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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.2023.1090742</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>Free-swimming fauna associated with influxes of pelagic sargassum: Implications for management and harvesting</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Alleyne</surname>
<given-names>Kristie S. T.</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/1986532"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Small</surname>
<given-names>Micaela</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2132810"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Corbin</surname>
<given-names>Makeda</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Vall&#xe8;s</surname>
<given-names>Henri</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2172681"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Oxenford</surname>
<given-names>Hazel A.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/618899"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>WMU-Sasakawa Global Ocean Institute, World Maritime University (WMU)</institution>, <addr-line>Malm&#xf6;</addr-line>, <country>Sweden</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Centre for Resource Management and Environmental Studies, The University of the West Indies</institution>, <addr-line>Bridgetown</addr-line>, <country>Barbados</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Biological and Chemical Sciences, The University of the West Indies</institution>, <addr-line>Bridgetown</addr-line>, <country>Barbados</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Aleke St&#xf6;fen-O&#x2019;Brien, World Maritime University, Sweden</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Lydia Ladah, Center for Scientific Research and Higher Education in Ensenada (CICESE), Mexico; Lindsay Martin, National Science Foundation (NSF), United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Kristie S. T. Alleyne, <email xlink:href="mailto:w2005361@wmu.se">w2005361@wmu.se</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Marine Affairs and Policy, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1090742</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>02</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Alleyne, Small, Corbin, Vall&#xe8;s and Oxenford</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Alleyne, Small, Corbin, Vall&#xe8;s and Oxenford</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>Mass accumulations of pelagic sargassum (<italic>Sargassum natans</italic> and <italic>S. fluitans</italic>) in the Tropical Atlantic, across the Caribbean and off the coast of West Africa, are causing extensive ecological and socioeconomic harm. The extraordinary volumes of sargassum influxes could also provide a business opportunity if innovative ways are developed to utilise the raw material. In-water harvesting provides the best opportunity to collect substantial amounts of &#x2018;fresh&#x2019; sargassum that can be used in a variety of applications. However, sargassum rafts are living and diverse ecosystems with a range of associated fauna including fish that are targeted by fishers. The consequences of in-water harvesting of sargassum on the biodiversity, including associated fishes, remain poorly understood. Characterisation of this biodiversity within nearshore and offshore environments is needed to help guide best harvest practices and assess possible impacts on fishing opportunities. We assessed the free-swimming fauna associated with sargassum rafts at various distances from shore with the use of underwater video recordings. Over a three-month period, a total of 35 underwater surveys were conducted off the eastern and southern coastline of Barbados. Thirteen species (12 fishes and one comb jelly) from 8 families were identified, with the family Carangidae representing the greatest number of species (n=6). Application of the MaxN metric (maximum number of individuals of a species seen during deployment) revealed significant correlations with raft characteristics notably raft volume, raft distance from shore and water depth. The three environmental variables accounted for 9% of the variation (adjusted R<sup>2</sup>) in the free-swimming community composition with raft volume being the major driver of species richness. This aligns with ecological theory and supports our hypothesis that larger rafts would host greater species richness. The results demonstrate a strong affiliation between pelagic sargassum rafts and species biodiversity and abundance that will need to be considered by managers when seeking a best compromise between protecting beaches from inundation by sargassum and protecting biodiversity and fishing opportunities.</p>
</abstract>
<kwd-group>
<kwd>pelagic sargassum</kwd>
<kwd>associated biodiversity</kwd>
<kwd>motile fauna</kwd>
<kwd>Barbados</kwd>
<kwd>fishing opportunities</kwd>
</kwd-group>
<contract-sponsor id="cn001">Nippon Foundation<named-content content-type="fundref-id">10.13039/501100007412</named-content>
</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="2"/>
<equation-count count="2"/>
<ref-count count="83"/>
<page-count count="12"/>
<word-count count="6017"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>    <p>Vast quantities of pelagic <italic>Sargassum</italic> spp. (<italic>Sargassum natans</italic> and <italic>S. fluitans</italic>) subsequently referred to simply as &#x2018;sargassum&#x2019; continue to inundate the coasts of Caribbean, South American and West African countries (<xref ref-type="bibr" rid="B80">Wang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B11">Ch&#xe1;vez et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B12">Cox et&#xa0;al., 2021</xref>). This proliferation of sargassum in the Tropical Atlantic has been linked to a new source region known as the North Equatorial Recirculation Region (NERR) (<xref ref-type="bibr" rid="B22">Franks et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B80">Wang et&#xa0;al., 2019</xref>). Influx events are episodic in nature with volumes varying from year to year (<xref ref-type="bibr" rid="B12">Cox et&#xa0;al., 2021</xref>). In 2018, the Caribbean recorded the highest volumes of sargassum influxes leading to states of national emergency being declared in some countries. This has continued in 2022 with strandings just as extreme as 2018, if not worse in places (<xref ref-type="bibr" rid="B73">The Sargassum Watch System (SaWS), 2022</xref>; <xref ref-type="bibr" rid="B10">Centre for Resource Management and Environmental Studies, 2022</xref>).</p>
