &#x2265; 0.5 and q &lt; 0.05 (undirected), with edge width proportional to correlation strength and sign indicating positive or negative associations. Node fill represents the substrate group in which a genus is most abundant (dominant group), node size scales with its mean abundance within that group, and labels are italicized. Co-occurrence reflects cross-sample co-variation rather than direct ecological interactions. Given the limited sample size of the study&#xa0;groups, these networks are treated as exploratory and interpreted cautiously.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Bacterial community structure across reef substrates</title>
<p>Bacterial 16S rRNA gene amplicon sequencing was performed on samples representing coral tissue (<italic>Acropora, Favia, Favites, Symphyllia</italic>), Coralline algae, Rubbles, Sediment and Water (N&#xa0;=&#xa0;21). This generated a total of 22,410 ASVs across all samples. Sequencing depth per sample ranged from 30,865 to 81,920 reads, with a median of 64,770 reads, ensuring adequate coverage of the microbial communities. Analyses used forward reads only. Sequence length ranged from 232 to 251 bp (median = 251 bp). After quality filtering, including the removal of unclassified taxa and low-abundance ASVs, a final dataset suitable for downstream ecological analysis was obtained. Taxonomic assignment successfully classified sequences across seven hierarchical levels (Kingdom to Species), providing robust resolution for community analysis. The bacterial community across all substrates was dominated by <italic>Proteobacteria</italic> (56.6%) and <italic>Bacteroidota</italic> (10.9%). Other phyla were present at moderate levels, including <italic>Chloroflexi</italic> (4.8%), <italic>Desulfobacterota</italic> (3.7%), <italic>Acidobacteriota</italic> (3.4%), <italic>Actinobacteriota</italic> (2.8%), <italic>Gemmatimonadota</italic> (2.4%), <italic>Firmicutes</italic> (2.4%), <italic>Cyanobacteria</italic> (1.9%), <italic>Myxococcota</italic> (1.5%), <italic>Planctomycetota</italic> (1.4%), and <italic>Nitrospirota</italic> (1.3%) (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref><bold>).</bold> Collectively, several rare phyla each contributed less than 1% to the overall community, together accounting for only a minor fraction of the total bacterial assemblage. Notably, minor phyla together accounted for less than 1% of the community, including <italic>Spirochaetota</italic>, <italic>Dadabacteria</italic>, <italic>NB1-j</italic>, <italic>Bdellovibrionota</italic>, <italic>Entotheonellaeota</italic>, <italic>Campilobacterota</italic> and <italic>Nitrospinota</italic>, each occurring in small proportions (0.2&#x2013;0.8%), thereby reflecting a broad spectrum of microbial diversity within the samples. After filtering unclassified taxa, a total of 562 distinct bacterial genera were identified. The most abundant genera were <italic>Roseospira</italic> (3.6%), <italic>Ralstonia</italic> (2.1%), and <italic>Pelagibius</italic> (1.5%), followed by <italic>Nitrospira</italic> (1.2%), <italic>Ruegeria</italic> (1.1%), <italic>Paenibacillus</italic> (0.9%), <italic>Woeseia</italic> (0.8%), and <italic>Pseudomonas</italic> (0.8%). Additional genera, such as <italic>Labrenzia</italic>, <italic>Chlorobium</italic>, <italic>Stenotrophomonas</italic>, and <italic>Constrictibacter</italic>, each contributed between 0.7% and 0.9% of the total community. Several other genera, including <italic>Albidovulum</italic>, <italic>Vibrio</italic>, <italic>Desulfovibrio</italic>, <italic>Desulfocella</italic>, <italic>Algisphaera</italic>, <italic>Marinifilum</italic>, and <italic>Bacteroides</italic>, were also represented at lower relative abundances (0.3&#x2013;0.4%), highlighting a broad spectrum of genus-level diversity across the samples (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref><bold>).</bold></p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Relative abundance of dominant bacterial phyla across coral tissues from four coral genera (<italic>Acropora, Favia, Favites</italic>, and <italic>Symphyllia</italic>), crustose coralline algae (C.Algae), and surrounding environmental samples. Environmental samples comprise rubble, sediment, and seawater and are shown together as (*).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1735848-g002.tif">
<alt-text content-type="machine-generated">Stacked bar chart showing relative abundance of bacterial phyla across coral types (Acropora, Favia, Favites, Symphyllia), C. Algae, and Environmental samples. Key phyla include Proteobacteria, Bacteroidota, and Cyanobacteria. Proteobacteria dominates at around 50% across all samples. Each phylum is color-coded.</alt-text>
