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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
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<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
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<issn pub-type="epub">2296-7745</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2026.1752067</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>Hotspots beyond borders: quantitative assessment of Vulnerable Marine Ecosystems on the Corner Rise seamounts with implications for conservation planning</article-title>
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<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Beckmann</surname><given-names>Lara Maleen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<name><surname>Eveborn</surname><given-names>Lova</given-names></name>
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<name><surname>Kenchington</surname><given-names>Ellen</given-names></name>
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<name><surname>Waller</surname><given-names>Rhian G.</given-names></name>
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<aff id="aff1"><label>1</label><institution>Tj&#xe4;rn&#xf6; Marine Laboratory, Department of Marine Sciences, University of Gothenburg</institution>, <city>Str&#xf6;mstad</city>,&#xa0;<country country="se">Sweden</country></aff>
<aff id="aff2"><label>2</label><institution>Gothenburg Global Biodiversity Centre</institution>, <city>Gothenburg</city>,&#xa0;<country country="se">Sweden</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Fisheries and Oceans, Bedford Institute of Oceanography</institution>, <city>Dartmouth</city>, <state>NS</state>,&#xa0;<country country="ca">Canada</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Lara Maleen Beckmann, <email xlink:href="mailto:laramaleenbeck@gmail.com">laramaleenbeck@gmail.com</email></corresp>
<fn fn-type="other" id="fn003">
<label>&#x2020;</label>
<p>ORCID: Lara Maleen Beckmann, <uri xlink:href="https://orcid.org/0000-0002-5085-451X">orcid.org/0000-0002-5085-451X</uri>; Lova Eveborn, <uri xlink:href="https://orcid.org/0009-0008-3071-4991">orcid.org/0009-0008-3071-4991</uri>; Ellen Kenchington, <uri xlink:href="https://orcid.org/0000-0003-3784-4533">orcid.org/0000-0003-3784-4533</uri>; Rhian G. Waller, <uri xlink:href="https://orcid.org/0000-0003-3884-8819">orcid.org/0000-0003-3884-8819</uri></p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-06">
<day>06</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>1752067</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>09</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Beckmann, Eveborn, Kenchington and Waller.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Beckmann, Eveborn, Kenchington and Waller</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-06">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>
<p>The Corner Rise Seamounts (CRS), located in an area beyond national jurisdiction (ABNJ), are recognized biodiversity hotspots protected from bottom-contact fishing by the Northwest Atlantic Fisheries Organization (NAFO). These seamounts are registered as an Other Effective Area-Based Conservation Measure. The Western Central Atlantic Fisheries Commission (WECAFC) has also recommended protection for the southern CRS. While Vulnerable Marine Ecosystem (VME) indicators like corals and sponges are known to occur here, the environmental drivers of their distribution and the status of structure-forming VME habitats remain poorly characterized. We analyzed high-resolution remotely-operated vehicle video from NOAA&#x2019;s 2021 Okeanos Explorer expedition across eight CRS (940-4,189 m depth). Coral and sponge community composition was assessed using multivariate analysis, and VMEs were identified using internationally recognized spatial criteria. Community structure was primarily driven by depth-related oceanographic gradients, with secondary longitudinal zonation. Assemblages formed three distinct clusters on the seamounts: (1) upper-mid bathyal sites (900-1,900 m) influenced by upper intermediate North Atlantic waters; (2) lower bathyal sites (2,000-2,600 m) associated with Labrador Sea Water; and (3) an abyssal site on Rockaway Seamount (~4,100 m) under Denmark Strait Overflow Water influence. Six habitats down to 2,495 m depth met VME indicator density thresholds for significant concentrations. Our results demonstrate that depth and water mass structure are key drivers of coral and sponge biogeography on the CRS. VME identification provides scientific support for maintaining existing NAFO and WECAFC closures. With NAFO protections due for review in 2027, these findings offer timely evidence to inform conservation and management decisions for CRS and similar ABNJ seamount ecosystems.</p>
</abstract>
<kwd-group>
<kwd>cold-water corals</kwd>
<kwd>conservation</kwd>
<kwd>corner rise seamounts</kwd>
<kwd>deep-sea</kwd>
<kwd>marine sponges</kwd>
<kwd>vulnerable marine ecosystems</kwd>
</kwd-group>
<funding-group>
<award-group id="gs1">
<funding-source id="sp1">
<institution-wrap>
<institution>G&#xf6;teborgs Universitet</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100005760</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<award-group id="gs2">
<funding-source id="sp2">
<institution-wrap>
<institution>R&#xe5;dman och Fru Ernst Collianders Stiftelse f&#xf6;r V&#xe4;lg&#xf6;rande &#xc4;ndam&#xe5;l</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100006726</institution-id>
</institution-wrap>
</funding-source>
</award-group>
<award-group id="gs3">
<funding-source id="sp3">
<institution-wrap>
<institution>Fisheries and Oceans Canada</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100000041</institution-id>
</institution-wrap>
</funding-source>
<award-id rid="sp3">Distribution modeling of Vulnerable Marine Ecosystems (VME) in the Northwest Atlantic Fisheries Organization</award-id>
</award-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. Financial support for salaries (to LB), internship (to LE), and publication costs was provided by the Department of Marine Sciences and the University of Gothenburg. Additional support was provided by R&#xe5;dman och Fru Ernst Collianders stiftelse (to LB). EK&#x2019;s participation was funded by Fisheries and Oceans Canada through the Competitive Science Research Fund Project <italic>&#x201c;Distribution modeling of Vulnerable Marine Ecosystems (VME) in the Northwest Atlantic Fisheries Organization (Grant Number for CSRF project: 2025-26-16-02).&#x201d;</italic></funding-statement>
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<meta-value>Deep-Sea Environments and Ecology</meta-value>
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</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Seamounts are globally recognized biodiversity hotspots, supporting fragile, slow-growing fauna, such as corals and sponges that provide essential habitat for commercially important fish species (<xref ref-type="bibr" rid="B41">Stocks and Hart, 2007</xref>; <xref ref-type="bibr" rid="B25">Meyer et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B42">Stratmann et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B10">De Clippele et&#xa0;al., 2025</xref>). Their structural complexity underpins ecosystem functioning yet also makes them highly vulnerable to physical disturbance with limited recovery potential (<xref ref-type="bibr" rid="B12">FAO, 2009</xref>). For this reason, habitat-forming octocorals, black corals, and sponges are listed as indicator taxa for Vulnerable Marine Ecosystems (VMEs) in the Food and Agriculture Organization (FAO) guidelines (<xref ref-type="bibr" rid="B12">FAO, 2009</xref>). Protecting seamounts is therefore desirable both for biodiversity conservation and for ecosystem-based fisheries management.</p>
<p>Recognition of seamounts as VMEs has been reflected in international policy, as well as in the FAO guidelines for their implementation (<xref ref-type="bibr" rid="B12">FAO, 2009</xref>). United Nations General Assembly (UNGA) resolutions beginning with 59/25 (2005) and strengthened by 61/105 (2007) called on States and Regional Fisheries Management Organizations (RFMOs) to regulate bottom fisheries and prevent significant adverse impacts on VMEs, with seamounts singled out as areas of particular concern. Regular reviews of implementation were established through subsequent resolutions, and UNGA-convened workshops have periodically assessed progress (e.g., in 2011, 2016, and 2022), highlighting uneven implementation across regions and emphasizing the need for updated science to inform future decisions. Another review is scheduled for 2026.</p>
<p>The Northwest Atlantic Fisheries Organization (NAFO) has responded to those UNGA resolutions by closing all seamounts to bottom-contact fishing within its Regulatory Area that have summits shallower than 4,000 m (<xref ref-type="bibr" rid="B29">NAFO, 2025</xref>; Article 17). Those closures, first adopted for selected seamounts in 2007 and expanded thereafter, are due for reassessment in 2027. NAFO has requested updated scientific advice on both VME status and the impacts of bottom fisheries (<xref ref-type="bibr" rid="B28">NAFO, 2024</xref>). The southern Corner Rise Seamounts (CRS), which fall under the jurisdiction of the Western Central Atlantic Fisheries Commission (WECAFC), were similarly recognized as VMEs or likely VMEs in 2016, when States were urged to apply protective measures consistent with UNGA resolutions (<xref ref-type="bibr" rid="B57">WECAFC, 2016</xref>).</p>