<p>Sargassum influx events are now considered the new &#x2018;normal&#x2019; for the region (<xref ref-type="bibr" rid="B14">Desrochers et&#xa0;al., 2020</xref>) and show a trend of increasing severity (<xref ref-type="bibr" rid="B73">The Sargassum Watch System (SaWS), 2022</xref>). As the region continues to adapt to this new reality, there has been a surge in research and publications on impacts (<xref ref-type="bibr" rid="B46">Milledge and Harvey, 2016</xref>; <xref ref-type="bibr" rid="B60">Ramlogan et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B78">van Tussenbroek et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B76">United Nations Environment Programme, 2018</xref>; <xref ref-type="bibr" rid="B62">Resiere et&#xa0;al., 2019</xref>), forecasting (<xref ref-type="bibr" rid="B79">Wang and Hu, 2017</xref>; <xref ref-type="bibr" rid="B30">Johnson et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B41">Marsh et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B42">Marsh et&#xa0;al., 2022</xref>), potential uses (<xref ref-type="bibr" rid="B14">Desrochers et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B74">Thompson et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B2">Amador-Castro et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B55">Oxenford et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B77">United Nations Environment Programme - Caribbean Environment Programme et&#xa0;al., 2021</xref>) and chemical composition (<xref ref-type="bibr" rid="B15">Devault et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B13">Davis et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B52">Nielsen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Devault et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B75">Tonon et&#xa0;al., 2022</xref>). Research into the sargassum phenomenon reveals considerable spatial and temporal complexities associated with management due to its transboundary nature and unpredictability (<xref ref-type="bibr" rid="B12">Cox et&#xa0;al., 2021</xref>). Management efforts to date have been largely focused on protecting fisheries and tourism sectors as these are severely impacted during influx events and contribute approximately US$370 million (<xref ref-type="bibr" rid="B58">Patil et&#xa0;al., 2016</xref>) and US$29.2 billion (<xref ref-type="bibr" rid="B46">Milledge and Harvey, 2016</xref>), respectively, to the region&#x2019;s economy. Considerable attention is also now being given to the valorization of pelagic sargassum to ameliorate the economic damage generated in the region (<xref ref-type="bibr" rid="B14">Desrochers et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B55">Oxenford et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B77">United Nations Environment Programme - Caribbean Environment Programme, 2021</xref>; <xref ref-type="bibr" rid="B63">Robledo et&#xa0;al., 2021</xref>).</p>    <p>In-water harvesting provides an opportunity to reduce mass shoreline inundations and provide large volumes of sargassum for valorization (<xref ref-type="bibr" rid="B63">Robledo et&#xa0;al., 2021</xref>). Government agencies and the private sector have been working together to carry out clean-ups at considerable cost (running into tens of millions of US dollars per year), to help reduce the impacts of influx events (<xref ref-type="bibr" rid="B46">Milledge and Harvey, 2016</xref>; <xref ref-type="bibr" rid="B11">Ch&#xe1;vez et&#xa0;al., 2020</xref>). These harvesting efforts were initially carried out in response to stranding events and placed significant strain on the economy of Caribbean Small Island Developing States (SIDS) (<xref ref-type="bibr" rid="B12">Cox et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B34">Liranzo-G&#xf3;mez et&#xa0;al., 2021</xref>). Furthermore, shoreline harvesting contributed to coastal erosion (<xref ref-type="bibr" rid="B34">Liranzo-G&#xf3;mez et&#xa0;al., 2021</xref>) and negatively impacted sea turtle nests and hatchlings (<xref ref-type="bibr" rid="B44">Maurer et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B65">Schiariti and Salmon, 2022</xref>). In-water harvesting is currently being developed to reduce the impacts associated with mechanical shoreline harvesting and provide the large quantities of fresh clean (high quality) sargassum required for many applications (<xref ref-type="bibr" rid="B34">Liranzo-G&#xf3;mez et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B81">Webber and Maddix, 2021</xref>).</p>
<p>While urgent solutions to sargassum strandings are needed and turning a challenge into an opportunity is commendable, it should also be recognized that pelagic sargassum hosts a diverse assemblage of endemic and associated fauna that rely on the sargassum for food and shelter (<xref ref-type="bibr" rid="B17">Dooley, 1972</xref>; <xref ref-type="bibr" rid="B5">Bortone et&#xa0;al., 1977</xref>; <xref ref-type="bibr" rid="B6">Butler et&#xa0;al., 1983</xref>; <xref ref-type="bibr" rid="B68">Settle, 1993</xref>; <xref ref-type="bibr" rid="B48">Moser et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B82">Wells and Rooker, 2003</xref>; <xref ref-type="bibr" rid="B28">Hoffmayer et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B29">Huffard et&#xa0;al., 2014</xref>). Whilst studies from the Sargasso Sea highlight the importance of pelagic sargassum to a diverse assemblage of fauna, there have been very few studies (<xref ref-type="bibr" rid="B64">Schell et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B47">Monroy-Vel&#xe1;zquez et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B45">Mendoza-Becerril et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B43">Martin et&#xa0;al., 2021</xref>) focused on understanding the biodiversity associated with pelagic sargassum from the new source region. Recent evidence (<xref ref-type="bibr" rid="B43">Martin et&#xa0;al., 2021</xref>) suggests important differences in biodiversity associated with the three prevalent sargassum morphotypes (<italic>S. natans</italic> I, <italic>S. natans</italic> VIII and <italic>S. fluitans</italic> III). Given the seasonal and interannual shifts in morphotype composition (<xref ref-type="bibr" rid="B64">Schell et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Garc&#xed;a-S&#xe1;nchez et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B38">Machado et&#xa0;al., 2022</xref>) and the influence of sub-origins on morphotype composition (Alleyne et&#xa0;al.; unpublished data) addressing the current knowledge gaps on biodiversity can play a pivotal role in guiding best harvest practices.</p>
<p>Fishes have long been known to associate with the rafts of sargassum, attracting fishers, but the sheer scale of the recent influxes has also caused problems for fishers. Fishers across the region have reported damage to fishing gear, predominantly propeller and net entanglements, and damage to boat engines from overheating when navigating through extensive sargassum accumulations (<xref ref-type="bibr" rid="B71">Speede et&#xa0;al., 2018</xref>). Sargassum also hinders fishers&#x2019; ability to launch their boats leading to loss of fishing days (<xref ref-type="bibr" rid="B21">Franks et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B7">Caribbean Regional Fisheries Mechanism and Japanese International Cooperation Agency, 2019</xref>). In Barbados, there has also been a reduction in catches of key fisheries species like flyingfish and adult dolphinfish; however, there have been increases in catch of other species such as almaco jacks (<xref ref-type="bibr" rid="B7">Caribbean Regional Fisheries Mechanism and Japanese International Cooperation Agency, 2019</xref>). These impacts are especially concerning since most Caribbean countries are categorised as SIDS, meaning that they already experience unique social, economic and environmental challenges (United Nations, no date), and their economic growth is intrinsically linked to the marine environment. It is therefore a priority to understand the association of fishes with sargassum influxes and thus be able to advise managers on the impacts of interventions such as in-water harvesting on fishing opportunities.</p>