</graphic></fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Distribution of dominant bacterial genera across various coral genera (<italic>Acropora, Favia, Favites</italic>, and <italic>Symphyllia</italic>), crustose coralline algae (C_Algae), and environmental samples (rubble, sediment, and seawater), highlighting genus-level differences in community composition among host-associated and environmental substrates.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1735848-g003.tif">
<alt-text content-type="machine-generated">Heatmap showing genus relative abundance across different groups: Acropora, C_Algae, Favia, Favites, Symphyllia, and Environmental. Color gradient from yellow to dark purple indicates high to low abundance, respectively, with notable concentration in Roseospira and Ralstonia for select groups.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Bacterial diversity analysis</title>
<p>Alpha diversity, measured using the Shannon index, was broadly comparable across the six substrate groups comprising four coral genera (<italic>Acropora, Favia, Favites</italic>, and <italic>Symphyllia</italic>), crustose coralline algae (CCA), and pooled Environmental samples (sediment, rubble, and seawater) (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4A</bold></xref>). A Kruskal&#x2013;Wallis test did not detect strong overall differences in Shannon diversity among substrates, and pairwise Wilcoxon rank-sum tests with Benjamini&#x2013;Hochberg correction similarly showed no significant differences between individual substrate pairs (all adjusted p-values &gt; 0.05). Consistent with these results, Shannon diversity distributions showed substantial overlap among coral-associated, CCA, and Environmental microbiomes, indicating comparable levels of microbial richness and evenness across substrates.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Bacterial diversity across reef substrates. <bold>(A)</bold> Shannon diversity of bacterial communities across four coral genera, CCA, and environmental samples, showing comparable diversity across substrates (Kruskal&#x2013;Wallis, p &gt; 0.05). <bold>(B)</bold> PCoA of Bray&#x2013;Curtis dissimilarities showing partial separation of bacterial communities by substrate (PERMANOVA F&#xa0;=&#xa0;5.35, R&#xb2; = 0.742, p = 0.001) with no difference in dispersion (betadisper F&#xa0;=&#xa0;0.61, p = 0.7).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1735848-g004.tif">
<alt-text content-type="machine-generated">Chart A shows a boxplot comparing Shannon diversity across six sites: Acropora, C_Algae, Environmental, Favia, Favites, and Symphyllia. Chart B is a PCoA plot depicting the distribution of these sites based on PCoA1 and PCoA2 axes. Distinct color codes represent each site.</alt-text>
</graphic></fig>
<p>Beta diversity analyses based on Bray&#x2013;Curtis dissimilarities indicated substrate-associated structuring of microbial community composition. PERMANOVA indicated that substrate type was associated with differences in bacterial assemblages (F&#xa0;=&#xa0;5.35, R&#xb2; = 0.742, p = 0.001), with substrate identity explaining approximately 74% of the observed variation. Tests of multivariate dispersion confirmed that within-group variability did not differ significantly among substrates (betadisper: F&#xa0;=&#xa0;0.61, p = 0.74; Tukey&#x2019;s HSD: all adjusted p-values &gt; 0.73), indicating that the PERMANOVA result was not driven by heterogeneity of dispersion. Principal Coordinate Analysis (PCoA) based on Bray&#x2013;Curtis distances further supported these findings, showing partial separation of samples according to substrate type, with some overlap among groups (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4B</bold></xref>). Pairwise PERMANOVA comparisons suggested that microbial communities associated with crustose coralline algae differed from those of other substrates, with relatively high effect sizes (R&#xb2; = 0.56&#x2013;0.66); however, these pairwise differences did not remain statistically significant after Benjamini&#x2013;Hochberg correction (all adjusted p-values &gt; 0.05). This likely reflects limited statistical power within individual host-associated groups (N&#xa0;=&#xa0;3 for each coral genus and CCA) and the inherent heterogeneity of the pooled Environmental category, which comprises distinct substrate types (rubble, sediment, and seawater; each N&#xa0;=&#xa0;2).</p>