<p>The New England-Corner Rise Seamount Chain is a line of extinct submarine volcanoes that extend from the Mid-Atlantic Ridge to the eastern continental margin of the United States. The CRS, the eastern portion of the chain is separated from the New England Seamounts (NES) by a 465&#xa0;km gap. The boundary between the NAFO and WECAFC areas runs directly through the CRS, dividing the northern from the southern seamounts. The CRS host distinct deep-sea ecosystems of high biodiversity value (<xref ref-type="bibr" rid="B22">Lapointe et&#xa0;al., 2020a</xref>, <xref ref-type="bibr" rid="B20">b</xref>; <xref ref-type="bibr" rid="B50">Waller et&#xa0;al., 2021</xref>). Surveys have documented multiple NAFO-recognized VME indicators, including large gorgonians, deep-sea sponges, and stalked crinoids, down to ~4,000 m depth, with dense coral and sponge aggregations on at least two seamounts (<xref ref-type="bibr" rid="B50">Waller et&#xa0;al., 2021</xref>).</p>
<p>Despite those advances, several knowledge gaps remain. The environmental drivers of benthic community structure in the CRS have not been quantified; systematic assessments of high-density structure-forming habitats are lacking, and biogeographic connectivity across the chain is unexplored. Historical exploitation underscores the importance of filling these gaps: fishing by Soviet Union fleets during the 1970s and 1980s depleted the resources, primarily alfonsino (<italic>Beryx</italic> sp<italic>lendes</italic>) (<xref ref-type="bibr" rid="B48">Vinnichenko, 1997</xref>; <xref ref-type="bibr" rid="B49">Vinnichenko and Kakora, 2008</xref>), and left lasting damage in the form of trawl scars (<xref ref-type="bibr" rid="B51">Waller et&#xa0;al., 2007</xref>). Exploratory fishing by other nations has also occurred (<xref ref-type="bibr" rid="B27">Murillo et&#xa0;al., 2008</xref>) and remains possible under NAFO&#x2019;s &#x201c;Exploratory Bottom Fishing Activities&#x201d; provisions (<xref ref-type="bibr" rid="B29">NAFO, 2025</xref>; Articles 18-21) and the non-binding measures taken by WECAFC.</p>
<p>Using high-resolution video, we here (1) characterize coral and sponge communities across eight of the CRS, (2) evaluate environmental drivers of assemblage structure, and (3) identify high-density structure-forming VME habitats using the FAO guidelines (<xref ref-type="bibr" rid="B12">FAO, 2009</xref>) and density-based criteria. By establishing ecological baselines and conservation priorities, our findings directly inform regional RFMO/Advisory Body decision-making and contribute to the broader framework of the emerging Agreement under the United Nations Convention on the Law of the Sea on the Conservation and Sustainable Use of Marine Biological Diversity of Areas Beyond National Jurisdiction (BBNJ Agreement; <xref ref-type="bibr" rid="B46">United Nations, 2023</xref>).</p>
</sec>
<sec id="s2">
<title>Methods</title>
<sec id="s2_1">
<title>Data collection</title>
<p>The &#x201c;North Atlantic Stepping Stones: New England and Corner Rise Seamount Expedition&#x201d; (EX-21-04) took place aboard the NOAA Ship Okeanos Explorer from 30 June to 29 July 2021. Twenty dives were conducted by the Deep Discoverer (D2) remotely operated vehicle (ROV), with nine dives made on eight CRS seamounts (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>; <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). The dives spanned depths from 940 to 4,189 m, the ROV being deployed to the deepest point of the dive and ascended along non-linear transects. Detailed dive summaries for sites protected by NAFO have been provided by <xref ref-type="bibr" rid="B50">Waller et&#xa0;al. (2021)</xref>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Map of dive locations with their mean depths indicated. Seabed shallower than 2,000 m is shaded in grey. The NAFO closed area is shown in blue; the WECAFC recommended closure is shown in pink. Inset shows the Corner Rise Seamounts (CRS) relative to the New England Seamounts (NES) and the coast of North America.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1752067-g001.tif">
<alt-text content-type="machine-generated">Map showing sampling locations with depth color-coded from red (shallow) to blue (deep). All locations are labelled with their respective seamount name NAFO closures marked in blue, WECAFC proposals in red. Inset map shows NES and CRS regions.</alt-text>
</graphic></fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Summary of dive metadata for each dive.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Dive ID</th>
<th valign="middle" align="left">Dive name</th>
<th valign="middle" align="left">Latitude [Start/End]</th>
<th valign="middle" align="left">Longitude [Start/End]</th>
<th valign="middle" align="left">Depth range min-max [m]</th>
<th valign="middle" align="left">Transect length [m]</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">3</td>
<td valign="middle" align="left">Hopscotch</td>
<td valign="middle" align="left">33.6762/33.6763</td>
<td valign="middle" align="left">-52.9951/-52.9915</td>
<td valign="middle" align="left">2375 - 2641</td>
<td valign="middle" align="left">534</td>
</tr>
<tr>
<td valign="middle" align="left">4</td>
<td valign="middle" align="left">Dumbbell</td>
<td valign="middle" align="left">34.3916/34.3905</td>
<td valign="middle" align="left">-51.7751/-51.7713</td>
<td valign="middle" align="left">2256 - 2414</td>
<td valign="middle" align="left">579</td>
</tr>
<tr>
<td valign="middle" align="left">5</td>
<td valign="middle" align="left">Rockaway Seamount</td>
<td valign="middle" align="left">35.8169/35.8190</td>
<td valign="middle" align="left">-52.3076/-52.3056</td>
<td valign="middle" align="left">4113 - 4189</td>
<td valign="middle" align="left">328</td>
</tr>
<tr>
<td valign="middle" align="left">6</td>
<td valign="middle" align="left">Castle Rock</td>
<td valign="middle" align="left">36.3009/36.3008</td>
<td valign="middle" align="left">-51.3474/-51.3515</td>
<td valign="middle" align="left">2084 - 2332</td>
<td valign="middle" align="left">553</td>
</tr>
<tr>
<td valign="middle" align="left">7</td>
<td valign="middle" align="left">Corner Rise 1</td>
<td valign="middle" align="left">35.8879/35.8888</td>
<td valign="middle" align="left">-51.5215/-51.5203</td>
<td valign="middle" align="left">2430 - 2587</td>
<td valign="middle" align="left">354</td>
</tr>
<tr>
<td valign="middle" align="left">8</td>
<td valign="middle" align="left">MacGregor Seamount</td>
<td valign="middle" align="left">35.0526/35.0557</td>
<td valign="middle" align="left">-48.9707/-48.9767</td>
<td valign="middle" align="left">940 - 1274</td>
<td valign="middle" align="left">428</td>
</tr>
<tr>
<td valign="middle" align="left">9</td>
<td valign="middle" align="left">Yakutat Seamount Shallow</td>
<td valign="middle" align="left">35.1810/35.1778</td>
<td valign="middle" align="left">-48.1167/-48.1172</td>
<td valign="middle" align="left">1194 - 1368</td>
<td valign="middle" align="left">560</td>
</tr>
<tr>
<td valign="middle" align="left">10</td>
<td valign="middle" align="left">Yakutat Seamount Deep</td>
<td valign="middle" align="left">35.2653/35.2620</td>
<td valign="middle" align="left">-48.0026/-48.0011</td>
<td valign="middle" align="left">1699 - 1984</td>
<td valign="middle" align="left">504</td>
</tr>
<tr>
<td valign="middle" align="left">11</td>
<td valign="middle" align="left">Caloosahatchee</td>
<td valign="middle" align="left">34.6503/34.6517</td>
<td valign="middle" align="left">-49.6510/-49.6547</td>
<td valign="middle" align="left">1203 - 1250</td>
<td valign="middle" align="left">574</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Coordinate and depth ranges reflect the on-bottom portions of each dive.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The ROV was equipped with three high-definition Insite Pacific video cameras, including the primary Zeus Plus camera (tilt, 18&#xd7; optical zoom), a Canon R3 still camera with an RF 24&#xa0;mm macro lens for high-resolution imagery of organisms and habitat details, plus a dual-laser scaling system projecting two parallel beams 10&#xa0;cm apart for size estimation. Lighting was provided by standard ROV-mounted LED arrays. Video footage was recorded continuously. D2 was also equipped with a SeaBird SBE-911 Plus CTD, with sensors recording salinity, temperature, pressure and dissolved oxygen, which generated data at a high sampling rate (24&#xa0;Hz) (<xref ref-type="bibr" rid="B8">Cantwell et al, 2021</xref>). ROV positions were logged continuously during each dive using the onboard USBL system integrated with DVL and inertial navigation. The effective spatial accuracy of logged track points along the transects was on the order of 2&#x2013;5 m, depending on ROV speed and maneuvering. ROV track distances were calculated as cumulative three-dimensional distances between smoothed spline-interpolated horizontal positions, plus vertical depth differences. Only continuous on-bottom transects were included in subsequent analysis, except during two dives (MacGregor Seamount, Dive 8; Yakutat Seamount Deep, Dive 10), technical issues required brief ROV recovery from the bottom and redeployment. Transect lengths given in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref> account for those interruptions.</p>