<p>The purpose of this study was to characterise the free-swimming fauna associated with pelagic sargassum arriving in Barbados and identify what factors (if any) drive changes in community assemblage. Following <xref ref-type="bibr" rid="B1">Alleyne (2022)</xref>, free-swimming fauna in this study refer to motile species that swim inside and beneath floating sargassum such as juvenile turtles, adult turtles, vertical migrating fishes and pelagic fishes. Drawing from ecological theory, we hypothesized that larger rafts would host greater species richness (<xref ref-type="bibr" rid="B69">Simberloff, 1976</xref>; <xref ref-type="bibr" rid="B35">Lomolino, 2000</xref>).</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Sampling method</title>
<p>During three periods of high sargassum abundance (August 2021, March, and May 2022), a total of 35 underwater videos of sargassum rafts were conducted offshore between (613 and 2,368 m off) the eastern and southern coastline of Barbados. Videos were conducted from a small open boat (length 5&#xa0;m) with an outboard engine, using a free-floating underwater recording device. Each recording device consisted of a U-shape aluminum frame on which a GoPro camera HERO 8 (1920 x 1080 pixels with 30 frames per second) or HERO 9 (1920 x 1080 pixels with 60 frames per second) was mounted. Cameras were set to &#x2018;wide- angle&#x2019; view and suspended below the water surface by two one-meter lengths of rope attached to the aluminum frame that was kept afloat with a surface buoy (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Materials used to construct underwater recording device <bold>(A)</bold> and a still image of the device deployed underwater <bold>(B)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1090742-g001.tif"/>
</fig>
<p>Cameras were deployed under two types of pelagic sargassum aggregation states: mats and windrows (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Mats were classified as densely packed aggregations of sargassum with an irregular to round shape and measured 5 to 100s of meters in diameter (distance across) (<xref ref-type="bibr" rid="B40">Marmorino et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B25">Goodwin et&#xa0;al., 2022</xref>). Windrows were defined as aggregations of sargassum generally arranged in a line and ranged from 0.5 meter to several meters in diameter (<xref ref-type="bibr" rid="B40">Marmorino et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B25">Goodwin et&#xa0;al., 2022</xref>). The term &#x2018;raft&#x2019; is hereinafter used to refer to aggregations of mats and/or windrows.</p>
<fig id="f2" position="float">
<label>Figure 2</label>
<caption>
<p>Pelagic sargassum aggregation states sampled off the coast of Barbados. <bold>(A)</bold> Large mat (&gt;100 m in diameter), <bold>(B)</bold> small mat (10 m in diameter) and <bold>(C)</bold> windrows (7 m in diameter).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1090742-g002.tif"/>
</fig>
<p>Each targeted sargassum raft was defined as a sampling station. Small stations (5-25&#xa0;m length) were sampled with one camera and larger stations (&gt; 40&#xa0;m length) were sampled with 2 to 3 cameras spanning the extent of the sampling station. Stations ranging between 26-40&#xa0;m in length were not encountered. Camera deployments on larger stations were done at a minimal distance of 30&#xa0;m apart and each deployment was treated as an individual sample during video analysis. For each deployment the camera was set to record video footage and submerged approximately 1&#xa0;m below the water&#x2019;s surface (angled slightly upwards) to record the free-swimming fauna in the water column directly beneath the sargassum raft. After deployment, cameras were left adrift for a period of 15 minutes and the boat maintained a minimal distance of 10&#xa0;m from the raft to limit interference.</p>
<p>At each sampling station several dimensions were recorded: the length of the sargassum raft; the diameter of the sargassum raft; the thickness of the sargassum raft; the depth of the water; and the distance from shore. The length and diameter of the station was estimated using the boat length as a reference. The thickness of the sargassum raft was determined (to the nearest 5&#xa0;cm) with the use of a graduated pole. Water depth was recorded (to the nearest 0.1&#xa0;m) with a handheld depth sounder (Speedtech SM-5A) and GPS coordinates were recorded <italic>via</italic> a handheld GPS device (Garmin GPS 72). Subsequent to field sampling, GPS coordinates were uploaded into Google Earth to determine the distance from shore of each sampling station.</p>
</sec>
<sec id="s2_2">
<title>Video analysis</title>
<p>To minimise any interference caused by the sampling boat during camera deployment and retrieval, 2.5 minutes of footage were removed from the beginning and end of each video, resulting in 10-minute surveys. Following <xref ref-type="bibr" rid="B59">Priede et&#xa0;al. (1994)</xref>, the maximum number of individuals sighted in any one field of view (i.e., frame) (hereafter referred to as MaxN) was recorded for each species within each survey. Within each survey free-swimming fauna were identified to species level where possible, using FishBase (<xref ref-type="bibr" rid="B23">Froese and Pauly, 2011</xref>) or the FAO species identification guides (<xref ref-type="bibr" rid="B8">Carpenter, 2002</xref>) where necessary.</p>
<p>MaxN was chosen as a conservative measure of abundance as it avoids repeated counts of individuals (<xref ref-type="bibr" rid="B59">Priede et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B83">Willis and Babcock, 2000</xref>; <xref ref-type="bibr" rid="B26">Harvey et&#xa0;al., 2007</xref>). For each species, relative abundance was determined by dividing the MaxN of an individual species by the sum of MaxN values across all species.</p>
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<mml:mrow>
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</mml:mrow>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The total number of species observed (species richness) and the species frequency (as number of surveys in which a species occurred) across surveys were also recorded. The relative frequency of each species was calculated by dividing its frequency by the sum of frequencies across all species.</p>
<disp-formula>
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<mml:mi>m</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>o</mml:mi>
<mml:mi>f</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>T</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>x</mml:mi>
<mml:mi>a</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>A</mml:mi>
<mml:mo>&#xa0;</mml:mo>