<p>SIMPER analysis was used to identify the genera driving compositional differences among substrates. In the comparison between coralline algae and Acropora, <italic>Roseospira</italic> was the dominant contributor, accounting for approximately 24% of the dissimilarity (<italic>p</italic>&#xa0;=&#xa0;0.016), followed by <italic>Pelagibacter</italic> (~9.5%), <italic>Ruegeria</italic> (~7.5%), and <italic>Labrenzia</italic> (~7.1%). This highlights a strong and substrate-specific association of <italic>Roseospira</italic> with coralline algae. In contrast, differences between <italic>Acropora</italic> and sediment were primarily driven by <italic>Woeseia</italic> (~6.3%, <italic>p</italic>&#xa0;=&#xa0;0.003), along with contributions from <italic>Vibrio</italic> and <italic>Bacteroides</italic>. Comparisons among coral taxa (e.g., <italic>Acropora</italic> vs<italic>. Favia</italic> or <italic>Symphyllia</italic>) were characterized by more evenly distributed contributions across several genera, with no single taxon dominating. These findings show that while overall microbial communities differed significantly among substrates (PERMANOVA), a small number of genera &#x2014; particularly <italic>Roseospira</italic> in coralline algae and <italic>Woeseia</italic> in sediment &#x2014; were major contributors to these dissimilarities.</p>
<p>Differential abundance analysis using LEfSe highlighted genus-level bacterial biomarkers distinguishing substrate types (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>). Coralline algae-associated communities were enriched in <italic>Labrenzia, Poribacter, Oceanicaulis, Ruegeria, Roseibacillus</italic>, and <italic>Desulfovibrio</italic>, consistent with SIMPER results indicating <italic>Rhodobacteraceae</italic>-related taxa are distinctive to coralline surfaces. Coral tissues were enriched in <italic>Dadabacteriales, Desulfobacter, Albidovulum, Aquimarina</italic>, and <italic>Collinsella</italic>, whereas environmental samples (sediment, rubble, and seawater) were dominated by opportunistic and generalist taxa such as <italic>Paenibacillus, Vibrio</italic>, and <italic>Terasakiella</italic>. These findings reinforce that while overall bacterial diversity was broadly similar across substrates, community composition is substrate-specific, with coralline algae hosting a particularly unique bacterial assemblage.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Genus-level bacterial biomarkers across substrates. LEfSe analysis identifies taxa enriched in coralline algae, coral tissues, and environmental samples, highlighting substrate-specific bacterial assemblages.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1735848-g005.tif">
<alt-text content-type="machine-generated">Bar chart displaying log2 fold-change of genus presence in coralline algae, corals, and environmental samples. Colors indicate associations: blue for coralline algae, green for corals, pink for others, and orange for the rest. Each column represents different environments compared to the rest.</alt-text>
</graphic></fig>
<p>UpSet analysis revealed distinct patterns of shared and unique bacterial genera among substrates (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>). Environmental samples harbored the largest number of unique genera (182), while <italic>Acropora</italic> corals contained fewer (25). <italic>Favia</italic> (60) and CCA (79) exhibited relatively higher numbers of unique genera, whereas <italic>Symphyllia</italic> and <italic>Favites</italic> had none. Core microbiomes were also evident: 39 genera were shared across all coral hosts, and three were common to non-coral substrates (<italic>Haliangium, Pelagibius, Vibrio</italic>). <italic>Pelagibius</italic> was the only genus detected in every substrate type. Notably, <italic>Roseospira</italic>, although not identified as a unique genus in the UpSet analysis, was consistently present in all coralline algae and rubble samples (100% prevalence) but absent from coral tissues, sediment, and water. This pattern suggests a strong ecological association with hard benthic substrates, in contrast to genera such as <italic>Pelagibacter</italic> and <italic>Woeseia</italic>, which were broadly distributed across multiple habitats.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Shared and unique bacterial genera across corals, coralline algae, and other reef substrates (UpSet analysis).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1735848-g006.tif">