</sec>
<sec id="s2_2">
<title>Video annotation and morphotypes identification</title>
<p>Subsequent to the expedition, all video records from the nine dives were examined and annotated following methods presented by <xref ref-type="bibr" rid="B6">Beckmann et&#xa0;al. (2025)</xref>. In brief: Visually different types of coral and sponge specimens or colonies were assigned unique morphotype codes and their numbers in each frame (to a maximum of 50). Encrusting taxa, small taxa of less than 50&#xa0;mm size and specimens insufficiently resolved in the imagery were excluded. Annotations were performed using Ocean Networks Canada&#x2019;s SeaTube platform (SeaTube Pro: Ocean Networks Canada v. 3.0). Each recorded morphotype was documented with still images and a written description following the CATAMI classification scheme (<xref ref-type="bibr" rid="B1">Althaus et&#xa0;al., 2015</xref>). Taxonomic assignments to the lowest possible level were made through reference to relevant literature (<xref ref-type="bibr" rid="B7">Best et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B22">Lapointe et al, 2020a</xref>; <xref ref-type="bibr" rid="B21">2022</xref>; <xref ref-type="bibr" rid="B18">Kenchington et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B11">Preez et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B34">Quattrini et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B36">Ramiro-S&#xe1;nchez et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B40">Sampaio et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B56">Watling et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Watling and France, 2021</xref>; <xref ref-type="bibr" rid="B60">Wilborn et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B61">Wing and Barnard, 2004</xref>), and online sources. A full list of morphotypes and an identification guide are provided in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary File 1</bold></xref>.</p>
</sec>
<sec id="s2_3">
<title>Environmental data and substrate classification</title>
<p>For each annotation record of an individual, the associated depth, temperature, salinity and dissolved oxygen concentration data were extracted with SeaTube. Faulty salinity and oxygen measurements, caused by a sensor malfunction at Rockaway Seamount and identifiable as extreme outliers, were removed prior to analysis. Depth profiles of temperature, salinity and oxygen concentration through the entire water column were created from data collected during the ROV&#x2019;s descent on the Rockaway Seamount (the deepest dive site; <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). Substrate was classified by visual examination of video segments corresponding to each annotation, following CATAMI substrate categories (<xref ref-type="bibr" rid="B1">Althaus et&#xa0;al., 2015</xref>). Representative images for each substrate class are provided in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary File 2</bold></xref>.</p>
</sec>
<sec id="s2_4">
<title>Detection of high-density coral and sponge habitats</title>
<p>Sponge aggregations and coral gardens were identified by plotting annotation counts over time through each dive and verifying peak densities against video imagery. Start and end times of the ROV&#x2019;s passage through each visible, continuous high-density patch were recorded. Within each patch, the two ROV track points furthest apart in 3D space were identified and the Euclidian distance between them calculated. Patches with a calculated length of at least 25&#xa0;m were retained for analysis &#x2013; that dimension being in approximate accord with the 25 m&#xb2; minimum area threshold set by OSPAR for its identification of coral gardens (<xref ref-type="bibr" rid="B32">OSPAR Commission, 2010</xref>). The video records were further examined to determine whether the densities and species composition of corals and sponges within each analyzed patch could be considered as structure-forming VME habitats (sensu <xref ref-type="bibr" rid="B12">FAO, 2009</xref>).</p>
<p>Within each high-density patch, ten evenly spaced timestamps were generated between the determined start and end times. Video segments at these timestamps were reviewed and still frames extracted if they showed sharp focus, continuous patch coverage and ideally visible laser points. Between 7 and 10 frames from each patch were determined suitable for analysis.</p>
<p>Using Fiji (ImageJ 2.14.0), the scales of the extracted frames were determined from the 10&#xa0;cm laser spacing; when lasers points were not visible, average frame widths from frames where they could be seen and taken with the camera at similar elevation and angle, were used. The still frame areas approximated 10 m&#xb2; (&#xb1;&#xa0;10%). Within each frame, all visible individuals of each morphotype were marked and counted using the &#x201c;Cell Counter&#x201d; plugin of the software. Substrate class and seabed slope (classed as flat, slope, or wall) were recorded. The counts were rendered as estimated densities (individuals or colonies per m&#xb2;) of each morphotype, though those are approximations as a result of the uncertainties in the seabed areas covered within each frame. The mean densities of each morphotype within each habitat patch were estimated by averaging the values for each frame. A slope-corrected seafloor area was calculated for each coral garden by creating a polygon from GPS points outlining the garden and computing its planar area in a local UTM projection. The average slope was estimated by fitting a plane to the depth values within the garden, and the planar area was divided by the cosine of this slope to obtain the slope-corrected surface area. These areas represent the approximate seafloor enclosed by the ROV tracks and may include some portions that were not directly observed.</p>
<p>To illustrate assemblage differences between identified coral or sponge patches and areas outside the habitat patches, the list of morphotypes was divided into those only recorded in the patches, those only recorded outside, and those present in both. For that purpose, the presence of morphotypes in the habitat patches was taken from the analysis of the selected frames, whereas records from outside were drawn from the video annotation.</p>
</sec>
<sec id="s2_5">
<title>Statistical analyses of assemblage composition and environmental drivers</title>
<p>All statistical analyses were conducted in R (version 4.4.1; <xref ref-type="bibr" rid="B37">R Core Team, 2023</xref>). Data manipulation and visualization was performed using tidyverse (<xref ref-type="bibr" rid="B59">Wickham et&#xa0;al., 2019</xref>) and ggplot2 (<xref ref-type="bibr" rid="B58">Wickham, 2016</xref>). Data exploration and code followed <xref ref-type="bibr" rid="B6">Beckmann et&#xa0;al. (2025)</xref>. The datasets and R scripts used in this study are publicly available via GitHub (<ext-link ext-link-type="uri" xlink:href="https://github.com/lara-maleen/Corner_Rise">https://github.com/lara-maleen/Corner_Rise</ext-link>) and archived in Zenodo (<xref ref-type="bibr" rid="B5">Beckmann et al., 2026</xref>).</p>
</sec>
<sec id="s2_6">
<title>Data preparation</title>
<p>Morphotype densities were calculated for each dive by dividing the counts in the video annotations by the total transect length. The morphotype abundance matrix was Hellinger-transformed to reduce dominance effects while preserving ecological relationships. Pearson correlation coefficients were calculated between all environmental variables using pairwise complete observations. Variables with &#x2223;R&#x2223;&gt;0.7 were considered strongly correlated, while those with &#x2223;R&#x2223; between 0.3 and 0.7 were further evaluated using correlation plots. Environmental variables were standardized to z-scores for ordination and clustering analyses.</p>
<p>To examine depth-related habitat specialization of morphotypes, we calculated the depth range for each morphotype. Morphotypes with a broad depth range (&gt;1,000 m) were classified as &#x201c;generalists,&#x201d; while those restricted to narrower depth ranges were considered &#x201c;specialists.&#x201d;</p>
<p>Species accumulation curves (SACs) were calculated for each dive and for the habitat patches. Abundances of morphotypes from annotated video and the analyzed frames were used as input. Curves were generated using the iNEXT package (<xref ref-type="bibr" rid="B15">Hsieh et&#xa0;al., 2025</xref>).</p>
</sec>
<sec id="s2_7">
<title>Diversity analyses</title>
<p>Pair-wise assemblage differences among dives were evaluated using Bray-Curtis dissimilarity computed from morphotype abundance data. Relationships between Bray-Curtis dissimilarity and both geographic distance and depth differences were assessed using Mantel tests and Pearson&#x2019;s correlation coefficients (9,999 permutations). Beta diversity was further partitioned into turnover (&#x3b2;_SIM) and nestedness (&#x3b2;_SNE) components across sites using the betapart package (<xref ref-type="bibr" rid="B3">Baselga and Orme, 2012</xref>). Significance was assessed with permutation tests (999 permutations).</p>