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<mml:mi>Z</mml:mi>
<mml:mo>&#xa0;</mml:mo>
<mml:mi>f</mml:mi>
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<mml:mi>c</mml:mi>
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<mml:mi>s</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
<p>To assess the dominance and the spatiotemporal consistency of dominant species within the community, we used Sanders Biological Value Index (BVI). BVI assesses dominance within a community by assigning ranks (based on the number of species) and corresponding points to individual species (<xref ref-type="bibr" rid="B37">Loya-Salinas and Escofet, 1990</xref>). The number of species to be considered in the overall calculation was identified by assessing patterns of dominance across the 35 surveys. Within each survey the number of species making up 95% of the cumulative relative abundance was identified and the maximum number of species across all surveys that accounted for 95% of the cumulative relative abundance (in our case 6 species) was used to assign ranks and points to species across all surveys (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<p>Within each survey, ranks from 1 to 6 were assigned to species in order of abundance in a survey with a rank of 1 being the highest and equivalent to a value of 6 points (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). If there were more than 6 species in any survey, species after the 6<sup>th</sup> species received a value of 0 for that sample. With this method if a species ranks first across all surveys (35) it would receive a value of 210, that is, the maximum possible value.</p>
</sec>
<sec id="s2_3">
<title>Statistical analysis</title>
<p>The 35 surveys yielded species abundance estimates that differed by more than three orders of magnitude (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2</bold>
</xref>). Since, <italic>ceteris paribus</italic>, species richness estimates will tend to increase non-linearly with individual abundance, we standardized species richness estimates across the surveys using rarefaction curves to facilitate cross-survey comparisons. We used a sample size of eight individuals to generate the rarefied species richness for each survey, since the maximum number of species observed in any given survey was eight. Two surveys had zero individuals observed, and so their species richness estimates were manually set to zero. Six other surveys had fewer than eight individuals (but more than zero); these surveys were manually and conservatively set to one species, since this is the minimum value that can be produced <italic>via</italic> rarefaction. Rarefied species richness was produced using the rarefy function in &#x201c;vegan&#x201d; (<xref ref-type="bibr" rid="B54">Oksanen et&#xa0;al., 2018</xref>) in R (<xref ref-type="bibr" rid="B61">R Core Team, 2022</xref>). Associations between the rarefied species richness estimates and distance from shore, water depth, and raft volume were assessed using Spearman rank correlations. Raft volume was calculated by multiplying raft length, raft width and raft depth, which provided a single estimate of raft size.</p>
<p>We also performed a redundancy analysis (RDA) to assess the effects of depth, distance from shore, and raft volume on community assemblage composition. Prior to running the RDA, the species data were first turned into species presence/absence matrix and subsequently Hellinger-transformed. These analyses were conducted using the &#x201c;vegan&#x201d; package in R (<xref ref-type="bibr" rid="B54">Oksanen et&#xa0;al., 2018</xref>). To assess the independent and shared effects of raft volume, distance from shore, and depth on assemblage composition, we conducted a variance partitioning (<xref ref-type="bibr" rid="B4">Borcard et&#xa0;al., 1992</xref>) using the varpart command in the &#x201c;vegan&#x201d; package.</p>
<p>Finally, we also assessed the extent to which changes in assemblage composition across surveys, i.e., beta diversity, reflected species replacement versus losses in species richness and whether any such potential process was associated with any of the three environmental variables. This implied first decomposing beta diversity into species replacement and species losses variance components using the beta.div.comp function in the &#x201c;adespatial&#x201d; package in R (<xref ref-type="bibr" rid="B18">Dray et&#xa0;al., 2022</xref>). These two variance components were subsequently and separately used to create a response matrix in a distance-based redundancy analysis where each environmental variable was used as predictor (after removing the effect of the two other variables <italic>via</italic> linear regression).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>A total of 35 underwater surveys were conducted off the eastern and southern coastline of Barbados during August 2021, March 2022 and May 2022. Species assemblages and abundances (0-250 individuals) varied across surveys (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>); some rafts were teeming with life while 6% of rafts were unoccupied. Species richness was low (0-8 species) across surveys, with the majority (74%) of sargassum rafts occupied by 5 or fewer species.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Still images collected from underwater videos of pelagic sargassum rafts. Smaller rafts <bold>(A)</bold> (5 m in diameter) and <bold>(B)</bold> (7 m in diameter). Larger rafts <bold>(C)</bold> (20 m in diameter) and <bold>(D)</bold> (100 m in diameter).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1090742-g003.tif"/>
</fig>
<sec id="s3_1">
<title>Relative abundance, relative frequency, and Sanders biological value index for observed species</title>
<p>We identified 1958 individuals representing 13 species (12 fishes and one comb jelly) across 8 families (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>). Carangidae represented the majority (96.1%) of species observed with pelagic sargassum and had high frequencies across all surveys.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Total and relative abundance and frequency of free-swimming fauna observed under pelagic sargassum by family and species.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Family</th>
<th valign="top" rowspan="2" align="left">Species</th>
<th valign="top" rowspan="2" align="center">Environment</th>
<th valign="top" colspan="2" align="center">MaxN Abundance values</th>
<th valign="top" rowspan="2" align="center">Relative frequency<break/>(%)</th>
</tr>
<tr>
<th valign="top" align="center">Total&#x2003;</th>
<th valign="top" align="center">Relative (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="7" align="left">Carangidae</td>
<td valign="top" align="left">
<italic>Caranx latus</italic>
</td>
<td valign="top" align="center">Coastal pelagic</td>
<td valign="top" align="center">1316</td>
<td valign="top" align="center">67.2</td>
<td valign="top" align="center">15.9</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Seriola rivoliana</italic>
</td>
<td valign="top" align="center">Oceanic pelagic</td>
<td valign="top" align="center">178</td>
