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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2023.1094283</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Community structure along the Western Antarctic continental shelf and a latitudinal change in epibenthic faunal abundance assessed by photographic surveys</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Grimes</surname>
<given-names>Candace J.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/791301"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Donnelly</surname>
<given-names>Kyle</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2190451"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ka</surname>
<given-names>Cheikhouna</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Noor</surname>
<given-names>Nusrat</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2176878"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mahon</surname>
<given-names>Andrew R.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/134546"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Halanych</surname>
<given-names>Kenneth M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2162570"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Center for Marine Science, University of North Carolina Wilmington</institution>, <addr-line>Wilmington, NC</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Biological Sciences, Auburn University</institution>, <addr-line>Auburn, AL</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Biology, Central Michigan University</institution>, <addr-line>Mount Pleasant, MI</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Paris Vasileios Stefanoudis, University of Oxford, United Kingdom</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Alec Aitken, University of Saskatchewan, Canada; Santiago E. A. Pineda Metz, Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research (AWI), Germany</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Candace J. Grimes, <email xlink:href="mailto:CGrimes1327@gmail.com">CGrimes1327@gmail.com</email>; Kenneth M. Halanych, <email xlink:href="mailto:HalanychK@uncw.edu">HalanychK@uncw.edu</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Deep-Sea Environments and Ecology, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1094283</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>03</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Grimes, Donnelly, Ka, Noor, Mahon and Halanych</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Grimes, Donnelly, Ka, Noor, Mahon and Halanych</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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.</p>
</license>
</permissions>
<abstract>
<p>The Southern Ocean&#x2019;s continental shelf communities harbor high benthic biodiversity. However, most census methods have relied on trawling or dredging rather than direct observation. Benthic photographic and videographic transect surveys serve a key role in characterizing marine communities&#x2019; abundance and diversity, and they also provide information on the spatial arrangement of species within a community. To investigate diversity and abundance in Southern Ocean benthic communities, we employed photographic transects during cruises aboard the <italic>RVIB Nathanial B. Palmer</italic> (November 2012) and the <italic>ASRV Laurence M. Gould</italic> (February 2013). One kilometer long photographic transects were conducted at 8 sites along 6,000 km of Western Antarctica from the tip of the Antarctic Peninsula to the Ross Sea from which epifaunal echinoderms, tunicates, arthropods, cnidarians, poriferans, and annelids were identified and counted allowing estimations of biodiversity. Our results do not support a latitudinal trend in diversity, but rather a decrease in abundance of macrofaunal individuals at higher latitude sites. All communities sampled on the Western Antarctic shelf were primarily dominated by ophiuroids, pycnogonids, holothuroids, and demosponges. However, the most abundant taxon across all sites was <italic>Ophionotus victoriae</italic>, followed by the symbiotic partners <italic>Iophon</italic> sp. (demosponge) and <italic>Ophioplinthus</italic> spp. (ophiuroid). Data also confirm that the Southern Ocean is composed of discretely unique benthic communities. These results provide critical understanding of the current community structure and diversity serving as a baseline as the Antarctic continental shelf changes due to rising ocean temperatures, climate change, and collapse of large ice sheets.</p>
</abstract>
<kwd-group>
<kwd>Antarctica</kwd>
<kwd>benthic biodiversity</kwd>
<kwd>photographic surveys</kwd>
<kwd>invertebrates</kwd>
<kwd>community structure</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="64"/>
<page-count count="12"/>
<word-count count="6210"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Waters surrounding the Western Antarctic region house great faunal abundance, richness, and diversity. Although over 8,000 invertebrate species have been described from the Southern Ocean, an estimated 17,000-20,000 invertebrate species may exist there (<xref ref-type="bibr" rid="B28">Gutt et&#xa0;al., 2004</xref>) with the highest diversity reported in the Western Antarctic (<xref ref-type="bibr" rid="B29">Gutt and Starmans, 1998</xref>; <xref ref-type="bibr" rid="B21">Grange and Smith, 2013</xref>; <xref ref-type="bibr" rid="B51">Pineda-Metz et&#xa0;al., 2019</xref>). A similar situation exists on Arctic continental shelves, where species diversity is under described in large part due to inaccessibility caused by ice (<xref ref-type="bibr" rid="B48">Piepenburg et&#xa0;al., 2011</xref>). Although the Antarctic marine continental shelf biome is sometimes considered one ecoregion, there is considerable variation in the physical environment which can affect organismal distribution and abundance (<xref ref-type="bibr" rid="B13">Convey and Peck, 2019</xref>), ultimately impacting community structure. Through photo/video transects, bottom trawls, and box cores, previous research on the Antarctic shelf has revealed great diversity (<xref ref-type="bibr" rid="B27">Gutt et&#xa0;al., 2013</xref>) and abundance of epifaunal invertebrates (e.g. <xref ref-type="bibr" rid="B16">Dayton et&#xa0;al., 1974</xref>; <xref ref-type="bibr" rid="B23">Grebmeier and Barry, 1991</xref>; <xref ref-type="bibr" rid="B20">Gerdes et&#xa0;al., 1992</xref>; <xref ref-type="bibr" rid="B29">Gutt and Starmans, 1998</xref>; <xref ref-type="bibr" rid="B59">Sumida et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B21">Grange and Smith, 2013</xref>; <xref ref-type="bibr" rid="B52">Post et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B51">Pineda-Metz et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B14">Cummings et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B64">Zwerschke et&#xa0;al., 2022</xref>). These studies describe high numbers of ophiuroids, holothuroids, sponges, cnidarians, and annelids. Similar to destructive techniques, non-destructive imaging technologies (or SCUBA at shallow depths) can accurately characterize spatial relationships and communities of epifaunal species (<xref ref-type="bibr" rid="B49">Pineda-Metz and Gerdes, 2018</xref>; <xref ref-type="bibr" rid="B14">Cummings et&#xa0;al., 2021</xref>). Previous work in continental shelf regions of the Southern Ocean has revealed more sea cucumbers, urchins, and anthozoans near the Western Antarctic Peninsula and higher numbers of brittle stars and sponges in the Ross Sea (<xref ref-type="bibr" rid="B3">Barry et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B59">Sumida et&#xa0;al., 2008</xref>). Unlike the Arctic Ocean, where a latitudinal diversity hypothesis is supported, the Southern Ocean has thus far shown little support for a latitudinal decrease in diversity (<xref ref-type="bibr" rid="B22">Gray, 2001</xref>; <xref ref-type="bibr" rid="B12">Clarke et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B2">Aronson et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B24">Griffiths, 2010</xref>).</p>