</sec>
<sec id="s2_8">
<title>Cluster analysis</title>
<p>Unweighted pair group method with arithmetic mean (UPGMA) clustering was applied to the Hellinger-transformed morphotype abundance matrix using Chord distance. Clusters with approximately unbiased (AU) p-values &#x2265;0.95 from multiscale bootstrap resampling (10,000 replicates) were considered statistically significant. The optimal number of clusters was determined using average silhouette width analysis with the cluster package (function silhouette) (<xref ref-type="bibr" rid="B24">Maechler et&#xa0;al., 2025</xref>). Environmental variables were clustered similarly using Euclidean distance on standardized data.</p>
</sec>
<sec id="s2_9">
<title>Multivariate ordinations</title>
<p>Non-metric multidimensional scaling (nMDS) of the Bray-Curtis dissimilarity matrices 1) between dives and 2) between habitat patches and areas outside of the patches, was performed with two dimensions (k=2, trymax=100). Distance-based redundancy analysis (dbRDA) of the Bray-Curtis dissimilarities was performed with the capscale function in the vegan package (<xref ref-type="bibr" rid="B31">Oksanen et&#xa0;al., 2025</xref>). Environmental collinearity was again assessed via variance inflation factors (VIF) using the vifstep function in the usdm package (threshold: VIF&lt;5) (<xref ref-type="bibr" rid="B30">Naimi et&#xa0;al., 2014</xref>) which resulted in three final predictors (depth, latitude, longitude). The significance of the dbRDA model was tested using permutation ANOVA (999 unrestricted permutations). Site scores from the dbRDA ordination were clustered via k-means partitioning (k=3, 25 random starts) to enable comparison with the UPGMA clusters.</p>
</sec>
<sec id="s2_10">
<title>Indicator morphotypes and contribution analyses</title>
<p>Morphotypes significantly associated with each cluster were identified with the indicspecies package (<xref ref-type="bibr" rid="B9">De C&#xe1;ceres and Legendre, 2009</xref>) and designated as indicators. The Indicator Value (IndVal) statistic combining specificity and fidelity was calculated, with significance assessed by 999 permutations and p-value threshold of 0.05.</p>
<p>Bray-Curtis dissimilarities between clusters were examined with Similarity Percentage (SIMPER) analysis, using the vegan package. Species with significant contributions (p &lt; 0.05, 999 permutations) were identified as key drivers of community differentiation between clusters.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>During 41 hours of video footage, observations of 2,240 corals, in 60 morphotypes, and 2,415 sponges, in 52 morphotypes, were recorded. Nine coral morphotypes, comprising 1,030 of the observations, were identified to species. Most sponge morphotypes were only assigned to Porifera and none could be fully identified, as that would have required collection and dissection of specimens. Seventeen morphotypes were singletons, each only recorded once, while there were multiple observations of 34 others but only at a single site each.</p>
<p>The most abundant morphotype (n = 900) was CAO39, identified as <italic>Calyptrophora cf. clinata</italic>, followed by P07 (n = 362; Porifera). Among coral families, Primnoidae was the most abundant (n = 958), followed by the Keratoisididae (n = 651). For sponges, most individuals were recorded only as Porifera, but the most frequently assigned families were the Farreidae (n = 394) and Euplectellidae (n = 330).</p>
<p>Patterns of taxa associated with depth were evident across several families (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary File 3</bold></xref>). For instance, Plexauridae, Aphrocallistidae, Madreporidae, Antipathidae, Pheronematidae and Paramuriceidae were only observed between 1,000 and 1,700 m. In contrast, Cladopathidae and Hyalonematidae were exclusively observed at the deepest site (4,189 m). Depth-generalist families included Keratoisididae, Schizopathidae, Euplectellidae and Euretidae, which were observed across all depths. While hexactinellids occurred throughout the depth range, demosponges were only observed to a depth of approximately 2,500 m. The highest coral density was observed at 1,215 m on the Caloosahatchee Seamount, while sponge density peaked at 947&#xa0;m on MacGregor Seamount. The combined densities across dives peaked at around 1,200 m for corals, and 2,400 m for sponges (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2B</bold></xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p><bold>(A)</bold> Depth distributions (raw abundances) of coral (Cnidaria = red) and sponge (Porifera = yellow) abundance by dive. Dives are ordered by mean depth. <bold>(B)</bold> Effort-corrected density by depth for all dives.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1752067-g002.tif">
<alt-text content-type="machine-generated">Density ridgeline plots display the distribution of Cnidaria and Porifera across various depths at all sampled sites. Top graph (A) shows site-specific density variations along a depth gradient. Bottom graph (B) illustrates overall density variations, with effort-corrected density on the vertical axis and depth in meters on the horizontal axis. Cnidaria are indicated in red and Porifera in yellow.</alt-text>
</graphic></fig>
<p>Species accumulation curves (SACs) calculated for each dive indicate that most dives did not reach asymptotes, suggesting that the full morphotype richness was not captured (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary File 4</bold></xref>). Consequently, observed richness values were not compared.</p>
<sec id="s3_1">
<title>Environmental characteristics</title>
<p>Water-column temperatures decreased monotonically from the surface (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3C</bold></xref>), hence bottom temperature was highest, 5.16&#xb0;C, at the Caloosahatchee dive site and lowest on Rockaway Seamount at 2.24&#xb0;C There was a pronounced minimum in dissolved oxygen concentration at mid-depths. The lowest value recorded at the seabed was 7.79mg/L on Caloosahatchee Seamount, while the highest was 8.34 mg/L at the MacGregor site.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p><bold>(A)</bold> Seafloor temperature data plotted against oxygen concentration for each dive. Labrador Sea Water (LSW) is indicated. <bold>(B)</bold> Seafloor temperature data plotted again salinity for each dive. <bold>(C)</bold> Water column profiles of temperature, salinity and oxygen concentration recorded during the ROV&#x2019;s decent to Rockaway Seamount. The approximate depths of the Sargasso Surface Water (SSW), LSW, Denmark Strait Overflow Water (DSOW) and the Antarctic Bottom Water (ABW), and the Sargasso Surface Water (SSW) are indicated. <bold>(D)</bold> Plot of temperature and oxygen concentration from the surface to the bottom on the ROV decent to Rockaway Seamount.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1752067-g003.tif">
<alt-text content-type="machine-generated">Scatter plots and line graphs showing oceanographic data. Panel A plots temperature against oxygen, highlighting Labrador Sea Water (LSW). Panel B plots temperature against salinity, also highlighting LSW, with depth indicated by color. Panel C shows three line graphs of temperature, salinity, and oxygen against pressure, indicating SSW = Sargasso Surface Water, LSW,  DSOW = Denmark Strait Overflow Water, and Antarctic Bottom Water (ABW). Panel D displays a temperature-oxygen profile colored by depth.</alt-text>
</graphic></fig>
<p>Bedrock was the dominant substrate at most sites, varying from 100% at Corner Rise 1, 98% at Hopscotch and 91% at Dumbbell, through 80% (and 17% gravel) at the shallow site on Yakutat Seamount, 77% (and 8% gravel) at Rockaway, to 50% bedrock (and 46% outcrop) at the deep site on Yakutat. Caloosahatchee Seamount showed a more even mix, with 48% bedrock and 41% gravel, while MacGregor Seamount exhibited the most heterogeneous terrain with 54% gravel, 27% bedrock and 19% outcrop. Substrate was excluded from multivariate analyses due to relatively limited variation and widespread bedrock dominance.</p>
</sec>
<sec id="s3_2">
<title>Assemblage structure</title>
<p>Bray-Curtis dissimilarity increased with both geographic distance (R&#xa0;=&#xa0;0.42, p = 0.0187) and the depth difference between dive sites (R&#xa0;=&#xa0;0.75, p = 0.0001).</p>
<p>Overall beta diversity across sites was high (&#x3b2;_JAC = 0.905). Most resulted from morphotype turnover (&#x3b2;_JTU = 0.883), indicative of a strong variation in species composition between sites, with a much smaller contribution from nestedness (&#x3b2;_JNE = 0.022). Turnover between sites was higher than within sites (mean &#x3b2;_SIM_between = 0.721 &#xb1; 0.1, mean &#x3b2;_SIM_within = 0.493 &#xb1; 0.092). Permutation tests confirmed that this difference was statistically significant (p = 0.001).</p>
<p>UPGMA clustering identified three primary assemblages: one associated with upper-mid bathyal sites (MacGregor, Caloosahatchee, Yakutat shallow and Yakutat deep); a second associated with lower bathyal sites (Castle Rock, Corner Rise 1, Dumbbell and Hopscotch); and a third corresponding to the abyssal site (Rockaway). The dendrogram and dissimilarity matrix were significantly related (r = 0.93), and silhouette analysis supported the optimal number of three clusters.</p>