<alt-text content-type="machine-generated">Bar chart displaying shared genera among six coral types, with intersection sizes on the vertical axis. Environmental has the largest number of genera, followed by Favites, Acropora, and others. Horizontal bars represent genera per coral type, with Environmental having the highest count. Lines and dots indicate shared intersections among coral types.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Network analysis of bacterial genera</title>
<p>We inferred a genus-level co-occurrence network across all 21 samples (pooled data; <xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>), with edges representing significant cross-sample correlations (Spearman |&#x3c1;| &#x2265; 0.5, BH-FDR q &lt; 0.05). The network is dominated by positive associations, forming a compact core, while negative correlations are relatively sparse. CCA biomarkers identified by LefSe - <italic>Rhodobacteraceae</italic> genera <italic>Roseospira, Labrenzia</italic>, and <italic>Ruegeria -</italic> occupy a well-connected region and exhibit multiple positive co-variations with benthic-associated lineages characteristic of the Environmental group (rubble, sediment, and water; e.g., <italic>Nitrospira</italic>, <italic>Woeseia, Desulfovibrio, Bacteroides</italic>) as well as broader generalists (e.g., <italic>Acinetobacter</italic>, <italic>Pseudomonas</italic>). Negative links are concentrated among opportunistic taxa, notably <italic>Vibrio</italic> and occasionally <italic>Shewanella</italic>, which show inverse relationships with several CCA-linked and Environmental genera, consistent with competitive replacement or stress-related shifts.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Circular co-occurrence network of classified bacterial genera. Nodes represent genera, with fill color indicating the substrate (Coral type) in which each genus is most abundant, and node size proportional to mean relative abundance within that substrate. Edges indicate significant cross-sample correlations (Spearman &#x3c1; &#x2265; 0.5, BH-FDR q &lt; 0.05): green = positive, orange = negative; edge width is proportional to &#x3c1;. Node labels show genus names in italics. Substrates: <italic>Acropora, Favia, Favites, Symphyllia</italic>, C Algae (CCA), and Environmental (rubble, sediment, water).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1735848-g007.tif">
<alt-text content-type="machine-generated">Network diagram illustrating microbial associations with different coral types. Nodes, representing microbial taxa, are color-coded by coral type, with node sizes indicating mean relative abundance. Edges, shown in green and orange, depict positive and negative associations, respectively. A key on the right explains the symbols and colors.</alt-text>
</graphic></fig>
<p>These network patterns align with the PCoA and LEfSe results: beta diversity analyses indicated substrate-associated structuring of bacterial communities, with coralline algae partially separated from other substrates. LEfSe enrichment highlighted distinctive CCA-associated taxa such as <italic>Labrenzia</italic>, <italic>Ruegeria</italic>, <italic>Roseibacillus</italic>, and <italic>Desulfovibrio</italic>. Coral tissues were enriched in genera including <italic>Dadabacteriales</italic>, <italic>Desulfobacter</italic>, and <italic>Aquimarina</italic>, while the Environmental group was dominated by generalist and opportunistic taxa such as <italic>Paenibacillus</italic>, <italic>Vibrio</italic>, and <italic>Terasakiella</italic>. Overall, these observations indicate that CCA microbiomes are compositionally distinct yet connected within a broader benthic microbial network. Co-occurrence patterns reflect statistical co-variation among taxa rather than direct interactions.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>This study characterized bacterial communities across reef substrates in Palk Bay to test whether microbial assemblages are structured primarily by substrate identity and whether crustose coralline algae (CCA) harbor distinct bacterial communities relative to corals and the pooled Environmental group (rubble, sediment, and seawater). Consistent with these aims, our results show that substrate identity was the dominant factor shaping microbiome composition, explaining 74% of the variation in community structure. CCA supported compositionally distinct assemblages enriched in specific bacterial taxa, while a limited subset of taxa was shared across substrates, indicating a small core benthic microbiome. Below, we discuss how substrate-specific microbial assemblages and patterns of overlap across habitats reflect habitat-driven organization of reef-associated microbiomes in Palk Bay, and place these findings in the context of comparable coral reef systems.</p>