<p>Around the continent, seawater temperature, salinity, and pH remain relatively constant. Antarctic waters are some of the most thermally stable environments on the planet varying on average roughly 1 &#xb0;C (<xref ref-type="bibr" rid="B9">Clarke, 1988</xref>; <xref ref-type="bibr" rid="B1">Arntz et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B50">Pineda-Metz et&#xa0;al., 2020</xref>). As a result, many organisms in the region are stenothermic, being only able to live in a narrow temperature range (<xref ref-type="bibr" rid="B9">Clarke, 1988</xref>; <xref ref-type="bibr" rid="B1">Arntz et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B2">Aronson et&#xa0;al., 2009</xref>). Close to the edge of the continental shelf however, there are sources of environmental variation (<xref ref-type="bibr" rid="B31">Hellmer et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B36">Isla and Gerdes, 2019</xref>), such as regions where relatively warm water from the circumpolar deep water (CDW) currents are pushed onto the shelf (e.g., in the Bellingshausen Sea; see <xref ref-type="bibr" rid="B53">Ruan et&#xa0;al., 2021</xref>) resulting in different environmental zones (e.g., increased temperature, decreased oxygen) that might harbor distinct benthic communities. Variations in physical ocean characteristics offer insight to faunal diversity, distribution, and abundance in the Western Antarctic (<xref ref-type="bibr" rid="B30">Halanych and Mahon, 2018</xref>). Along with the direct influence of CDW influencing physical water parameters, CDW intrusion is currently understood to be an important driver in accelerated melting rates of sea ice (<xref ref-type="bibr" rid="B37">Jacobs and Comiso, 1997</xref>; <xref ref-type="bibr" rid="B58">Stern et&#xa0;al., 2013</xref>). In the spring time, CDW intrusion effects coupled with higher temperatures cause an annual melting of sea ice (<xref ref-type="bibr" rid="B17">De Jong et&#xa0;al., 2015</xref>). Upon sea ice melt in the spring and summer months, iron is released into the water column leading to an annual influx which is an important trigger for phytoplankton blooms that increases primary production, likely influencing the local benthic community (<xref ref-type="bibr" rid="B37">Jacobs and Comiso, 1997</xref>; <xref ref-type="bibr" rid="B17">De Jong et&#xa0;al., 2015</xref>). Due to the complex oceanography of the region however, mechanisms that cause variation in CDW intrusions annually and inter-annually are poorly understood (<xref ref-type="bibr" rid="B46">Morrison et&#xa0;al., 2020</xref>). In the Ross Sea, strong winds in the spring time can create a large area devoid of sea ice, also known as a polynya, which promotes phytoplankton growth (<xref ref-type="bibr" rid="B57">Smith and Gordon, 1997</xref>). Predictions of ocean warming driven by climate change threaten the thermal stability of this region, which may lead to detrimental effects on abundance and fitness of regional benthic fauna (<xref ref-type="bibr" rid="B12">Clarke et&#xa0;al., 2007</xref>). The warming and freshening of Southern Ocean waters may stress organisms both thermally and nutritionally. Warmer waters can directly affect organismal homeostasis, but these warmer waters also have the potential to alter the quantity and quality of detrital nutrients reaching the seafloor (<xref ref-type="bibr" rid="B63">Wu et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B19">Fern&#xe1;ndez-Gonz&#xe1;lez et&#xa0;al., 2022</xref>). These potential effects may stress organisms and drastically impact the local diversity and abundance of organisms (<xref ref-type="bibr" rid="B50">Pineda-Metz et&#xa0;al., 2020</xref>). In addition, phytoplankton blooms stimulated by upwelling, ice-melt, or iron influx from warm water intrusions have been described in Western Antarctica and result in decreased oxygen levels as the phytoplankton decompose (<xref ref-type="bibr" rid="B18">Deppeler and Davidson, 2017</xref>; <xref ref-type="bibr" rid="B61">Tripathy and Jena, 2019</xref>). In many cases, these environmental factors are influenced by global climate change (<xref ref-type="bibr" rid="B13">Convey and Peck, 2019</xref>), further necessitating study and characterization of benthic communities as they experience such variation.</p>
<p>In this study, our goal was to describe epifaunal communities across 6,000km of the Western Antarctic continental shelf, beginning near the tip of the peninsula continuing west, and correlate potential environmental drivers to benthic macrofauna dominance through the use of benthic photographic transects (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). We expected to see a higher diversity and abundance of epifauna in sites with harder substrates (pebbles and cobbles) and phytodetritus because they provide a stable point of attachment and sustenance, respectively (<xref ref-type="bibr" rid="B52">Post et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B26">Gutt et&#xa0;al., 2019</xref>). Additionally, we hypothesized a greater relative abundance of brittle stars and sea cucumbers on softer sediments due to their feeding and burrowing behaviors. Understanding environmental influences on communities gives the scientific community valuable insight into how the Western Antarctic (WA) benthos, and the Antarctic ecosystem as a whole, could react to global climate change. Moreover, studies such as this help fill research gaps in global marine communities so latitudinal trends can be better understood.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Examples of organismal diversity from each of the sites: <bold>(A)</bold> Montravel Rock, <bold>(B)</bold> Recovitza Island, <bold>(C)</bold> Seymour Island, <bold>(D)</bold> Bellingshausen, <bold>(E)</bold> Wright&#x2019;s Gulf, <bold>(F)</bold> Eastern Amundsen, <bold>(G)</bold> Near Ross Sea, <bold>(H)</bold> Mid Ross Sea. Macrofaunal identifications are: aa = <italic>Astrotoma agassizii</italic>, ab2 = <italic>Abatus</italic> sp. 2, bs = <italic>Bathyplotes</italic> sp. 1, cn19 = cnidarian 19, likely <italic>Umbellula</italic> sp., cn31 = cnidarian 31, likely <italic>Primnoella</italic> sp., echinoid 2 = echinoid 2, ho2 = holothurian 2, oi = <italic>Ophioplinthus</italic> spp. and <italic>Iophon</italic> sp. symbiosis, op2 =ophiuroid 2, op13 = ophiuroid 13, op14 = ophiuroid 14, ov = <italic>Ophionotus victoriae</italic>, pk = <italic>Promachocrinus kerguluensis</italic>, po6 = porifera 6, po13 = porifera 13, py2 = pychnogonid 2, and tu8 = tunicate 8.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1094283-g001.tif"/>
</fig>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<p>During cruise NBP 12-10 aboard the <italic>RVIB Nathanial B. Palmer</italic> (NBP) and cruise LMG 13-12 on the <italic>ASRV Laurence M. Gould</italic> (LMG) along Western Antarctica between 2012-2013, photographic transects were conducted <italic>via</italic> a downward facing camera setup known as the &#x2018;Yoyo&#x2019; camera (<xref ref-type="bibr" rid="B56">Smith et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B21">Grange and Smith, 2013</xref>). The Yoyo camera consists of a steel frame supporting a digital camera (10.2 megapixel, 20mm, Nikon D-80 Camera) and two parallel red lasers 10cm apart (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). The unit is fitted with a transmissometer and audible contact that triggers a switch and takes the photo of the seafloor from ~2.5m above (<xref ref-type="bibr" rid="B21">Grange and Smith, 2013</xref>) imaging an approximately 3m<sup>2</sup> area. The camera unit is repeatedly raised and lowered, hence the yo-yo name, to take multiple images across a transect as the ship moves at approximately 1 knot. Photos were color corrected and white balanced, as well as cropped to the central 135cm x 135cm section, which included the two red laser dots (a scale-bar representing 10 cm on the benthos), to reduce edge effects. Flat and relatively drop stone-free sites were selected based on overall topography to facilitate subsequent organismal collections by Blake Trawl (speed = 1 knot with variable tow durations dependent on tension) to support taxonomic identifications. As a result, sites tended to lack relief and had soft sand and/or pebble bottoms. In this study, photographic data were collected for 1 km long transects between 301-731m depth at 8 sites from the tip of the Western Peninsula to the Ross Sea (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). Site position and distance from the mainland were collected <italic>via</italic> Geographic Positioning System (GPS) to include latitude and longitude as potential factors for analysis.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>