<p>The nMDS ordination (k=2, stress = 0.041) displayed differences in community composition among the sites, which were grouped in ordination space as in their three clusters (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary File 5</bold></xref>).</p>
<p>The overall dbRDA model performed with depth, latitude and longitude as constrained variables (variables with no significant multicollinearity, VIF&lt;5) was statistically significant (ANOVA: F&#xa0;=&#xa0;1.67, p = 0.006), the first two axes explaining 24.65% and 15.66% of the variation, respectively (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). Depth was the only significant environmental driver (F&#xa0;=&#xa0;2.12, p = 0.008) of the three. Additionally, Yakutat Seamount was sampled at two depths separated by approximately 400&#xa0;m and were distinctly separated, with intra-seamount dissimilarity comparable to that observed between different seamounts.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Ordination of dive sites by dbRDA of coral and sponge assemblage composition, by depth, latitude and longitude. Sites colored-coded by cluster assignment. Arrows represent the correlations between the environmental variables and the dbRDA axes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1752067-g004.tif">
<alt-text content-type="machine-generated">Ordination plot displaying sampling sites distributed along dbRDA1 and dbRDA2 axes, explaining 24.65% and 15.66% of variation, respectively. Sites colored by region: East (green), West (blue), and Deep (purple). Environmental vectors for depth and latitude shown. Labels identify specific sites.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_3">
<title>Indicator morphotypes</title>
<p>Six morphotypes were significantly associated with the assemblage differences between the shallow and deeper groups identified by UPGMA clustering (p &lt; 0.05; <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>). The lower bathyal cluster was characterized by CAO11 (<italic>Chrysogorgia</italic> sp. A, IndVal.g = 1.0), CAO21 (Keratoisididae, 1.0) and PD03 (undetermined sponge, 1.0) as indicator taxa. The upper-mid bathyal cluster featured CAO28 (<italic>Acanella</italic> sp., 1.0), CAO29 (<italic>Chrysogorgia</italic> sp. B, 0.998) and PD17 (Demospongiae, 1.0). The abyssal site hosted unique taxa including CAH23 (<italic>Abyssopathes</italic> sp.) and PH70 (<italic>Hyalonema (Corynema)</italic> sp.) and with that the exclusive deep dwelling families Cladopathidae and Hyalonematidae.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Examples of indicator species: <bold>(A)</bold> PD08 (undet. sponge), <bold>(B, C)</bold> CAO11 (C<italic>hrysogorgia</italic> sp. A), <bold>(D, E)</bold> CAO28 (<italic>Acanella</italic> sp.), <bold>(F)</bold> PH70 (<italic>Hyalonema (Corynema)</italic> sp.) and <bold>(G)</bold> CAH23 (<italic>Abyssopathes</italic> sp.). Scale bars = 10&#xa0;cm (Only shown if laser points were visible in corresponding video segments). Image credit: NOAA Ocean Exploration (EX2104). Reproduced under <uri xlink:href="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0</uri> license.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1752067-g005.tif">
<alt-text content-type="machine-generated">Underwater photographs show various characteristic corals and sponges. Image A depicts a yellow demosponge and an anemone; Image B captures a soft coral with a delicate, fan-like structure; Image C focuses on a close-up of intricate coral polyps; Image D shows the seabed with orange corals; Image E Close-up of the orange coral; Image F features a round glass sponge with a strong attachment to the seafloor; Image G presents a black coral. Each illustrates the some of indicator taxa observed.</alt-text>
</graphic></fig>
<p>SIMPER analysis revealed clear contrasts among the clusters. Overall, Bray-Curtis dissimilarity between the upper-mid bathyal and lower bathyal cluster was high (0.93). While CAO11 (<italic>Chrysogorgia</italic> sp. A) contributed 0.7%, the top three species together accounted for only 12.4% of the total dissimilarity, indicating that the difference is spread across many species. The assemblage at the Rockaway site was more distinctive, with particular contributions to dissimilarity by CAO28 (9.5%, coral exclusive to the deeper sites) and PH13 (8.3%, sponge), while that between Rockaway and the upper-mid bathyal cluster was dominated by PD08 (13.1%, sponge exclusive to the shallower sites), with additional contributions from CAH04/CAH30 (<italic>Bathypathes</italic> spp.), PH07 (Sceptrulophora), and CAO11. Across all comparisons, <italic>Chrysogorgia</italic> sp. A (CAO11) emerged as a key taxon, distinguishing the groups.</p>
</sec>
<sec id="s3_4">
<title>Structure-forming VME habitats</title>
<p>Six high-density habitat patches were identified across five dive sites, with depths from 945&#xa0;m to 2,495 m (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>, <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>). In each, either corals or sponges visibly outnumbered other megafauna (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>), four patches being sponge-dominated, with Porifera making up 70.4% to 97.2% of the observations. The other two were coral gardens, with 5.2% of Porifera recorded at Caloosahatchee site and 25.9% at MacGregor (A). Total faunal densities within the patches were between 1.66 &#xb1; 0.75 ind/m&#xb2; on MacGregor Seamount, and 4.90 &#xb1; 1.84 ind/m&#xb2; on Caloosahatchee Seamount. The SACs for the VME habitats were not saturated, thus no morphotype richness analysis and comparison was conducted.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Summary of identified high-density patches of VME indicator species.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Habitat ID</th>
<th valign="middle" align="left">Location</th>
<th valign="middle" align="left">Mean total density [ind/m<sup>2</sup>] &#xb1; SD</th>
<th valign="middle" align="left">Number of morphotypes observed</th>
<th valign="middle" align="left">Percentage of Porifera (%)</th>
<th valign="middle" align="left">Transect length in patch [m]</th>
<th valign="middle" align="left">Habitat type</th>
<th valign="middle" align="left">Dominant taxa (&gt;25%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">D04_GA</td>
<td valign="middle" align="left">Dumbbell</td>
<td valign="middle" align="left">2.05 &#xb1; 0.49</td>
<td valign="middle" align="left">14</td>
<td valign="middle" align="right">97</td>
<td valign="middle" align="left">35</td>
<td valign="middle" align="left">Sponge aggregation</td>
<td valign="middle" align="left">PD08, PH24</td>
</tr>
<tr>
<td valign="middle" align="left">D04_GB</td>
<td valign="middle" align="left">Dumbbell</td>
<td valign="middle" align="left">3.46 &#xb1; 2.1</td>
<td valign="middle" align="left">16</td>
<td valign="middle" align="right">91</td>
<td valign="middle" align="left">32</td>
<td valign="middle" align="left">Sponge aggregation</td>
<td valign="middle" align="left">PD08, PH24</td>
</tr>
<tr>
<td valign="middle" align="left">D07_GA</td>
<td valign="middle" align="left">Corner Rise 1</td>
<td valign="middle" align="left">2.29 &#xb1; 0.9</td>
<td valign="middle" align="left">9</td>
<td valign="middle" align="right">70</td>
<td valign="middle" align="left">87</td>
<td valign="middle" align="left">Sponge aggregation</td>
<td valign="middle" align="left">PD08, CAO21</td>
</tr>
<tr>
<td valign="middle" align="left">D08_GA</td>
<td valign="middle" align="left">MacGregor</td>
<td valign="middle" align="left">1.66 &#xb1; 0.75</td>
<td valign="middle" align="left">10</td>
<td valign="middle" align="right">26</td>
<td valign="middle" align="left">73</td>
<td valign="middle" align="left">Coral garden</td>
<td valign="middle" align="left">CA01</td>
</tr>
<tr>
<td valign="middle" align="left">D08_GB</td>
<td valign="middle" align="left">MacGregor</td>
<td valign="middle" align="left">3.30 &#xb1; 1.27</td>
<td valign="middle" align="left">7</td>
<td valign="middle" align="right">96</td>
<td valign="middle" align="left">163</td>
<td valign="middle" align="left">Sponge aggregation</td>
<td valign="middle" align="left">P07, PD17</td>
</tr>
<tr>
<td valign="middle" align="left">D11_GA</td>
<td valign="middle" align="left">Caloosahatchee</td>
<td valign="middle" align="left">4.90 &#xb1; 1.84</td>
<td valign="middle" align="left">11</td>
<td valign="middle" align="right">5</td>
<td valign="middle" align="left">268</td>
<td valign="middle" align="left">Coral garden</td>
<td valign="middle" align="left">CAO39</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The relative density of Porifera is tabulated as a percentage of the summed densities of sponges and corals.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Plots of the six identified high-density patches (two adjacent patches on Dumbbell Seamount on one plot), showing the Loess-smoothed dive paths (thick grey lines) and numbers of sponges and corals observed (color-coded). Each plot also shows the slope-corrected seafloor surface area included in the plot (m<sup>2</sup>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1752067-g006.tif">