<sec id="s4_1">
<label>4.1</label>
<title>Substrate identity as the dominant structuring force</title>
<p>In our study, substrate identity accounted for 74% of the variation in bacterial community composition, highlighting microhabitat as a primary driver of microbial assembly on coral reefs. Bacterial communities differed among corals, CCA, and the pooled environmental group (rubble, sediment, and seawater), underscoring the influence of substrate type in shaping reef microbiomes. This pattern aligns with global evidence that distinct reef habitats harbor unique microbial assemblages (<xref ref-type="bibr" rid="B20">Glasl et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B19">Glasl et al., 2019</xref>; <xref ref-type="bibr" rid="B24">Hernandez-Agreda et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B6">Bourne et&#xa0;al., 2016</xref>). For example, in the Red Sea, microbial communities vary significantly among coral, sponge, sediment, and water column habitats (<xref ref-type="bibr" rid="B64">Ziegler et&#xa0;al., 2016</xref>), while elsewhere, substrate-specific signatures distinguish corals, macroalgae, and turf assemblages (<xref ref-type="bibr" rid="B28">Kelly et&#xa0;al., 2014</xref>).</p>
<p>Ordination analyses revealed clear substrate-linked clustering. Coral tissues exhibited host-specific associations: <italic>Favia</italic> was enriched in <italic>Ruegeria</italic>, and <italic>Favites</italic> in <italic>Albidovulum</italic>. These profiles diverge from many Indo-Pacific systems, such as Palau and the Great Barrier Reef, where <italic>Endozoicomonas</italic> typically dominates coral microbiomes (<xref ref-type="bibr" rid="B11">Ainsworth et al., 2015</xref>; <xref ref-type="bibr" rid="B14">Dunphy et al., 2019</xref>; <xref ref-type="bibr" rid="B18">Gardner et al., 2019</xref>; <xref ref-type="bibr" rid="B43">Sanchez-Quinto and Falcon, 2021</xref>; <xref ref-type="bibr" rid="B44">Sanna et al., 2023</xref>). Within the Environmental group, sediments were enriched in <italic>Woeseia</italic> and <italic>Desulfovibrio</italic>, differing from the <italic>Deltaproteobacteria, Acidobacteriota</italic>, and <italic>Chloroflexi</italic> that dominate sediments in other tropical reefs (<xref ref-type="bibr" rid="B66">Zinger et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B12">Dong et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B65">Ziegler et&#xa0;al., 2017</xref>). Seawater communities within this group were dominated by pelagic lineages such as <italic>Pelagibacterales</italic> and <italic>Synechococcus</italic>, consistent with oligotrophic assemblages described in the Tara Oceans survey (<xref ref-type="bibr" rid="B49">Sunagawa et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B54">Torda et al., 2017)</xref>.</p>
<p>The substrate-specific microbial communities observed in this study align with the concept of reef &#x201c;microbialization,&#x201d; where benthic organisms strongly influence surrounding microbial assemblages and ecosystem processes (<xref ref-type="bibr" rid="B23">Haas et al., 2016</xref>). Despite these compositional differences, Shannon diversity was broadly comparable across corals, CCA, and the pooled Environmental group, with no statistically significant pairwise contrasts. This indicates that within-sample diversity is maintained across microhabitats, even though community composition differs substantially. Together, these results highlight the role of substrate filtering in structuring microbial communities, with host identity and local environmental conditions shaping composition within the reef system (<xref ref-type="bibr" rid="B31">Lozupone et al., 2011</xref>). Cross-regional comparisons further emphasize that microbial assemblages are influenced by geography and habitat type, with community profiles diverging between the Great Barrier Reef (<xref ref-type="bibr" rid="B55">Tout et&#xa0;al., 2014</xref>), Daya Bay (<xref ref-type="bibr" rid="B61">Wu et&#xa0;al., 2023</xref>), and the central Red Sea (<xref ref-type="bibr" rid="B64">Ziegler et&#xa0;al., 2016</xref>). Establishing such baselines in understudied systems like Palk Bay is critical for understanding microbial biogeography and monitoring potential ecological responses to environmental change.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>CCA and environmental substrates as microbial diversity reservoirs</title>