<td valign="top" align="center">9.1</td>
<td valign="top" align="center">18.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Caranx ruber</italic>
</td>
<td valign="top" align="center">Coastal pelagic</td>
<td valign="top" align="center">94</td>
<td valign="top" align="center">4.8</td>
<td valign="top" align="center">6.8</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Caranx</italic> spp.</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">90</td>
<td valign="top" align="center">4.6</td>
<td valign="top" align="center">1.5</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Caranx bartholomaei</italic>
</td>
<td valign="top" align="center">Coastal pelagic</td>
<td valign="top" align="center">89</td>
<td valign="top" align="center">4.5</td>
<td valign="top" align="center">10.6</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Caranx crysos</italic>
</td>
<td valign="top" align="center">Coastal pelagic</td>
<td valign="top" align="center">75</td>
<td valign="top" align="center">3.8</td>
<td valign="top" align="center">9.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Elagatis bipinnulata</italic>
</td>
<td valign="top" align="center">Oceanic pelagic</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">8.3</td>
</tr>
<tr>
<td valign="top" align="left">Monacanthidae</td>
<td valign="top" align="left">
<italic>Aluterus scriptus</italic>
</td>
<td valign="top" align="center">Coastal pelagic</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">1.8</td>
<td valign="top" align="center">9.8</td>
</tr>
<tr>
<td valign="top" align="left">Ocyropsidae</td>
<td valign="top" align="left">
<italic>Ocyropsis maculata</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">8.3</td>
</tr>
<tr>
<td valign="top" align="left">Balistidae</td>
<td valign="top" align="left">
<italic>Balistes capriscus</italic>
</td>
<td valign="top" align="center">Coastal pelagic</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">5.3</td>
</tr>
<tr>
<td valign="top" align="left">Lobotidae</td>
<td valign="top" align="left">
<italic>Lobotes surinamensis</italic>
</td>
<td valign="top" align="center">Oceanic pelagic</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">3.8</td>
</tr>
<tr>
<td valign="top" align="left">Antennariidae</td>
<td valign="top" align="left">
<italic>Histrio histrio</italic>
</td>
<td valign="top" align="center">Oceanic pelagic</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">0.8</td>
</tr>
<tr>
<td valign="top" align="left">Sphyraenidae</td>
<td valign="top" align="left">
<italic>Sphyraena barracuda</italic>
</td>
<td valign="top" align="center">Coastal pelagic</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">0.8</td>
</tr>
<tr>
<td valign="top" align="left">Kyphosidae</td>
<td valign="top" align="left">
<italic>Kyphosus</italic> sp.</td>
<td valign="top" align="center">Coastal pelagic</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">0.8</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Abundance values were derived using MaxN method.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Across the 35 surveys, <italic>Caranx latus</italic> (horse-eye jack) had the highest overall abundance but obtained a lower BVI score than <italic>Seriola rivoliana</italic> (almaco jack), which had a higher frequency across surveys resulting in spatiotemporal dominance (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Irrespective of total abundance or BVI ranking, Carangidae species dominated pelagic sargassum arriving in Barbados.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Sanders biological value index (BVI) for species observed under pelagic sargassum, based on the total points obtained per species from 35 underwater surveys.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Species</th>
<th valign="top" rowspan="2" align="center">BVI</th>
<th valign="top" colspan="2" align="center">Importance rank</th>
<th valign="top" colspan="3" align="center">MaxN Abundance values</th>
</tr>
<tr>
<th valign="top" align="center">BVI</th>
<th valign="top" align="center">Total abundance</th>
<th valign="top" align="center">Total</th>
<th valign="top" align="center">Relative (%)</th>
<th valign="top" align="center">Cumulative (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>Caranx latus</italic>
</td>
<td valign="top" align="center">105</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1316</td>
<td valign="top" align="center">67.2</td>
<td valign="top" align="center">67.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Seriola rivoliana</italic>
</td>
<td valign="top" align="center">111</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">178</td>
<td valign="top" align="center">9.1</td>
<td valign="top" align="center">76.3</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Caranx ruber</italic>
</td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">94</td>
<td valign="top" align="center">4.8</td>
<td valign="top" align="center">81.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Caranx</italic> spp.</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">90</td>
<td valign="top" align="center">4.6</td>
<td valign="top" align="center">85.7</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Caranx bartholomaei</italic>
</td>
<td valign="top" align="center">57</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">89</td>
<td valign="top" align="center">4.5</td>
<td valign="top" align="center">90.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Caranx crysos</italic>
</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">75</td>
<td valign="top" align="center">3.8</td>
<td valign="top" align="center">94.1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Elagatis bipinnulata</italic>
</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">96.2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Aluterus scriptus</italic>
</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">1.8</td>
<td valign="top" align="center">98.0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ocyropsis maculata</italic>
</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">98.8</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Balistes capriscus</italic>
</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">99.4</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Lobotes surinamensis</italic>
</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">99.8</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Histrio histrio</italic>
</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">99.9</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Sphyraena barracuda</italic>
</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">99.9</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Kyphosus</italic> sp.</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">100.0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Also shown are the importance ranks based on the BVI value, and based on the total MaxN abundance value. The three MaxN abundance indices used in calculating the BVI are displayed in the righthand columns.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Effect of distance from shore, depth, and raft volume on species assemblage composition</title>