<bold>(A)</bold> Photograph of the Yoyo camera set up entering the water (Photo by Alex Brett). The weight and contact plate hang down ~2.5m so the images are all taken from the same height above the seafloor. <bold>(B)</bold> Map of sampling sites with community composition shown with pie charts.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1094283-g002.tif"/>
</fig>
<p>For each transect, benthic environmental data was collected <italic>via</italic> a Sea-Bird CTD system, providing water column information from the sea surface to the seafloor once per site (Data available at <ext-link ext-link-type="uri" xlink:href="https://www.marine-geo.org">https://www.marine-geo.org</ext-link>: NBP 12-10 doi 10.7284/901177 and LMG 13-12 doi 10.7284/901981). We included maximum fluorescence from the CTD cast in the euphotic zone as a proxy for primary productivity. Sea ice cover and lack of fine-scale satellite coverage across the transect prevented obtaining long-term productivity estimates <italic>via</italic> satellite imagery. Maximum sea ice coverage for each site was gathered from the National Snow and Ice Data Center (<xref ref-type="bibr" rid="B7">NSIDC, 2023</xref>). For each cropped and color-corrected photo, the substrate was classified as sandy, sandy with pebbles (stones &lt; 5cm), or sandy with pebbles and cobble (stones 5-50cm) and examined as a parameter to determine community differences between substrate types. If pebbles and cobbles covered more than 5cm<sup>2</sup>, then the photo was no longer classified as sandy, instead it was classified as 'sand and pebbles' or 'sand, pebbles, and cobbles', respectively. In addition to the substrate characterization, we also scored whether phytodetritus on the seafloor was present (i.e., visibly covered more than 5 cm<sup>2</sup>: <xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1E, F</bold>
</xref>). Highly collinear variables (|r| &#x2265; 0.80: distance from mainland) were removed from analysis, and trends in abiotic data collected were elucidated <italic>via</italic> principal component analysis (PCA).</p>
<p>During the 1 km transect at each site, 101-323 photos were taken roughly every 5-10 m. Subsequently, photos were filtered to remove images with substantial turbidity, overlap between photos or poor photo quality. Of the remaining images, 50 photos were randomly selected and analyzed per site to represent the 1 km-long transects following the protocol of <xref ref-type="bibr" rid="B21">Grange and Smith (2013)</xref> to allow compatibility. Images were analyzed to identify organismal morphotypes and all morphotypes were assigned to the lowest taxonomic classification possible. For purposes of our analyses, species were also binned into higher taxonomic categories including Annelida, Ascidiacea, Malacostraca, Pycnogonida, Anthozoa, Staurozoa, Asteroidea, Crinoidea, Echinoidea, Holothuroidea, Ophiuroidea, Brachiopoda, Cephalopoda, Gastropoda, Demospongiae, and Hexactinellida. Benthic epifaunal invertebrates were assigned to the &#x201c;Miscellaneous&#x201d; group if identification was not possible (e.g., due to viewing angle or obstruction). Colonial fauna were included as individuals if substrate was visible between the zooids. Statistical analyses were run both with and without the miscellaneous group to account for all organisms distinguishable on the bottom, but our primary outcomes were not significantly impacted by the presence of the miscellaneous category (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data</bold>
</xref>). Species richness (<xref ref-type="bibr" rid="B41">Margalef, 1958</xref>), Pielou&#x2019;s evenness (<xref ref-type="bibr" rid="B47">Pielou, 1966</xref>), and diversity indices (<xref ref-type="bibr" rid="B54">Shannon, 1948</xref>; <xref ref-type="bibr" rid="B55">Simpson, 1949</xref>) were calculated and compared. Infauna, meiofauna, tube-dwelling annelids (such as chaetopterids) and other taxa (e.g., Bryozoa and Hydrozoa) were not included in the study due to the difficult nature of identifying species/morphotypes based on surface evidence and photo resolution.</p>
<p>Rare taxa that were found at only one or two sites were removed from community analysis. Abundance data for remaining taxa in each photo were 4th-root transformed to reduce the impact of species dominance by a few select species. Then, faunal assemblages were visualized with a distance-based redundancy analysis (dbRDA) based on calculations of a zero-adjusted Bray-Curtis similarity matrix in PRIMER version 7 (<xref ref-type="bibr" rid="B6">Bray and Curtis, 1957</xref>; <xref ref-type="bibr" rid="B10">Clarke et&#xa0;al., 2014</xref>). We performed a cluster analysis to estimate relatedness of communities and to group sites together based on community compositions and utilized a similarity profile (SIMPROF) to find statistically significant groupings. Then we completed a similarity percentage (SIMPER) analysis to identify taxa responsible for the similarities and dissimilarities between sites and regions. Environmental variables were visualized with a principal component analysis (PCA) then superimposed on the dbRDA to illustrate abiotic influences on community composition. To elucidate abiotic-biotic relationships, we conducted permutational analysis of variance (PERMANOVA) and subsequent PERMDISP to characterize dispersion. We used distance-based linear models with DistLM protocol to determine the environmental factors primarily responsible for community differences based on Akaike information criterion (AIC).</p>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>A total of 400 photos from 8 transects were included in this study, resulting in a total count of 6,947 organisms belonging to 204 morphotypes (or &#x201c;taxa&#x201d;) in the 16 taxonomic groups examined (<xref ref-type="supplementary-material" rid="SM1">
<bold>Tables S1</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S2</bold>
</xref>). Benthic communities in the Peninsula region had higher organismal density than other regions (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Images across all 8 sites varied from having just 1 organism present to 89 individuals of multiple species and tended to have a sandy bottom (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>) as opposed to a sandy bottom containing pebbles (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Mean values for abundance, number of species, species richness, Pielou&#x2019;s Evenness, Shannon-Wiener Diversity Index, and Simpson Index for all sites.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Site</th>
<th valign="middle" align="center">Abundance (n/m<sup>2</sup>)</th>
<th valign="middle" align="center"># of Species</th>
<th valign="middle" align="center">Richness</th>
<th valign="middle" align="center">Evenness</th>
<th valign="middle" align="center">Shannon</th>
<th valign="middle" align="center">Simpson</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="top" colspan="7" align="center">Amundsen</th>
</tr>
<tr>
<td valign="top" align="center">
<italic>Bellingshausen</italic>
</td>
<td valign="top" align="center">3.13</td>
<td valign="top" align="center">5.74</td>
<td valign="top" align="center">1.64</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">1.02</td>
<td valign="top" align="center">0.83</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Eastern Amundsen</italic>
</td>