<p>CCA-associated samples in this study supported microbial assemblages enriched in genera such as <italic>Roseospira</italic>, <italic>Labrenzia</italic>, and <italic>Ruegeria</italic>, all belonging to the family Rhodobacteraceae. These taxa have been repeatedly reported from CCA surfaces linked to coral larval settlement in other reef systems (<xref ref-type="bibr" rid="B60">Webster et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B51">Tebben et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B26">Jorissen et&#xa0;al., 2021</xref>). In our dataset, both SIMPER and LEfSe analyses consistently identified Rhodobacteraceae members as characteristic of CCA relative to coral substrates, with <italic>Roseospira</italic> contributing substantially to between-substrate dissimilarity and <italic>Ruegeria</italic> and <italic>Roseibacillus</italic> emerging as CCA-enriched biomarkers. The concordance between SIMPER and LEfSe strengthens confidence in the observed compositional patterns, with the fragment pooling strategy, in which each CCA sample represented a single colony composed of five pooled fragments, facilitating detection of consistent community-level signatures across CCA colonies despite the limited number of colonies analyzed (N&#xa0;=&#xa0;3) (<xref ref-type="bibr" rid="B39">Ray et&#xa0;al., 2019</xref>).</p>
<p>While this study did not assess exometabolite production, predict functional pathways, or conduct larval settlement assays, the observed enrichment of Rhodobacteraceae on CCA in Palk Bay is consistent with patterns reported in other reef systems, where these taxa are frequently detected on settlement-inducing CCA species. For example, on the Great Barrier Reef, <italic>Titanoderma prototypum</italic> and <italic>Porolithon gardineri</italic> host Rhodobacteraceae ASVs that correlate with coral recruitment intensity (<xref ref-type="bibr" rid="B46">Siboni et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B26">Jorissen et&#xa0;al., 2021</xref>), and <italic>Porolithon onkodes</italic> retains <italic>Ruegeria</italic> and related taxa even under bleaching stress (<xref ref-type="bibr" rid="B62">Yang et&#xa0;al., 2021</xref>). Similarly, studies from the Northwestern Mediterranean report Rhodobacteraceae-dominated microbiomes on <italic>Lithophyllum stictiforme</italic> and <italic>Macroblastum dendrospermum</italic>, both of which enhance coral larval settlement under ambient and climate-stressed conditions (<xref ref-type="bibr" rid="B32">Manea et&#xa0;al., 2025a</xref>, <xref ref-type="bibr" rid="B33">2025b</xref>). These observations provide contextual relevance for interpreting CCA-associated microbiomes in Palk Bay, while acknowledging that functional inferences cannot be drawn from 16S data alone (<xref ref-type="bibr" rid="B56">Tran and Hadfield, 2011</xref>; <xref ref-type="bibr" rid="B22">G&#xf3;mez-Lemos et&#xa0;al., 2018</xref>).</p>
<p>Rubble, sediments, and seawater represented environmental, non-coral substrates that harbored distinct microbial assemblages with high numbers of unique genera (rubble: 39, sediments: 34), reflecting substantial compositional diversity (<xref ref-type="supplementary-material" rid="SF2"><bold>Supplementary Figure S2</bold></xref>). These habitats contained taxa frequently reported from marine sediments and benthic environments, including <italic>Woeseia</italic>, <italic>Desulfovibrio</italic>, and <italic>Vibrio</italic> (<xref ref-type="bibr" rid="B9">Carlos et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B63">Ziegler et&#xa0;al., 2019</xref>). While these taxa have known metabolic capabilities in other systems, functional roles were not assessed here; thus, these environmental substrates are best interpreted as microbial diversity reservoirs rather than demonstrated biogeochemical engines. Seawater communities were dominated by pelagic lineages such as <italic>Pelagibacterales</italic> and <italic>Synechococcus</italic>, consistent with oligotrophic oceanic microbiomes (<xref ref-type="bibr" rid="B49">Sunagawa et&#xa0;al., 2015</xref>).</p>