<p>The RDA revealed that 16.9% of the variance across surveys in species assemblage composition could be significantly explained by the environmental data (Pseudo-F= 1.96, p=0.008). The main axis of the RDA accounted for 51% of the explained variance and reflected primarily raft volume effects and secondarily depth effects (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). The second axis accounted for an additional 29% of the explained variance and reflected primarily the effect of distance from shore and secondarily depth effects (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Testing the effect of distance from shore, depth, and raft volume separately indicated that species assemblage composition was significantly related to raft volume and depth (Pseudo-F&#x2265; 2.94, p &#x2264; 0.006), whereas the relationship with distance from shore was marginally non-significant (Pseudo-F=2.05, p=0.053).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Redundancy analysis (RDA) ordination plot showing the effect of distance, water depth and raft volume on species composition of the free-swimming fauna associated with pelagic sargassum. <italic>S. rivoliana</italic> (S_riv), <italic>B. capriscus</italic> (B_cap), <italic>C. bartholomaei</italic> (C_bar), <italic>L. surinamensis</italic> (L_sur), <italic>C. latus</italic> (C_lat), <italic>C. crysos</italic> (C_cry), <italic>C. ruber</italic> (C_rub), <italic>E. bipinnulata</italic> (E_bip), <italic>Kyphosus</italic> spp. (K_spp), <italic>S. barracuda</italic> (S_bar), <italic>H. histrio</italic> (H_his), <italic>A. scriptus</italic> (A_scr), <italic>O. maculata</italic> (O_mac).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1090742-g004.tif"/>
</fig>
<p>A variance partitioning to assess the independent and shared contributions of the three environmental variables indicated that they jointly accounted for 8.5% of the adjusted variance (adjusted R<sup>2</sup>) in species assemblage composition (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Of this, 2.1% of the explained variance was shared among the three variables, whereas approximately 1.0% was shared between distance from shore and depth and between depth and raft volume, respectively (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Raft volume independently accounted for the biggest fraction of the explained variance (2.5%; <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>), which was statistically significant (Pseudo-F=2.56, p=0.007). Depth and distance from shore independently accounted for 1.7% and 1.0% of the explained variance (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>), respectively, but these independent fractions were not statistically significant (Pseudo-F &#x2264; 1.29, p&#x2265;0.228).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Venn diagram representing the shared and independent effects of each environmental variable on the assemblage of free-swimming fauna associated with pelagic sargassum. The variance jointly explained by distance, water depth and raft volume is represented in the region where all three circles overlap. Note that the sizes of the various shared and non-shared effects are only approximations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1090742-g005.tif"/>
</fig>
<p>Depth was highly positively correlated with distance from shore (r<sub>s</sub>=0.76, p&lt;0.001) and raft volume (r<sub>s</sub> =0.43, p=0.009), but raft volume and distance from shore were not significantly correlated (r<sub>s</sub> =0.25, p=0.146) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>). Raft volume was positively correlated with species richness (p&lt;0.010) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>), rarefied species richness (p= 0.001), and individual abundance (p&lt;0.001) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). In contrast, there was no significant correlation between distance or depth with species richness or rarefied species richness (p&gt;0.050) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>). Distance and depth were positively correlated with abundance (p&lt;0.05) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Scatter plots showing relationships between distance vs rarefied species richness <bold>(A)</bold>, water depth vs rarefied species richness <bold>(B)</bold>, raft volume vs rarefied species richness <bold>(C)</bold>, distance vs abundance of individuals <bold>(D)</bold>, water depth vs abundance of individuals <bold>(E)</bold> and raft volume vs abundance of individuals <bold>(F)</bold>. Spearman rank correlation coefficients and associated p-values are also shown. A best fit line was inserted to help interpret trends.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1090742-g006.tif"/>
</fig>
<p>The analysis of beta-diversity revealed that species replacement and species richness losses were equally important as each accounted for half (50%) of the variation in beta-diversity. The species replacement component was not significantly linked to any of the three environmental variables (Pseudo-F &#x2264; 1.09, p&#x2265;0.125). In contrast, the species richness loss component was significantly linked to raft volume (Pseudo-F=1.97, p=0.011), but not to depth nor distance from shore (Pseudo-F &#x2264; 0.79, p&#x2265;0.809), supporting that species were being lost from the original species assemblage as the rafts got smaller.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Pelagic sargassum arriving in Barbados during 2021 and 2022 influx events was associated with 12 fish species (predominantly (67%) coastal pelagic) and one comb jelly (<italic>Ocyropsis maculata</italic>). This first account of free-swimming fauna associated with pelagic sargassum for the Eastern Caribbean is considerably lower than that reported by earlier studies (36-110 species) conducted across the Gulf of Mexico, the Gulf Stream, and various parts of the North Atlantic (<xref ref-type="bibr" rid="B17">Dooley, 1972</xref>; <xref ref-type="bibr" rid="B5">Bortone et&#xa0;al., 1977</xref>; <xref ref-type="bibr" rid="B68">Settle, 1993</xref>; <xref ref-type="bibr" rid="B82">Wells and Rooker, 2003</xref>; <xref ref-type="bibr" rid="B28">Hoffmayer et&#xa0;al., 2005</xref>). This was also the case when compared with <xref ref-type="bibr" rid="B48">Moser et&#xa0;al. (1998)</xref> (29 species, Gulf Stream) despite the use of video surveys in both studies. Differences in sampling methodologies between the present study and earlier studies (<xref ref-type="bibr" rid="B17">Dooley, 1972</xref>; <xref ref-type="bibr" rid="B5">Bortone et&#xa0;al., 1977</xref>; <xref ref-type="bibr" rid="B68">Settle, 1993</xref>; <xref ref-type="bibr" rid="B82">Wells and Rooker, 2003</xref>; <xref ref-type="bibr" rid="B28">Hoffmayer et&#xa0;al., 2005</xref>) may have contributed to the differences in species diversity (<xref ref-type="bibr" rid="B1">Alleyne, 2022</xref>). However, given the fact that species diversity increases with the amount of time a drifting structure, such as pelagic sargassum, is available (<xref ref-type="bibr" rid="B31">Kingsford, 1992</xref>), we postulate that earlier studies with ties to the well-established Sargasso Sea would have greater diversity when compared to the newly established bloom region in the Tropical Atlantic. This observation is supported by anecdotal information from local fishers in the Eastern Caribbean, who report finding increasing numbers and greater diversity of fish species associated with sargassum over time since the first influxes in 2011.</p>