<td valign="top" align="center">8.99</td>
<td valign="top" align="center">16.46</td>
<td valign="top" align="center">2.60</td>
<td valign="top" align="center">0.90</td>
<td valign="top" align="center">1.80</td>
<td valign="top" align="center">0.85</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Wright&#x2019;s Gulf</italic>
</td>
<td valign="top" align="center">4.92</td>
<td valign="top" align="center">12.08</td>
<td valign="top" align="center">2.35</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">1.67</td>
<td valign="top" align="center">0.89</td>
</tr>
<tr>
<th valign="top" colspan="7" align="center">Peninsula</th>
</tr>
<tr>
<td valign="top" align="center">
<italic>Montravel Rock</italic>
</td>
<td valign="top" align="center">28.14</td>
<td valign="top" align="center">50.5</td>
<td valign="top" align="center">2.40</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">1.83</td>
<td valign="top" align="center">0.80</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Seymour Island</italic>
</td>
<td valign="top" align="center">14.35</td>
<td valign="top" align="center">26.16</td>
<td valign="top" align="center">2.17</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">1.49</td>
<td valign="top" align="center">0.69</td>
</tr>
<tr>
<th valign="top" colspan="7" align="center">Ross and Recovitza</th>
</tr>
<tr>
<td valign="top" align="center">
<italic>Mid Ross Sea</italic>
</td>
<td valign="top" align="center">6.68</td>
<td valign="top" align="center">12.88</td>
<td valign="top" align="center">1.98</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">1.51</td>
<td valign="top" align="center">0.80</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Near Ross Shelf</italic>
</td>
<td valign="top" align="center">2.56</td>
<td valign="top" align="center">4.68</td>
<td valign="top" align="center">1.70</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">1.11</td>
<td valign="top" align="center">0.87</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Recovitza Island</italic>
</td>
<td valign="top" align="center">5.77</td>
<td valign="top" align="center">10.52</td>
<td valign="top" align="center">1.43</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">1.14</td>
<td valign="top" align="center">0.66</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s3_1">
<label>3.1</label>
<title>Community assemblage characteristics</title>
<p>Dominant organisms in each site varied between ophiuroids, holothuroids, demosponges, and pycnogonids (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref> and <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Anthozoans, ophiuroids, and ascidians were ubiquitous at all sites, but ophiuroids dominated the Montravel Rock, Seymour Island, and the Bellingshausen Sea sites. Based on the cluster and SIMPROF analysis of benthic communities, we grouped the sites into three regions: the Peninsula region, the Amundsen region, and the Ross Sea region (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>). There were 28 photos (16 Amundsen, 11 Ross Sea, and 1 Peninsula) that did not cluster within the same regions as the rest of the photos from their sites  providing evidence of within group dissimilarity (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>). There were 16 photos from the Amundsen in a deeply branching cluster with 15 photos from the Ross Sea indicating the lack of similarity within this particular group indicating patchiness along the transect. These Amundsen region photos were characterized by reduced numbers of cnidarians, ophiuroids, and echinoids compared to other photos of the region. The 11 Ross Sea photos that clustered within the Amundsen Region had less annelids, holothuroids, and pycnogonids than the rest of the photos in the Ross Sea and Recovitza Island region. Generally, sites cluster by relatives location according to epifaunal community assemblages (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S2</bold>
</xref>): the Amundsen region includes the Eastern Amundsen, Bellingshausen, and Wright&#x2019;s Gulf sites, the Ross region includes the Mid Ross, Near Ross Shelf, and Recovitza Island sites, and the Peninsula region includes the Seymour Island and Montravel Rock sites (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Pycnogonid sp. 1, pycnogonid sp. 2, <italic>Ophionotus victoriae</italic>, <italic>Sterechinus</italic> sp. 1, <italic>Ophioplinthus</italic> spp., <italic>Iophon</italic> sp., and the yellow branching sponge (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A, C</bold>
</xref>) were the primary species that helped differentiate the three regions we define here (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figures S3A, B</bold>
</xref>). Based on the cluster and SIMPROF analysis (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>), Recovitza Island communities were more similar to the Ross Region sites and have been included with them in the remainder of the analysis although we note some degree of within group dissimilarity (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>). We saw a higher prevalence of echinoids (e.g., <italic>Sterechinus</italic> spp.) and holothuroids (e.g., <italic>Rhipidothuria racowitzai</italic> and sediment dwelling holothuroid 2) in the Amundsen Region than the other two regions. The <italic>Iophon</italic> sp. (demosponge), and <italic>Ophioplinthus</italic> spp. (ophiuroid) symbiont pair dominated the Peninsula Region and was significantly less abundant in all other regions (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The brittle star <italic>Ophionotus victoriae</italic> is abundant throughout the Southern Ocean, but it typically dominated softer sediments of the Peninsula region and Ross Sea region. The ophiuroid morphotype of Ophiuroid 4, characterized by small spiny pink-red arms with a darker central disc) was common in the Ross Sea region and is possibly <italic>Amphiura</italic> sp. We also saw an increase in Hexactinellida (glass sponges) in the Ross region compared to other regions (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Dominant 5 macrofaunal invertebrates based on SIMPER analysis for each region with average abundance (Av. Abund), average similarity within site (Av. Sim) including standard deviation (Sim SD), and percent contribution to the community (Contrib%).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">Av. Abund</th>
<th valign="top" align="center">Av. Sim</th>
<th valign="top" align="center">Sim SD</th>
<th valign="top" align="center">Contrib%</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="top" colspan="5" align="center">Peninsula region (33.41%)</th>
</tr>
<tr>
<td valign="top" align="center">
<italic>Ophionotus victoriae</italic>
</td>
<td valign="top" align="center">11.58</td>
<td valign="top" align="center">17.76</td>
<td valign="top" align="center">1.24</td>
<td valign="top" align="center">53.16</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Ophiuroidea sp. 20</italic>
</td>
<td valign="top" align="center">5.83</td>
<td valign="top" align="center">4.88</td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">14.59</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Iophon sp. 1</italic>
</td>
<td valign="top" align="center">5.83</td>
<td valign="top" align="center">4.88</td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">14.59</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Porifera sp. 13 (yellow branching sponge)</italic>
</td>
<td valign="top" align="center">2.87</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">3.66</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Tunicate sp. 9 (Synoicum sp)?</italic>
</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">2.36</td>
</tr>
<tr>
<th valign="top" colspan="5" align="center">Amundsen region (11.24%)</th>
</tr>
<tr>
<td valign="top" align="center">
<italic>Ophiuroidea sp. 4</italic>
</td>
<td valign="top" align="center">1.39</td>
<td valign="top" align="center">4.14</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">36.83</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Elpidiidae sp. 1</italic>