<alt-text content-type="machine-generated">Six plots show densities of coral and sponge individuals at the identified high-density habitats: Dumbbell, Corner Rise 1, MacGregor A, MacGregor B, and Caloosahatchee. Each plot has circles representing the count of Cnidaria (red) and Porifera (yellow), with larger circles indicating higher counts. The plots include arrows showing area scale in square meters. A legend explains circle size categories: 0-5, 6-20, 21-50, and 50+.</alt-text>
</graphic></fig>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Representative images of the high-density VME habitats. <bold>(A)</bold> Dumbbell Seamount sponge dominated habitat. <bold>(B)</bold> Corner Rise 1 Seamount. <bold>(C)</bold> MacGregor habitat A (steep wall) with Ci and Cii showing the two different coral morphotypes classified as CA01 (also arrow inset in C); and <bold>(D)</bold> habitat B (flat terrain). <bold>(E)</bold> Caloosahatchee Seamount coral dominated habitat. Scale bars = 50 cm. Image credit: NOAA Ocean Exploration (EX2104). Reproduced under <uri xlink:href="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0</uri> license.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1752067-g007.tif">
<alt-text content-type="machine-generated">Representative images of the high-density VME habitats showing the density and diversity. Image A displays a large white sponge and many other smaller sponges. Image B features various corals . Image C depicts stick-like corals with two different morphotypes with close-up views of the respective morphotypes. Image D presents a seabed with numerous sponges. Image E illustrates the ocean floor with several dense whip-like corals and a prominent white sponge. Each section has a scale bar for size reference.</alt-text>
</graphic></fig>
<p>No morphotype occurred or dominated exclusively across all VME habitats. Despite high overlap in morphotype composition between the designated habitats and adjacent non-habitat areas, each habitat patch harbored unique taxa absent from surrounding habitats. An NMDS ordination (k =2, stress = 0.059) showed that the assemblages within and around identified habitat patches within a site were more similar to one another than to assemblages at other sites (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary File 6</bold></xref>).</p>
</sec>
<sec id="s3_5">
<title>Dumbbell seamount</title>
<p>Two high-density patches were identified at the Dumbbell Seamount: Habitat A (at mean depth of 2,403 m and ~55 m in length) and Habitat B (at 2,366 m and ~92 m in length). They exhibited similar assemblage compositions, dominated by sponge aggregations. The most abundant taxa included an unidentified demosponge (PD08) and fan-shaped or elongated glass sponges such as <italic>Farrea</italic> sp. A (PH24). Three sponge morphotypes, PH07 (<italic>Sceptrulophora</italic> sp.), PH58 (<italic>Farrea</italic> sp. B), and PH73 (Hexactinellida), were found exclusively within the patches and not in the surrounding area.</p>
</sec>
<sec id="s3_6">
<title>Corner Rise 1 seamount</title>
<p>A single high-density patch was identified at a mean depth of 2,495 m on Corner Rise 1, spanning approximately 76&#xa0;m, and dominated by the same ground-covering demosponge (PD08) seen on Dumbbell Seamount, as well as a fan-shaped bamboo coral (CAO21). A funnel-shaped euplectellid sponge (PH36) was observed exclusively within the habitat and was absent outside.</p>
</sec>
<sec id="s3_7">
<title>MacGregor seamount</title>
<p>Two distinct patches of biogenic habitat, one extensive, were observed on MacGregor Seamount. Patch A, on a steep wall approximately 77&#xa0;m in length, starting at 1,191 m depth, was classified as a coral garden and characterized by numerous undetermined stick-like corals (CA01), along with large, bushy Antipatharian colonies. Several taxa were exclusive to this high-density patch, including corals CA01, CAO02 (<italic>Lepdisis</italic> spp.), CAO30 (<italic>Thouarella cf. grasshoffi)</italic>, CAO39 (<italic>Calyptrophora cf. clinata</italic>), and the sponge PH59 (<italic>Asconema</italic> sp.).</p>
<p>Patch B, on flat terrain at 945&#xa0;m and spanning roughly 164&#xa0;m, was dominated by bulky, undetermined sponges (P07) and bright yellow, ground-covering demosponges (PD17), both of which covered substantial areas. Interspersed among those were low densities of corals such as CAO22 (Keratoisidinae J3), CAH15 (<italic>Madrepora cf. oculata)</italic>, CAH22 (<italic>Leiopathes</italic> sp.), and CAO34-38 (including <italic>Acanthogorgia</italic> sp., <italic>Paragorgia</italic> sp., and Corallidae). <italic>Aphrocallistes</italic> sp. and Rossellidae sponges were also present.</p>
<p>The two patches - wall and flat - shared several taxa, including CAH08 (<italic>Parantipathes</italic> sp.), CAH37, and CAO33 (Plexauridae). Notably, the MacGregor site exhibited the highest distinctiveness of all those surveyed, with 18 morphotypes recorded only there.</p>
</sec>
<sec id="s3_8">
<title>Caloosahatchee seamount</title>
<p>The Caloosahatchee site at 1,225 m hosted the second coral garden observed, extending continuously for approximately 387&#xa0;m. It was dominated by primnoid corals, particularly <italic>Thouarella cf. grasshoffi</italic> (CAO30). Five coral taxa were exclusive to the high-density patch: CAH04 and CAH30 (<italic>Bathypathes</italic> sp.), CAH20 (<italic>Enallopsammia cf. rostrata</italic>), CAH35, and CAO42 (<italic>Iridogorgia cf. frontalis</italic>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>This study provides a first description of deep-sea coral and sponge communities across eight of the CRS, establishing depth as the most important environmental correlate of assemblage structure and confirming the presence of high-density patches of structure-forming taxa which meet international criteria for VMEs. These findings advance the ecological framework for CRS management and may support upcoming reviews of seamount protection measures.</p>
<sec id="s4_1">
<title>Depth and connectivity as a structuring agent for benthic communities on the Corner Rise seamounts</title>
<p>While the clustering of the sites into three distinct groups initially suggested a longitudinal biogeographic zonation, depth was the sole statistically significant driver, the appearance of an east&#x2013;west trend perhaps arising from the distribution of the selected dive sites in relation to their surrounding water masses. Uniform sampling across the full CRS depth range would be needed to fully describe the zonation. Assemblage composition did not change steadily with depth, as might be expected if distance from the surface or water pressure was the primary control. Rather, there was a marked transition between the upper-mid bathyal and lower bathyal groups at about 2,000 m depth, suggestive of the influence of layered water masses.</p>
<p>The depths of the MacGregor, Caloosahatchee and Yakutat sites placed them in the North Atlantic&#x2019;s complex Intermediate Layer (<italic>sensu</italic><xref ref-type="bibr" rid="B23">Liu and Tanhua, 2021</xref>). During the fieldwork, that underlay the prominent oxygen minimum, centered around 800&#xa0;m depth (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>) within Eastern North Atlantic Central Water (<italic>sensu</italic><xref ref-type="bibr" rid="B23">Liu and Tanhua, 2021</xref>). The shallowest dive sites reached depths where that water mass was mixed into the Intermediate Waters. Around the CRS, those are primarily derived from Subarctic Intermediate Water (itself formed by sinking of Warm Slope Water along the northern side of the North Atlantic Current: <xref ref-type="bibr" rid="B23">Liu and Tanhua, 2021</xref>), perhaps with an admixture of Mediterranean Water, which by some definitions penetrates even so far to the westward (<xref ref-type="bibr" rid="B39">Samborskaia et&#xa0;al., 2025</xref>).</p>
<p>In contrast, the deeper sites were bathed by the upper North Atlantic Deep Water &#x2013; formed by mixing in the Irminger Sea of, primarily, Labrador Sea Water (LSW) and Iceland-Scotland Overflow Water that had passed the Mid-Atlantic Ridge through the Gibbs Fracture Zone (<xref ref-type="bibr" rid="B23">Liu and Tanhua, 2021</xref>; <xref ref-type="bibr" rid="B14">Henry et&#xa0;al., 2024</xref>). Still deeper, below about 3,000 m, the lower North Atlantic Deep Water contains a higher proportion of Denmark Strait Overflow Water and correspondingly less LSW, while there is an increasing admixture of Antarctic Bottom Water (termed Northeast Atlantic Bottom Water by <xref ref-type="bibr" rid="B23">Liu and Tanhua (2021)</xref>). At the depth of the Rockaway Seamount site, the contribution of the latter approaches 50% (<xref ref-type="bibr" rid="B23">Liu and Tanhua, 2021</xref>) &#x2013; consistent with the observed temperature (~2.2&#xb0;C) and salinity (~34.8 PSU).</p>