<p>Together, CCA and environmental substrates provide a substrate-resolved baseline of reef-associated microbial diversity in Palk Bay. CCA samples capture taxa previously associated with settlement cues, while rubble, sediments, and seawater harbor diverse microbial pools that may support microbial redistribution and compositional resilience across the reef. It can be speculated that by providing functional redundancy and an &#x201c;insurance effect&#x201d; (<xref ref-type="bibr" rid="B3">Berry and Widder, 2014</xref>; <xref ref-type="bibr" rid="B35">Nystr&#xf6;m, 2006</xref>), these non-coral microbial communities may help to maintain compositional heterogeneity and reef resilience in degraded ecosystems, contrasting with the more host-specific microbiomes observed in corals (<xref ref-type="bibr" rid="B11">Ainsworth et&#xa0;al., 2015</xref>). Consistent with findings from Sri Lankan reefs (<xref ref-type="bibr" rid="B16">Fairoz et al., 2023</xref>), we observed both host-associated microbial signatures in corals and strong environmental structuring in non-coral substrates, indicating multi-scale drivers of reef microbiome composition. This framework establishes reference points for future studies integrating functional predictions, metabolomics, and experimental larval settlement assays to determine whether the compositional signatures documented here translate into ecological function.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>A minimal cross-substrate microbial core and implications for compositional connectivity</title>
<p>Microbial overlap across substrates in Palk Bay was minimal, with only <italic>Pelagibius</italic> detected across all habitats. Coral microbiomes were largely host-specific, with taxa such as <italic>Endozoicomonas</italic> restricted to coral tissues (<xref ref-type="bibr" rid="B11">Ainsworth et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B65">Ziegler et&#xa0;al., 2017</xref>). Settlement-associated taxa, including <italic>Roseospira</italic>, were present on CCA and rubble but absent from coral samples, indicating strong substrate specificity. These patterns suggest that most microbial lineages are tightly coupled to particular substrates, while a few generalist taxa provide limited compositional connectivity across the reef. Whether this minimal cross-substrate core represents a common feature of reef microbiomes or reflects environmental pressures in Palk Bay remains uncertain, highlighting the need for comparative baselines from less-disturbed reefs.</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Resilience in degraded reefs and future directions</title>
<p>The ecological significance of substrate-specific microbial patterns lies primarily in compositional connectivity rather than directly demonstrated function. Despite &gt;90% coral loss in Palk Bay (<xref ref-type="bibr" rid="B52">Thinesh et&#xa0;al., 2017a</xref>; <xref ref-type="bibr" rid="B15">Edward et al., 2015</xref>), high densities of recruits on CCA indicate potential for reef recovery, though our study does not provide functional or biochemical data to confirm microbial contributions. The enrichment of Rhodobacteraceae on CCA and the diversity of taxa in rubble, sediments, and seawater highlight substrates that harbor distinct microbial assemblages, which could support connectivity across the reef. While these patterns are consistent with ideas of ecological redundancy and cross-habitat connectivity, we refrain from inferring direct functional roles. This study establishes the first cross-substrate microbiome baseline for Palk Bay and provides a framework for future work. Seasonal and spatial replication will help test the stability of substrate-specific assemblages, while manipulative experiments integrating microbiome transplants, metabolomic profiling, and larval settlement assays will be necessary to resolve functional contributions (<xref ref-type="bibr" rid="B57">Vizon et&#xa0;al., 2025</xref>) of candidate taxa such as <italic>Roseospira</italic> and <italic>Labrenzia</italic>. Comparative studies across the Indo-Pacific will clarify whether the minimal cross-substrate core observed here reflects a stressed reef state or a general feature of reef microbiomes. Linking compositional patterns with functional assays in future studies will be critical to understanding how microbial networks influence reef resilience under accelerating global change.</p>