</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">1.45</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">12.87</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Ophiuroidea sp. 2</italic>
</td>
<td valign="top" align="center">0.39</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">0.20</td>
<td valign="top" align="center">7.32</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Porifera sp. 4</italic>
</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">6.17</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Ophiuroidea sp. 7</italic>
</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">4.60</td>
</tr>
<tr>
<th valign="top" colspan="5" align="center">Ross and Recovitza Island regio (17.06%)</th>
</tr>
<tr>
<td valign="top" align="center">
<italic>Pycnogonida sp. 1</italic>
</td>
<td valign="top" align="center">2.37</td>
<td valign="top" align="center">10.15</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">59.46</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Ophionotus victoriae</italic>
</td>
<td valign="top" align="center">1.63</td>
<td valign="top" align="center">2.88</td>
<td valign="top" align="center">0.36</td>
<td valign="top" align="center">16.90</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Pycnogonida sp. 2</italic>
</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">5.57</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Mysid sp. 1</italic>
</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">1.04</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">5.04</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>Cnidarian sp. 26 (Hormosoma sp.)?</italic>
</td>
<td valign="top" align="center">0.37</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">2.93</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The percentage after the site name is the total percent similarity within the site.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>
<bold>(A)</bold> Distance-based redundancy analysis (dbRDA) plot based on the calculations of a zero-adjusted Bray-Curtis similarity matrix showing community composition relationships where proximity estimates community similarity with Principal Component Analysis (PCA) aligned and overlain on top to show environmental trends. Asterisk indicates the one image with a drop stone found in Seymour Island. <bold>(B)</bold> PCA of the environmental variables.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1094283-g003.tif"/>
</fig>
<p>Our three regions had significant heterogenous dispersions with potentially significant differences between communities (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). Our study regions illustrate distinct community compositions (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>) and a latitudinal trend in abundance (again with exception of Recovitza Island; <xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4B</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S4</bold>
</xref>). Northernmost sites portrayed higher relative abundances of demosponges and ascidians on average (12.5% and 19%, respectively) than southernmost sites (4% and 3%, respectively) which contained higher percentages echinoids and holothuroids (9% and 18%, respectively). Macrofaunal abundances in the Ross region and Recovitza Island were significantly lower than that of the northernmost Peninsula region sites. Based on a SIMPER analysis between sites (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), epifaunal communities in the Ross Sea and near Recovitza Island significantly differed from other communities near the peninsula as they were dominated by pycnogonids (~65%: pycnogonid 1 and pycnogonid 2 - possibly <italic>Nymphon</italic> spp.), malacostracan crustaceans (~5%: Mysid sp. 1), and anthozoan cnidarians (3%: possibly <italic>Hormosoma</italic> sp.). These taxa and those listed in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> for each region are the crucial taxa that may be used to discriminate between the Ross (and Recovitza) region, the Peninsula region, and the Amundsen region (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>PERMANOVA results (no. permutations: 9,999) to compare benthic communities revealing significant differences between substrate type and phytodetritus denoted by bold p values.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center"/>
<th valign="top" align="center">Comparison</th>
<th valign="top" align="center">t</th>
<th valign="top" align="center">p (perm)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="3" align="center">
<bold>
<italic>Substrate Type</italic>
</bold>
</td>
<td valign="top" align="center">Sand and Pebbles vs Sand, Pebbles, and Cobbles</td>
<td valign="top" align="center">2.38</td>
<td valign="top" align="center">
<bold>&lt; 0.01</bold>
</td>
</tr>
<tr>
<td valign="top" align="center">Sand and Pebbles vs Sand</td>
<td valign="top" align="center">4.99</td>
<td valign="top" align="center">
<bold>&lt; 0.01*</bold>
</td>
</tr>
<tr>
<td valign="top" align="center">Sand, Pebbles, and Cobbles vs Sand</td>
<td valign="top" align="center">3.24</td>
<td valign="top" align="center">
<bold>&lt; 0.01</bold>
</td>
</tr>
<tr>
<td valign="middle" align="center">
<bold>
<italic>Phytodetritus</italic>
</bold>
</td>
<td valign="top" align="center">Present vs Absent</td>
<td valign="top" align="center">6.16</td>
<td valign="top" align="center">
<bold>&lt; 0.01</bold>
</td>
</tr>
<tr>
<td valign="middle" rowspan="4" align="center">
<bold>
<italic>Region</italic>
</bold>
</td>
<td valign="top" align="center">Amundsen vs Ross</td>
<td valign="top" align="center">6.77</td>
<td valign="top" align="center">
<bold>&lt; 0.01*</bold>
</td>
</tr>
<tr>
<td valign="top" align="center">Amundsen vs Peninsula</td>
<td valign="top" align="center">8.32</td>
<td valign="top" align="center">
<bold>&lt; 0.01*</bold>
</td>
</tr>
<tr>
<td valign="top" align="center">Ross vs Peninsula</td>
<td valign="top" align="center">8.52</td>
<td valign="top" align="center">
<bold>&lt; 0.01*</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>* indicates heterogenous dispersions between comparison groups which might explain the differences shown between region.T-values are the result of the pairwise comparisons.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Total number of species <bold>(A)</bold>, Abundance <bold>(B)</bold>, Shannon Diversity Index <bold>(C)</bold>, and Simpson Diversity Index <bold>(D)</bold> for each region. * indicates significant difference from at least 1 other region based with homogeneous dispersions (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S4</bold>
</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1094283-g004.tif"/>
</fig>
<p>The Peninsula region portrayed lower evenness and Simpson diversity values than the Amundsen region as a result of dominance by the yellow rope sponge, brittle stars (<italic>Ophioplinthus</italic> spp.), and their symbiotic sponge (<italic>Iophon</italic> sp. [<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>: <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>]). The Amundsen Region typically had higher Simpson diversity values than the other regions, but there was no difference in this diversity index between the regions. Although the Peninsula region was dominated by a few species (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>: <italic>Ophioplinthus</italic> spp., <italic>Iophon</italic> sp., and <italic>Ophionotus victoriae</italic>), it contained the highest species richness and highest Shannon Diversity values, closely followed by the Amundsen region (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A, C</bold>
</xref>). No significant latitudinal trends can be described here due to the inclusion of the Recovitza Island Site with the Ross region, but there is a discernable decreasing trend when looking at the sites individually (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S4</bold>