<p>Across surveys, Carangidae was the dominant family observed making up 50% of the total fish species. Similarly, earlier studies (<xref ref-type="bibr" rid="B48">Moser et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B28">Hoffmayer et&#xa0;al., 2005</xref>) have also reported high abundances of Carangidae associated with pelagic sargassum. Within the Carangidae family, <italic>C. latus</italic> (horse-eye jack) was the most abundant species with large schools observed under some rafts. In Barbados, Carangidae are important to the coastal pelagic fishery (<xref ref-type="bibr" rid="B39">Maraj et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B20">Food and Agriculture Organization (FAO), 2022</xref>) making up 98.4% of the total catch in the seine fishery (<xref ref-type="bibr" rid="B39">Maraj et&#xa0;al., 2011</xref>). These species help to support the livelihood of fishers during the oceanic pelagic fishery &#x2018;off-season&#x2019; and contribute to the island&#x2019;s food security (<xref ref-type="bibr" rid="B39">Maraj et&#xa0;al., 2011</xref>).</p>
<p>The fisheries sector of Barbados, like much of the Eastern Caribbean, is an integral component of the culture, economy and food security (<xref ref-type="bibr" rid="B57">Oxenford and Monnereau, 2018</xref>). The mass proliferations and subsequent influx events of pelagic sargassum brought new navigation and harvesting challenges to the fishery sector (<xref ref-type="bibr" rid="B60">Ramlogan et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B71">Speede et&#xa0;al., 2018</xref>). Prior to the onset of large-scale sargassum strandings in 2011, <italic>Hirundichthys affinis</italic> (flyingfish) made up approximately 60% of the annual fish landings in Barbados and accounted for the highest value-added benefits of all landed species (<xref ref-type="bibr" rid="B56">Oxenford et al., 2019</xref>). By 2019, prolonged sargassum influx events resulted in extremely low catches in the flyingfish industry with a 51.5% decrease in the mean monthly landings (<xref ref-type="bibr" rid="B56">Oxenford et&#xa0;al., 2019</xref>). This decrease was followed by a rapid increase in catches of almaco jack (<italic>S. rivoliana</italic>) not previously known to Eastern Caribbean fishers or consumers (<xref ref-type="bibr" rid="B7">Caribbean Regional Fisheries Mechanism and Japanese International Cooperation Agency, 2019</xref>). Within this study, almaco jacks showed the highest spatiotemporal dominance of the 13 identified species. The association of almaco jacks with pelagic sargassum is now widely recognised in Barbados with iceboat and longline fishers actively targeting almaco jacks in periods of low flyingfish abundance. Over the last two years, Barbadian fishers have been using satellite images, provided by the University of South Florida, to target large sargassum rafts in pursuit of almaco jacks (Dr. Shelly-Ann Cox, pers. comm., Barbados).</p>
<p>Within this study, distance from shore, water-depth and/or raft volume jointly accounted for approximately 9% of the variation (adjusted R<sup>2</sup>) in the free-swimming community associated with pelagic sargassum. The effect of raft volume, distance from shore and water depth on community composition is complicated by the fact that water depth is correlated with both distance from shore and raft volume. That said, the variance partitioning and pairwise correlation tests do support that raft volume, a proxy for raft size, is the major structuring factor (among those measured here) of the free-swimming community associated with pelagic sargassum arriving in Barbados. As raft size decreased, individual abundance and species richness also decreased, as expected by ecological theory (<xref ref-type="bibr" rid="B69">Simberloff, 1976</xref>; <xref ref-type="bibr" rid="B35">Lomolino, 2000</xref>). The observed positive relationships between sargassum raft size and species richness and abundance is consistent with the earlier studies (<xref ref-type="bibr" rid="B68">Settle, 1993</xref>; <xref ref-type="bibr" rid="B48">Moser et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B9">Casazza and Ross, 2008</xref>; <xref ref-type="bibr" rid="B43">Martin et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B25">Goodwin et&#xa0;al., 2022</xref>) and explains why Barbadian fishers target larger rafts. Our results also support the findings of <xref ref-type="bibr" rid="B82">Wells and Rooker (2003)</xref> and <xref ref-type="bibr" rid="B47">Monroy-Vel&#xe1;zquez et&#xa0;al. (2019)</xref>, who reported reduced abundances within nearshore environments. Moreover, our beta-diversity analyses supported that the losses in species richness with decreasing raft size were due to a gradual loss of resident species (nestedness) rather than to progressively having smaller assemblages of new species (species replacement) (<xref ref-type="bibr" rid="B33">Legendre, 2014</xref>).</p>
<p>Interestingly, <xref ref-type="bibr" rid="B47">Monroy-Vel&#xe1;zquez et&#xa0;al. (2019)</xref> noted that the occurrence of sargassum-brown-tide events in nearshore waters may account for the lower abundance of motile sargassum-associated fauna close to shore. They suggested that the reduction in available oxygen in these brown-tides may force fish to abandon the rafts as they approach the shore. In our study, however, none of the surveys were close enough to shore to experience the sargassum-brown-tide phenomenon. Regardless of cause, reduced abundances of associated biodiversity nearshore have been put forth as an argument for encouraging in-water harvesting of sargassum close to shore, rather than in the open sea. Furthermore, nearshore rafts are more likely to strand, resulting in the loss of any remaining biodiversity (<xref ref-type="bibr" rid="B27">Hinds et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B36">L&#xf3;pez-Contreras et&#xa0;al., 2022</xref>).</p>
<p>In order to reduce the environmental and economic impacts associated with shoreline accumulation of sargassum, affected countries need integrated management plans with adaptive strategies geared towards the creation of sustainable sargassum opportunities (<xref ref-type="bibr" rid="B34">Liranzo-G&#xf3;mez et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B63">Robledo et&#xa0;al., 2021</xref>). Harvesting at sea will likely be required in the future to obtain the large quantities of sargassum needed for industrial-scale applications, or the high quality clean sargassum needed for many other applications, given the issues associated with separating partially decayed sargassum from fresh sargassum, other macroalgae, seagrasses and sand after stranding (<xref ref-type="bibr" rid="B55">Oxenford et&#xa0;al., 2021</xref>). However, a key question remains for providing best practice guidance: at what point (distance from shore) should sargassum be harvested to minimize biodiversity loss? The answer will likely vary on a case-by-case basis as coastal morphology, hydrography and presence of nearshore habitats will likely influence the distance from shore at which biodiversity decreases (<xref ref-type="bibr" rid="B1">Alleyne, 2022</xref>).</p>