</sec>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <uri xlink:href="https://www.ncbi.nlm.nih.gov/genbank/">https://www.ncbi.nlm.nih.gov/genbank/</uri>, PRJNA1244727 &amp; PRJNA1344617.</p></sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was approved by Ministry of environment and forest, India and Tamil Nadu Forest Department. The study was conducted in accordance with the local legislation and institutional requirements.</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>RP: Writing &#x2013; review &amp; editing, Methodology, Software, Formal Analysis, Writing &#x2013; original draft, Data curation. MR: Investigation, Visualization, Resources, Software, Validation, Supervision, Data curation, Writing &#x2013; review &amp; editing, Project administration, Formal Analysis, Methodology, Writing &#x2013; original draft. S: Visualization, Writing &#x2013; review &amp; editing, Resources, Data curation. UC: Resources, Writing &#x2013; review &amp; editing, Validation. SP: Resources, Visualization, Writing &#x2013; review &amp; editing, Validation, Supervision. JS: Project administration, Investigation, Funding acquisition, Writing &#x2013; review &amp; editing, Resources. TT: Investigation, Writing &#x2013; review &amp; editing, Supervision, Writing &#x2013; original draft, Software, Project administration, Data curation, Visualization, Methodology, Resources, Conceptualization.</p></sec>
<ack>
<title>Acknowledgments</title>
<p>The authors gratefully acknowledge the authorities for granting permissions to conduct fieldwork and collect coral samples. Approvals were obtained from the Principal Chief Conservator of Forests, the Chief Wildlife Warden, and the Wildlife Warden of the Gulf of Mannar Marine National Park, Ramanathapuram, under Proceeding No. WL5(A)/41220/2021, Permission No. 32/2023 (dated 04.05.2023), and Ref. No. WL(A)/16,437/2014 &#x2013; Permit No. 27/2016 (dated 30.03.2016 and 02.05.2016). TT thanks Sultan Qaboos University for providing research facilities and the HPC Luban Centre for computational resources used in data analysis. RM acknowledges the University Grants Commission (UGC) for support through the Dr. D. S. Kothari Postdoctoral Fellowship.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was used in the creation of this manuscript. We used it for English edit.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2026.1735848/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2026.1735848/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Supplementaryfile1.docx" id="SF1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"><label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Rarefaction analysis of sequencing depth across reef substrates. Rarefaction curves showing observed amplicon sequence variant (ASV) richness as a function of sequencing depth for coral genera (<italic>Acropora, Favia, Favites</italic>, and <italic>Symphyllia</italic>), crustose coralline algae (CCA), and pooled environmental samples (seawater and sediment). Curves plateau well above 3,000 reads for all sample types, indicating that sequencing depth was sufficient to capture the majority of bacterial diversity. The vertical red line denotes the median sequencing depth across all samples (64,770 reads), demonstrating that most samples were sequenced far beyond the minimum depth required for stable richness estimates. Based on this saturation behavior, a rarefaction cutoff of 3,000 reads was considered adequate for downstream diversity analyses.</p>
</caption></supplementary-material>
<supplementary-material xlink:href="Supplementaryfile1.docx" id="SF2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"><label>Supplementary Figure&#xa0;2</label>
<caption>
<p>UpSet plot showing shared and unique bacterial genera across reef substrates. UpSet plot illustrating the number of shared and substrate-specific bacterial genera among corals (<italic>Acropora, Favia, Favites</italic>, and <italic>Symphyllia</italic>), crustose coralline algae (CCA), and environmental substrates (rubble, sediment, and seawater shown separately). Horizontal bars on the left indicate the total number of genera detected within each substrate type, while vertical bars represent the size of genus intersections among specific substrate combinations. Filled dots and connecting lines denote the substrates contributing to each intersection. Rubble and sediment exhibited the highest numbers of unique genera (39 and 34, respectively), whereas seawater shared fewer taxa with benthic substrates, highlighting strong substrate-driven structuring of microbial community composition.</p>
</caption></supplementary-material></sec>
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<fn id="n1" fn-type="custom" custom-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/578237">Xiubao Li</ext-link>, Hainan University, China</p></fn>
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<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/275215">Fairoz Mohamed Farook</ext-link>, Ocean University of Sri Lanka, Sri Lanka</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1187387">Zhu Wentao</ext-link>, Hainan University, China</p></fn>
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