</xref>). However, species richness, abundance, and Shannon diversity tend to decrease progressing southward (Peninsula region &gt; Amundsen region &gt; Ross Sea region: <xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4B&#x2013;D</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Environmental characteristics</title>
<p>Based on abiotic data (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>), sites generally group together based on location along our transect, similar to the assemblages mentioned above. The PCA analysis indicates the strongest driver of differences in PC1 which accounted for 46.8% of the variation (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S5</bold>
</xref>) was DO content of bottom waters which was negatively correlated with temperature and maximum fluorescence, our proxy for chlorophyll (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S6</bold>
</xref>). Percent sea ice cover, water depth, latitude, and salinity were the most influential factors for PC2 which accounted for 22.6% of variation in the environmental characteristics (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). Phytodetritus presence and pebble substrate were associated with higher chlorophyll, temperatures, and lower oxygen levels near the benthos in the Amundsen region.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Environmental characteristics for each site in each region.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Site</th>
<th valign="middle" align="center">Water Depth (m)</th>
<th valign="middle" align="center">Oxygen (ml/l)</th>
<th valign="middle" align="center">Temperature (&#x2da;C)</th>
<th valign="middle" align="center">Salinity (PSU)</th>
<th valign="middle" align="center">Maximum Fluorescence (mg/ml<sup>3</sup>)</th>
<th valign="middle" align="center">Maximum Sea Ice Cover (%)</th>
<th valign="middle" align="center">pH</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="8" align="center">Amundsen</th>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Bellingshausen</italic>
</td>
<td valign="top" align="center">420</td>
<td valign="top" align="center">4.1</td>
<td valign="top" align="center">1.3</td>
<td valign="top" align="center">34.8</td>
<td valign="top" align="center">45</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">7.4</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Eastern Amundsen</italic>
</td>
<td valign="top" align="center">731</td>
<td valign="top" align="center">4.4</td>
<td valign="top" align="center">1.1</td>
<td valign="top" align="center">34.6</td>
<td valign="top" align="center">18.7</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">7.4</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Wright&#x2019;s Gulf</italic>
</td>
<td valign="top" align="center">302</td>
<td valign="top" align="center">4.3</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">34.6</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7.2</td>
</tr>
<tr>
<th valign="middle" colspan="8" align="center">Peninsula</th>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Montravel Rock</italic>
</td>
<td valign="top" align="center">550</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">-1.5</td>
<td valign="top" align="center">34.0</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">7.1</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Seymour Island</italic>
</td>
<td valign="top" align="center">301</td>
<td valign="top" align="center">6.9</td>
<td valign="top" align="center">-1.8</td>
<td valign="top" align="center">34.6</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">80</td>
<td valign="top" align="center">7.1</td>
</tr>
<tr>
<th valign="middle" colspan="8" align="center">Ross and Recovitza</th>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Mid Ross Sea</italic>
</td>
<td valign="top" align="center">511</td>
<td valign="top" align="center">6.4</td>
<td valign="top" align="center">-1.6</td>
<td valign="top" align="center">34.2</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">7.3</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Near Ross Shelf</italic>
</td>
<td valign="top" align="center">606</td>
<td valign="top" align="center">6.3</td>
<td valign="top" align="center">-1.7</td>
<td valign="top" align="center">34.4</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">7.5</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Recovitza Island</italic>
</td>
<td valign="top" align="center">630</td>
<td valign="top" align="center">6.2</td>
<td valign="top" align="center">-1</td>
<td valign="top" align="center">34.4</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">7.2</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Amundsen region sediments included pebbles and cobble stones whereas other regions were primarily comprised of finer sandy sediments, and Amundsen region benthos was also characterized by the presence of algal detritus. One drop stone (&gt;50cm) was encountered at the Seymour Island Site (denoted with an asterisk in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>) and was classified as containing sand, pebble, and cobble. Salinity and temperature were positively correlated and displayed an inverse relationship with oxygen. For the localities we sampled, Amundsen region sites were also the warmest (average = 1.13 &#xb0;CC), but there was no difference in temperature between Peninsula region and Ross Sea region sites. Peninsula region sites had the highest DO of all sites (average = 6.95 ml l<sup>-1</sup>), while Amundsen region sites had the lowest (average = 4.26 ml l<sup>-1</sup>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Community assemblage relationship to environmental characteristics</title>
<p>Macrofaunal communities were significantly different based on the substrate type and presence of phytodetritus (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Figures S4A, B</bold>
</xref>). Sites with phytodetritus, cobbles, and pebbles in the Amundsen region were characterized by a higher abundance of echinoids and holothuroids while the sandier sediments without phytodetritus of the Peninsula region contained more ophiuroids and sponges. Sea spiders were the most abundant group on the finer sediments of the Recovitza Island site. PCA vectors illustrate a significant correlation (Spearman Rank: rho = 0.443, p = 0.001; overlain in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>) between environmental parameters and epifaunal communities. The Amundsen region and Peninsula region are primarily differentiated based on PC1. Therefore, maximum fluorescence, DO, and temperature emerge as important factors driving community distinctness along the Western Antarctic coast (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S6</bold>
</xref>). In contrast, the Ross region and Recovitza Island were differentiated from the Peninsula and Amundsen regions based on PC2 whose core factors were pH, water depth, and percent sea ice cover. Distance based linear models show the importance DO, depth, temperature, and sea ice cover in predicting community compositions on the western Antarctic shelf at these sites (<xref ref-type="supplementary-material" rid="SM1">
<bold>Tables S7</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>A trend toward decreasing abundances of macrofauna approaching the South Pole was observed (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S5</bold>