<p>Similar apparent associations between coral assemblages and water masses have recently been reported from around the Azores, in mid-Atlantic (<xref ref-type="bibr" rid="B45">Taranto et&#xa0;al., 2023</xref>), and from the North American continental margin, near the end of the New England Seamount Chain (<xref ref-type="bibr" rid="B35">Rakka et&#xa0;al., 2025</xref>). In the latter area, <xref ref-type="bibr" rid="B35">Rakka et&#xa0;al. (2025)</xref> noted that aragonite corals were found at depths bathed by higher-salinity North Atlantic Central Water, whereas calcite corals occurred at both lesser and greater depths, in lower-salinity waters of northern origins. In contrast, all assemblages observed on the CRS immersed in layers of similar salinity. Thus, horizontal connectivity, mediated by regional currents, and constraints on vertical dispersal of gametes and larvae, imposed by density differences between water masses, may dominate in structuring the observed zonation through recruitment (cf. <xref ref-type="bibr" rid="B53">Wang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B62">Yearsley et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B33">Patova et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B35">Rakka et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B43">Taboada et&#xa0;al., 2025</xref>).</p>
<p>Beta diversity among coral and sponge communities was high, and most dissimilarity was driven by species turnover rather than nestedness. This indicates that species composition varies substantially across sites, with species replacement rather than simple loss of taxa driving community differences. Such high turnover is consistent with the observed strong environmental structuring. Similar patterns have been observed in other deep-sea seamount systems, where turnover dominates beta diversity and contributes to high regional diversity (e.g., <xref ref-type="bibr" rid="B47">Victorero et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B45">Taranto et&#xa0;al., 2023</xref>).</p>
<p>Nevertheless, sampling effort varied among seamounts, with most sites represented by a single ROV dive, which necessarily limits the ability to assess species uniqueness and completeness at individual features. Species accumulation curves did not reach an asymptote, indicating that additional sampling would likely reveal further taxa, including potentially rare or locally restricted species. As a result, we avoid overinterpreting differences in species richness among seamounts and focus instead on broader community structure, habitat-forming taxa, and depth-related patterns that are robust to sampling intensity. Despite these limitations, the observed densities of VME indicator taxa and the consistency of assemblage patterns across depth zones provide strong evidence for the ecological significance of the Corner Rise seamounts and support their consideration for precautionary protection.</p>
</sec>
<sec id="s4_2">
<title>Characterization of high-density VME indicator habitats</title>
<p>We confirmed the presence of six high-density patches on the CRS, at depths from 945&#xa0;m to 2,495 m, each extending over at least 25 m&#xb2; - an extent matching the OSPAR guideline for identifying coral gardens (<xref ref-type="bibr" rid="B32">OSPAR Commission, 2010</xref>). The densities in those patches, 1.7 and 4.9 colonies per m&#xb2; in coral gardens and 2.3 - 3.5 colonies per m&#xb2; in sponge-dominated patches, were previously reported ranges. Coral gardens in UK waters average 1&#x2013;9 colonies per m&#xb2; (<xref ref-type="bibr" rid="B13">Henry and Roberts, 2014</xref>), while single-species gardens on the Mid-Atlantic Ridge reach maximum reported densities of 0.3 colonies per m&#xb2; (<xref ref-type="bibr" rid="B26">Morato et&#xa0;al., 2021</xref>). The glass sponge <italic>Pheronema carpenteri</italic> has been found in aggregations of up to 1.53 m<sup>-</sup>&#xb2; on the Goban Spur (<xref ref-type="bibr" rid="B16">Hughes and Gage, 2004</xref>), but 15 individuals per m&#xb2; have been observed in the geodiid sponge grounds on Sackville Spur (<xref ref-type="bibr" rid="B4">Beazley et&#xa0;al., 2015</xref>). In North Pacific seamount habitats, coral and sponge densities of up to 20 individuals per m&#xb2; have been reported, though most identified patches had 2&#x2013;3 individuals per m&#xb2; (<xref ref-type="bibr" rid="B6">Beckmann et&#xa0;al., 2025</xref>).</p>
<p>Several of the taxa present are recognized VME indicators, including <italic>Thouarella cf. grasshoffi, Paragorgia</italic> spp. and Rossellidae sponges. <xref ref-type="bibr" rid="B12">FAO (2009)</xref> established criteria for identifying VMEs (Uniqueness or Rarity, Functional Significance of the Habitat, Fragility, Structural Complexity, and Life-History Traits, including slow growth, late maturity and low fecundity) which are met by many of our identified sponges and corals. On the CRS, we identified several VME coral taxa, such as <italic>Enallopsammia rostrata, Madrepora oculata, Leiopathes</italic> sp.<italic>, Metallogorgia melanotrichos, Swiftia</italic> and <italic>Thouarella grasshoffi.</italic> Among the sponges, <italic>Hertwigia</italic> and <italic>Farrea</italic> build large complex structures, and <italic>Aphrocallistes vastus</italic>, a common species across the Atlantic, can form deep-water reefs (<xref ref-type="bibr" rid="B2">Austin et&#xa0;al., 2009</xref>).</p>
<p>Species compositions inside and around the CRS habitat patches did not differ significantly, hence the corals and sponges there do not form distinct high-density assemblages but simply dense aggregations of species already present across the broader seafloor. Thus, local availability of key resources, such as substrate and nutrients, appears to drive the formation of dense aggregations.</p>
<p>Our approach offers a means of reducing subjectivity in the identification of VMEs. Others have used kernel density estimation analyses to identify significant concentrations of VME Indicator taxa from research vessel trawl catches (<xref ref-type="bibr" rid="B19">Kenchington et&#xa0;al., 2014</xref>) and from underwater video (<xref ref-type="bibr" rid="B25">Meyer et&#xa0;al., 2019</xref>). The latter used kernel density estimates to visualize the spatial patterns of the most prominent megafauna, demersal fish, and skate egg cases on the summit of Schulz Bank (Arctic Mid-Ocean Ridge) to identify areas of dense aggregation within the sampled area. <xref ref-type="bibr" rid="B38">Rowden et&#xa0;al. (2020)</xref> and <xref ref-type="bibr" rid="B4">Beazley et&#xa0;al. (2015)</xref> each identified density thresholds where the abundance of a structure-forming taxon increased the diversity of associated species. <xref ref-type="bibr" rid="B38">Rowden et&#xa0;al. (2020)</xref> developed a quantitative approach to determine a density threshold of VME indicator taxa above which a VME was determined to be present, to be used with predictive distribution models on seamounts in the South Pacific. <xref ref-type="bibr" rid="B4">Beazley et&#xa0;al. (2015)</xref> used gradient forest analyses on imagery data collected from photographic transects in the northwest Atlantic to identify the structure-forming VME sponge density which elicited the largest turnover in megafaunal community composition indicative of an increase in biodiversity. Less quantitative approaches have been used by ICES, which endorses a somewhat circular and subjective definition of &#x2018;VME habitats&#x2019; which are &#x2018;records for which there is unequivocal evidence for a VME, e.g. ROV observations of a coral reef&#x2019; (<xref ref-type="bibr" rid="B17">ICES, 2016</xref>) leaving open the question of spatial scale. We suggest that the criteria used herein offer a quantitative basis for identification of VMEs from video observations that does not require full image analyses of associated species and are less computationally demanding than kernel density estimation.</p>
</sec>
<sec id="s4_3">
<title>Regional context</title>
<p>Our study builds upon this framework by extending geographic and depth coverage across a larger number of CRS seamounts (n = 8), reaching depths of ~4,100 m - considerably deeper than the ~2,400 m maximum in the previous studies - and resolving a clearer depth-stratified east&#x2013;west structure not previously reported for this region.</p>
<p>Comparisons of the taxa recorded on the two seamount chains suggest both parallels and regional divergences. The deeper sampling at CRS naturally revealed taxa absent from New England Seamounts (NES) surveys, including the black coral <italic>Abyssopathes</italic> and <italic>Umbellula</italic> sea pens at ~4,100 m on Rockaway Seamount. At depths around 1,800 m, where the two seamount chains may be connected by transport in the Subarctic Intermediate Water, the assemblages at CRS sites such as Yakutat and Castle Rock overlap with those reported from NES seamounts like Balanus and Retriever. Shared taxa include the corals <italic>Candidella imbricata</italic>, <italic>Metallogorgia melanotrichos</italic>, and <italic>Iridogorgia magnispiralis</italic>, along with sponges such as <italic>Hertwigia</italic> spp. and <italic>Farrea</italic> spp. Conversely, <italic>Lophelia pertusa</italic>, sea pens and the hexactinellid sponge <italic>Bolosoma</italic>, which were reported from NES, were not observed on CRS. Their absence may reflect dispersal limitations or other environmental differences between the seamount chains. Future studies combining particle-tracking models with population genomic data will be critical to test connectivity hypotheses (e.g., <xref ref-type="bibr" rid="B44">Taboada et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B33">Patova et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B43">Taboada et&#xa0;al., 2025</xref>), with candidate species including <italic>Metallogorgia melanotrichos</italic>, <italic>Enallopsammia rostrata</italic>, and potentially novel <italic>Hertwigia</italic> spp. from CRS and NES. To support these efforts, further taxonomic work is urgently needed. Several morphotypes recorded at CRS could not be confidently assigned to known taxa, as specimen collection was limited. Integrating morphological, molecular, and image-based approaches will be key to resolving cryptic diversity and generating reference-quality datasets. A strengthened taxonomic baseline will not only advance biodiversity science and biogeographic modeling but also improve the identification of VME indicator taxa - crucial for conservation management in under-surveyed regions such as the Corner Rise seamounts.</p>