</xref>), however, a significant latitudinal trend, due to the Recovitza Island outlier, was lacking. Further, Antarctic communities in close proximity are distinct in nature (Montravel Rock vs Recovitza Island). Faunal abundances from the Western Antarctic shelf presented here (2.44 &#x2013; 28.14 individuals/m<sup>2</sup>) are similar to previous studies in the Western Antarctic fjords, and other Antarctic shelf sites (2.6 &#x2013; 46 individuals/m<sup>2</sup>), but higher than Western Antarctic shelf community estimates (0.38 &#x2013; 0.5 individuals/m<sup>2</sup>; (<xref ref-type="bibr" rid="B3">Barry et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B59">Sumida et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B21">Grange and Smith, 2013</xref>). <xref ref-type="bibr" rid="B14">Cummings et&#xa0;al., (2021)</xref> reports evidence of comparable megafaunal abundances on the Ross Sea continental shelf through video transects (0.448 - 3.0 individuals/m<sup>2</sup>), however, they did not find pycnogonids whereas we found them abundant in this region. All 8 sites had ophiuroids (e.g.<italic>Ophionotous victoriae</italic> and <italic>Ophioplinthus</italic> spp.) located at the base of anthozoan cnidarians which supports hypotheses of their shade-seeking behavior (<xref ref-type="bibr" rid="B33">Hendler et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B38">Johnsen and Kier, 1999</xref>). Similar ophiuroid-anemone associations have been described in the Arctic near faunal islands (<xref ref-type="bibr" rid="B60">Syvitski et&#xa0;al., 1989</xref>). Although many <italic>O. victoriae</italic> were observed in the open, this shade-seeking behavior could bias diversity and abundance estimates as not all of those present in the area may be recorded. Throughout these Western Antarctic sites, crinoids (mainly <italic>Promachocrinus kerguelensis</italic>), and the filter-feeding ophiuroid <italic>Astrotoma agassizii</italic> were typically seen atop cobble, sponges, cnidarians, and tunicates (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>) to collect food from water column (<xref ref-type="bibr" rid="B43">Meyer, 1983</xref>), but not always (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> at Recovitza Island).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Example of sampling sites <bold>(A)</bold> Montravel Rock with yellow rope sponge, <bold>(B)</bold> Mid Ross Sea site, <bold>(C)</bold> Eastern Amundsen with abundant holothuroids, and <bold>(D)</bold> the drop stone found at the Seymour Island site.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1094283-g005.tif"/>
</fig>
<sec id="s4_1">
<label>4.1</label>
<title>Epifaunal communities along the Western Antarctic coast</title>
<p>Echinoderms are one of the most dominant fauna of the Antarctic continental shelf (<xref ref-type="bibr" rid="B16">Dayton et&#xa0;al., 1974</xref>; <xref ref-type="bibr" rid="B11">Clarke and Johnston, 2003</xref>; <xref ref-type="bibr" rid="B8">Chiantore et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B45">Moles et&#xa0;al., 2015</xref>). However, cnidarians, sponges, and pycnogonids were abundant enough to influence assemblages along the Western Antarctic Peninsula sites sampled for this investigation. Similar to data presented here from the Peninsula region (<xref ref-type="fig" rid="f5">
<bold>Figure 5A</bold>
</xref>), a recent study in the Antarctic peninsula has shown high abundances of ophiuroids, ascidians, and demosponges (<xref ref-type="bibr" rid="B26">Gutt et&#xa0;al., 2019</xref>). Within the Bransfield Straight, <xref ref-type="bibr" rid="B26">Gutt et&#xa0;al. (2019)</xref> found dominance of varying phyla (e.g. Echinodermata, Hydrozoa, and Bryozoa) which further shows the patchy nature of this region on a relatively small spatial scale (100km). Previous studies on the continental shelf in the Ross Sea denoted high abundances of suspension feeding bryozoans, anthozoans, crinoids, demosponges, and ascidians (<xref ref-type="bibr" rid="B14">Cummings et&#xa0;al., 2021</xref>), which is similar to our results except that we also recorded an abundance of pycnogonids which were abundant in the Ross region and dominated Recovitza Island. Further, comparing our Amundsen sites to previous studies is difficult due to lack of data, but the abundance of holothuroids and echinoids at these sites is notable (<xref ref-type="fig" rid="f5">
<bold>Figure 5C</bold>
</xref>).</p>
<p>Although we did not see a latitudinal trend in overall diversity across the Western Antarctic benthic communities, we did see a shift in these communities from dominance by a single taxon to a more diverse representation. Previously, higher Shannon diversity was observed on the open continental shelf compared with fjord sites (<xref ref-type="bibr" rid="B21">Grange and Smith, 2013</xref>). Communities at similar depths showed higher diversity and evenness on the shelf, but higher species number and abundance in the fjords. Given the proximity of these fjord and shelf sites and the lack of environmental data included, drawing comparisons between these studies is difficult. However, based on our results, predicted changes with climate warming on salinity and temperature in fjords will drastically impact the communities present there (<xref ref-type="bibr" rid="B21">Grange and Smith, 2013</xref>).</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Distinct environments driving community composition</title>
<p>Our results indicate Antarctic benthic community variability resulting from abiotic differences on a local scale. Between the Amundsen region and other two regions, differences in maximum fluorescence (&gt;2.3 mg/ml<sup>3</sup>), temperature (&gt; 1.9 &#x2da;C) and DO (&gt; 1.8 ml/l), compared to salinity (0 PSU at minimum) lead us to emphasize the maximum fluorescence, temperature and DO impacts. The relationships between temperature, salinity, depth, pressure, and DO in marine environments make disentangling singular effects of one factor on a community difficult. Amundsen region sites with higher maximum fluorescence, lower DO, and higher temperature than other regions might have had more echinoids and holothuroids than other sites due to less competition in these zones from organisms that require more oxygen as a result of a higher metabolic rate, such as ophiuroids and crinoids (<xref ref-type="bibr" rid="B62">Woods et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B34">Hughes et&#xa0;al., 2011</xref>). These environmental characteristics are influenced by decomposition of algal particulates on the seafloor (<xref ref-type="bibr" rid="B35">Iken et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B42">Menezes et&#xa0;al., 2017</xref>) likely resulting in the community differences observed. These three factors in the Amundsen Sea are typically heavily impacted by algal blooms which was likely occurring during the data collection for this project (Summer 2013). Further, the abundance of holothuroids was higher in the Amundsen region than the Ross or Peninsula region where the maximum fluorescence was highest, potentially indicating a shallower calcium carbonate saturation horizon in this region (<xref ref-type="bibr" rid="B24">Griffiths, 2010</xref>). Phytodetritus, higher chlorophyll concentrations in the water column, and a shallower saturation horizon in the Amundsen Sea and Wright&#x2019;s Gulf would help explain the greater abundance of filter-feeding holothuroids over those organisms more reliant on calcium carbonate exoskeletons, such as ophiuroids or crinoids (<xref ref-type="bibr" rid="B24">Griffiths, 2010</xref>). Another important factor in distinguishing communities presented here is the maximum sea ice coverage as it facilitated the differentiation between Peninsula region and Ross Sea regions. Within the Peninsula region, sea ice coverage was increasingly variable as the Montravel Rock site had less than 60% of the sea ice cover than the Seymour Island site, however, these communities present with high abundances of ophiuroids and other filter-feeders (e.g. demosponges, crinoids, and ascidians) as previously described (<xref ref-type="bibr" rid="B59">Sumida et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B26">Gutt et&#xa0;al., 2019</xref>). Finally, the sea ice coverage for the summer in the Southern Ocean has reached a new historic low (<xref ref-type="bibr" rid="B7">Charctic, 2023</xref>) which will likely impact benthic communities.</p>