<p>Comparisons of sponge diversity remain particularly constrained by differences in taxonomic resolution and methodology. While <xref ref-type="bibr" rid="B20">Lapointe et&#xa0;al. (2020b)</xref> identified numerous sponge taxa, many were reported under unique vernacular labels without accompanying image databases, limiting cross-study validation, and highlighting the need for image-supported reference collections.</p>
</sec>
<sec id="s4_4">
<title>Management implications</title>
<p>The cross-jurisdictional position of the CRS and NES chains illustrates the need for cooperative conservation measures in ABNJ. The BBNJ agreement may provide the space for such discussions to take place. We also note that while bottom-fishing can cause significant adverse impacts to VMEs on seamounts (<xref ref-type="bibr" rid="B51">Waller et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B22">Lapointe et&#xa0;al., 2020a)</xref>, other anthropogenic threats such as deep-sea mining (<xref ref-type="bibr" rid="B54">Washburn et&#xa0;al., 2023</xref>) must also be addressed. Fora such as the BBNJ would allow for such cross-sectoral discussions.</p>
<p>While NAFO had previously identified the presence of VME Indicators to 4,000 m (<xref ref-type="bibr" rid="B50">Waller et&#xa0;al., 2021</xref>), our study establishes the presence of VMEs to depths of 2,495 m on the CRS, while indicator taxa were found broadly along our transects, outside the high-density patches. Such scattered individuals and colonies may make significant contributions to connectivity, providing &#x2018;stepping stone&#x2019; links mediated by dispersal (<xref ref-type="bibr" rid="B52">Wang et&#xa0;al., 2024</xref>). Thus, our results strongly support the continuation of the current NAFO protections beyond 2027. Further, although no review of VME within the WECAFC area has been scheduled, we recommend that the Commission maintains and strengthens its decisions concerning protection of the CSR. In particular, Caloosahatchee Seamount harbors high-density coral gardens, including VME-designated octocorals such as <italic>Iridigorgia cf. frontalis</italic> and <italic>Calyptrophora cf. clinata</italic>, while Dumbbell Seamount has dense sponge aggregations (mostly <italic>Farrea</italic> sp.), which meet VME criteria as reef-forming, disturbance-sensitive taxa, as well as several corals (e.g. <italic>Chrysogorgia cf. tricaulis</italic>).</p>
<p>Although we have recorded many taxa that meet <xref ref-type="bibr" rid="B12">FAO&#x2019;s (2009)</xref> criteria for VME indicators on the CDS, none of them are listed as Indicator Species by NAFO (Annex I.E.). The Organization&#x2019;s list is heavily biased towards species present on the existing fishing grounds within the NAFO regulatory area, where they may be encountered by commercial gears. We therefore recommend that NAFO generate a separate list of VME Indicator Taxa associated with the CRS and NES, so that future proposals for exploratory fishing can better anticipate potential VME encounters.</p>
<p>Advanced technologies have expanded our ability to explore the deep sea, and are generally targeted to scientific investigations that generate the foundational knowledge required for adaptive and evidence-based management. These efforts are essential not only for locating VMEs but also for understanding biodiversity patterns that underpin ecosystem function and resilience. While much of the CSR and NES remain unexplored, it will be critical for any exploratory fishing that might be permitted to conduct meaningful impact assessments.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusion</title>
<p>This study advances our understanding of the deep-sea biogeography on the CRS by: (1) demonstrating that depth, associated with water mass, is the primary driver of coral and sponge community structure; and (2) identifying six high-density VME habitats that meet FAO criteria and share species pools with adjacent areas. Our results provide further scientific support for the continued protection of the CRS and NES seamounts in both NAFO and WECAFC and serve to inform future reviews of VME protection measures. Also, future surveys with increased spatial replication will be essential to fully resolve patterns of species uniqueness and connectivity across the Corner Rise seamounts. We further highlight the need for a regionally relevant list of VME indicator taxa for this region, given that exploratory fishing is possible under the current management arrangements in NAFO and that WECAFC closed areas are not binding.</p>
</sec>
</body>
<back>
<sec id="s6" 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://zenodo.org/records/18171047">https://zenodo.org/records/18171047</uri>.</p></sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The fieldwork referenced in this study was conducted and funded by NOAA Ocean Exploration; data analysis was conducted by the University of Gothenburg. While this study is based on video analysis and does not contain animal experiments, some physical specimens were collected during the field work. All samples were collected as part of this field work under CITES permit # 21US07208E/9, issued to Kasey Cantwell, NOAA Ocean Exploration, and were processed using methods for invertebrates approved by the Smithsonian Institution, as outlined in the NOAA Ocean Exploration Sampling Procedures Manual (doi: <ext-link ext-link-type="uri" xlink:href="https://repository.library.noaa.gov/view/noaa/60804">10.25923/x741-bj60</ext-link>). The scientific results and conclusions, as well as any views or opinions expressed herein, are those of the author(s) and do not necessarily reflect the views of NOAA or the Department of Commerce. Any use of trade, product, or company names is for descriptive purposes of the methodology used only and does not imply endorsement by NOAA or the U.S. Government.</p></sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>LB: Writing &#x2013; original draft, Formal analysis, Visualization, Conceptualization, Validation, Investigation, Methodology, Writing &#x2013; review &amp; editing, Data curation. LE: Methodology, Investigation, Writing &#x2013; review &amp; editing. EK: Writing &#x2013; review &amp; editing, Methodology, Conceptualization, Supervision. RW: Supervision, Conceptualization, Resources, Funding acquisition, Writing &#x2013; review &amp; editing.</p></sec>
<ack>
<title>Acknowledgments</title>
<p>We thank the crew of the <italic>NOAA Ship Okeanos Explorer</italic> and the EX2104 science team for their exceptional efforts in data collection during the 2021 expedition to the Corner Rise seamounts. Special thanks are due to the taxonomic experts who generously shared their knowledge in real time through the expedition&#x2019;s live commentary and chat, enabling accurate morphospecies identification: Tina Molodtsova, Les Watling, Scott France, Chris Kelly, Megan Putts, James Awbrey, Upasana Ganguly, and Kelsey Viator. We also acknowledge NOAA Ocean Exploration for facilitating data access and the Okeanos Explorer and Global Foundation for Ocean Exploration teams for operational support. Data were collected during the NOAA Ocean Exploration expedition <italic>EX2104: North Atlantic Stepping Stones</italic>, and are publicly available through the NOAA National Centers for Environmental Information (NCEI) and the NOAA Ocean Exploration program (<ext-link ext-link-type="uri" xlink:href="https://oceanexplorer.noaa.gov">https://oceanexplorer.noaa.gov</ext-link>). Thanks to Dr. T.J. Kenchington, Bedford Institute of Oceanography for comments on the late draft and help with the oceanographic data interpretation. We also thank the two reviewers for their constructive and helpful comments.</p>
</ack>
<sec id="s10" 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="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</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="s12" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
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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/138056">Manuel Maldonado</ext-link>, Spanish National Research Council (CSIC), Spain</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/345751">Angelo Fraga Bernardino</ext-link>, Federal University of Espirito Santo, Brazil</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1240875">Chunsheng Wang</ext-link>, Ministry of Natural Resources, China</p></fn>
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