<p>Because the evidence for algae (maximum fluorescence and phytodetritus absence) was lacking, Recovitza Island&#x2019;s significantly different community from the Peninsula region sites could be a result of the slight increase in temperature (0.45-0.8 &#xb0;C) or decreased oxygen (0.6-0.7 ml l<sup>-1</sup>). Although this site lies within the Bransfield Strait, it is located at the convergence of the transitional waters from the Bellingshausen Sea and water currents from the Weddell Sea (<xref ref-type="bibr" rid="B56">Smith et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B18">Deppeler and Davidson, 2017</xref>; <xref ref-type="bibr" rid="B61">Tripathy and Jena, 2019</xref>). Complexity of the Bransfield water currents leads to environmental fluctuations likely resulting in the community differences presented in our study (e.g., dominance of pycnogonids at Recovitza Island and ophiuroids at Montravel Rock). This distinction in communities on either side of the Bransfield Strait is supported by the clear variation between communities on the northern (mixed assemblage) compared to the southern (more suspension feeders) side of the Bransfield Strait (<xref ref-type="bibr" rid="B27">Gutt et&#xa0;al., 2013</xref>). These hydrographic features aid in forming ecoregions in the Southern Ocean which result in these trends in community composition and diversity as shown in the present study (<xref ref-type="bibr" rid="B18">Deppeler and Davidson, 2017</xref>). Given impacts of these environmental fluctuations and water currents on the benthic community fluctuations at the local scale, Western Antarctica should be a priority for future climate change studies, especially the Amundsen Region which is the least studied region of all the Southern Ocean (<xref ref-type="bibr" rid="B25">Griffiths et&#xa0;al., 2011</xref>).</p>
<p>Although most sites presented in this study were sandy or muddy sediments by design, those that had pebble and cobble substrates in the Amundsen and Peninsula regions, portrayed comparable abundances and Shannon diversity values (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) to those found in other sections of the shelf (<xref ref-type="bibr" rid="B21">Grange and Smith, 2013</xref>), the Weddell Sea (e.g. <xref ref-type="bibr" rid="B29">Gutt and Starmans, 1998</xref>; <xref ref-type="bibr" rid="B51">Pineda-Metz et&#xa0;al., 2019</xref>), and Eastern Antarctica (<xref ref-type="bibr" rid="B52">Post et&#xa0;al., 2017</xref>). However, the diversity of benthic communities in the southeastern Weddell Sea were higher than the western Weddell Sea and most of the regions presented in this study (<xref ref-type="bibr" rid="B29">Gutt and Starmans, 1998</xref>). Further, in the southeastern Weddell Sea, a greater abundance of holothuroids, bryozoans, and ascidians were found on substrates with less pebbles and a greater abundance of sponges, anthozoans, and other taxa found on finer sandy substrates (<xref ref-type="bibr" rid="B29">Gutt and Starmans, 1998</xref>), similar to our Amundsen region and Peninsula region sites, respectively. An increase in arthropods (pycnogonids and others) at the finer sediment sites (Ross Sea and Recovitza region) was found in the Weddell Sea (<xref ref-type="bibr" rid="B29">Gutt and Starmans, 1998</xref>) and the Sabrina Coast in Eastern Antarctica (<xref ref-type="bibr" rid="B52">Post et&#xa0;al., 2017</xref>). In the Amundsen region and along the Sabrina Coast, on pebble and cobble substrates, there was an increase in brachiopods. Additionally, drop stones and iceberg scour which affect substrate were not accounted for in this study but there was notable abundance and diversity of macrofauna on our one encountered drop stone at Seymour Island (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>). Drop stones can act as faunal islands in Antarctic and Arctic waters and facilitate dispersal of benthic fauna by serving as steppingstones (<xref ref-type="bibr" rid="B4">Boucot and Carney, 1981</xref>; <xref ref-type="bibr" rid="B15">Dale et&#xa0;al., 1989</xref>), and in the Arctic, they have been shown to house communities dominated by sponges, ascidians, bryozoans, and crinoids which were found on our one drop stone (<xref ref-type="bibr" rid="B60">Syvitski et&#xa0;al., 1989</xref>).</p>
<p>High levels of endemism (<xref ref-type="bibr" rid="B32">Hempel, 1985</xref>; <xref ref-type="bibr" rid="B24">Griffiths, 2010</xref>; <xref ref-type="bibr" rid="B27">Gutt et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B44">Miranda et&#xa0;al., 2021</xref>) in the western shelf suggest research is needed to understand how diversity, community composition, and faunal richness will change with climate. Given the higher richness, abundance, and diversity of Peninsula region communities compared to the rest of Western Antarctica, further studies should be employed to better understand changes along the continental shelf and assess regions where benthic community diversity may be of interest (e.g., highly stable or highly variable regions). Diversity trends observed here are similar to those seen in meiofaunal reports from Western Antarctica (<xref ref-type="bibr" rid="B5">Brannock et&#xa0;al., 2018</xref>) which show lower richness and diversity in the center of the Bransfield Straight and higher in the Amundsen region. Curiously though, the Eastern Peninsula sites (near our Seymour Island) presented the lowest richness, abundance, and diversity for meiofaunal communities (<xref ref-type="bibr" rid="B5">Brannock et&#xa0;al., 2018</xref>) which we believe supports our assertion for localized habitats formed by water currents as seen in the Bransfield Straight. Further microbial diversity was shown to be higher in further west sites (e.g., Bellingshausen Sea and Amundsen Sea) compared to Antarctic Peninsula sites (<xref ref-type="bibr" rid="B40">Learman et&#xa0;al., 2016</xref>), however, this might be an artifact of grouping all peninsula sites together.</p>
<p>With predicted decreased sea ice, increased temperature, decreased DO, and algal blooms, polar regions with a dearth of data such as the Amundsen region provide target areas for future research. Studies such as this provide necessary information on benthic communities to aid in characterizing the Southern Ocean&#x2019;s diverse ecoregions in this remote and isolated habitat without the need for potentially harmful trawling (<xref ref-type="bibr" rid="B39">Konecki and Targett, 1989</xref>). The Southern Ocean is a large and diverse habitat with varying benthic communities along the continental shelf. In order to identify economically and ecologically important ecoregions, we must continue to gather more data on biodiversity and spatial relationships in this area.</p>
</sec>
</sec>
<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 in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>KH and AM collected the data. CJG, AM, and KH designed the study. Photo processing and organismal identifications were conducted by CG, KD, CK, and NN. CG, KD, and KH wrote the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>Funding for this project was provided by the National Science Foundation&#x2019;s Antarctic Program (ANT-1043745 to KH) and the Office of Polar Programs (OPP-1916661 to KH and OPP 1916665 to AM).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank the National Science Foundation for funds to collect and analyze these data. We also thank the ships&#x2019; crews, scientific support staff, and scientific crew of the <italic>ASRV Laurence M. Gould</italic> (LMG 13-12) and <italic>RVIB Nathaniel B. Palmer</italic> (NBP 12-10). We acknowledge and thank David Branson for initial photo editing steps. Further, we thank the reviewers for their constructive feedback on our manuscript. We especially thank the electronic technicians on the NBP 12-10 and LMG 13-12 cruises who assisted with the deployment of the Yoyo camera.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research 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="s9" 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="s10" 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.2023.1094283/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1094283/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Presentation_1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
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