<p>To date, the destruction of biodiversity associated with pelagic sargassum has been the primary concern raised with in-water harvesting (<xref ref-type="bibr" rid="B19">Dutch Caribbean Nature Alliance, 2019</xref>; <xref ref-type="bibr" rid="B63">Robledo et&#xa0;al., 2021</xref>). However, given the utilization of pelagic sargassum by Eastern Caribbean fishers, large-scale harvesting of pelagic sargassum will result in the loss of fishing opportunities. Fishers in this region are no longer merely &#x2018;coping&#x2019; with sargassum as they did in the initial years (<xref ref-type="bibr" rid="B71">Speede et&#xa0;al., 2018</xref>) but rather they are adapting and now depend on the incoming rafts to target alternative species that are now well accepted by the market (e.g., almaco jacks, <italic>C. bartholomaei</italic> (yellow jacks). In fact, all species (with the exception of <italic>Histrio histrio</italic> (sargassum frogfish), and <italic>Ocyropsis maculata</italic> (comb jelly) found to be closely associated with pelagic sargassum in this study are considered commercial species and provide fishing opportunities, and contribute to the local economy and food security. In addition to reducing fishing opportunities, large-scale removal of sargassum could potentially affect commercially important flyingfish populations since they are known to use sargassum as a spawning substrate (<xref ref-type="bibr" rid="B56">Oxenford et&#xa0;al., 2019</xref>). A recent study in West Africa by <xref ref-type="bibr" rid="B53">Ofori and Rouleau (2021)</xref> using agent-based modelling to demonstrate the effects of sargassum harvesting on fisheries, showed that when all of the incoming sargassum is harvested, the fishery sector is denied the opportunities that sargassum offers to enhance fish growth and abundance. On the other hand, if no sargassum is removed, fishers will likely experience challenging fishing conditions with high volumes of sargassum in nearshore environments, and tourism sectors will also be negatively affected (<xref ref-type="bibr" rid="B53">Ofori and Rouleau, 2021</xref>). These findings, supported by our own results suggest that a best comprise should be sought with regard to in-water sargassum harvesting and preserving fishing opportunities. Therefore, as the region explores the use of in-water harvesting to minimize beaching events and increase valorization, efforts should also be made to maintain fishing opportunities. Additionally, if large-scale harvesting is developed, endangered species that use sargassum rafts, such as turtle hatchlings (known to be present as part of the clinging-fauna community in the rafts off Barbados but not captured in our video surveys of the free-swimming community) will need to be considered (<xref ref-type="bibr" rid="B55">Oxenford et&#xa0;al., 2021</xref>). Such concerns have already led to pelagic sargassum being given special management attention in the USA through its designation as &#x2018;essential fish habitat&#x2019; resulting in regulations restricting the harvesting of sargassum in waters under the jurisdiction of the South Atlantic Fishery Management Council (<xref ref-type="bibr" rid="B70">South Atlantic Fishery Management Council (SAFMC), 2002</xref>; <xref ref-type="bibr" rid="B50">National Marine Fisheries Service (NMFS), 2003</xref>). Furthermore in 2014 sargassum was designated as &#x2018;critical habitat&#x2019; for loggerhead turtles in the US Gulf of Mexico and NW Atlantic (<xref ref-type="bibr" rid="B51">National Oceanic and Atmospheric Administration (NOAA), 2014</xref>) resulting in its legal protection.</p>
<p>A significant conundrum highlighted here in the management of sargassum is the conflicting needs of two important commercial sectors. Large scale in-water removal of sargassum has the potential to reduce fishing opportunities but it is also likely to greatly improve tourist experience. It is well established that clean beaches, clear waters and healthy coral reefs provide the principal settings for tourism activity in Barbados (<xref ref-type="bibr" rid="B66">Schuhmann et&#xa0;al., 2017</xref>) and play a critical role in tourists&#x2019; return visitation decisions (<xref ref-type="bibr" rid="B67">Schuhmann et&#xa0;al., 2019</xref>).</p>
<p>In conclusion, this preliminary study provides the first insights for the Eastern Caribbean on the free-swimming fauna associated with incoming pelagic sargassum rafts originating from the NERR, and reveals the management dilemma between the fisheries and tourism sectors. We have also demonstrated the usefulness of the relatively simple and low-cost video technique for recording free-swimming fauna associated with sargassum. Even with the use of a conservative assessment of the associated biodiversity (MaxN) and the crude estimates for raft size, we have revealed a significant positive correlation between raft size and community assemblage that aligns well with ecological theory that biodiversity should increase with patch/habitat size (e.g., <xref ref-type="bibr" rid="B69">Simberloff, 1976</xref>; <xref ref-type="bibr" rid="B32">Kohn and Walsh, 1994</xref>; <xref ref-type="bibr" rid="B35">Lomolino, 2000</xref>; <xref ref-type="bibr" rid="B49">Mungu&#xed;a-Rosas and Montiel, 2014</xref>).</p>
<p>However, there are limitations to our study and generalisations across years or countries should not be made on the basis of samples taken over a limited period. Additionally, our camera design would have inherently missed some of the cryptically colored species swimming directly beneath the raft. Within this study, about 90% of the variation in the free-swimming community associated with pelagic sargassum was not explained by distance from shore, water-depth and/or raft volume. This suggests that there are likely to be other important unmeasured variable(s) influencing the community associated with pelagic sargassum. These could include variability in sargassum morphotype composition of the rafts (<xref ref-type="bibr" rid="B43">Martin et&#xa0;al., 2021</xref>), age of the sargassum (<xref ref-type="bibr" rid="B72">Stoner and Greening, 1984</xref>) source area of sargassum within the NERR which varies with season (<xref ref-type="bibr" rid="B3">Beron-Vera et&#xa0;al., 2022</xref>), oxygen levels and changes in hydrography.</p>
<p>To better understand where, when or if in-water harvesting of sargassum should be permitted, future studies should compare the fish community in offshore and nearshore environments over a greater range of distance and over a longer time period than the current study. Ideally sampling should be carried out closer than 500&#xa0;m from shore for applicability of assessing the impact of harvesting sargassum along the outside of barriers deployed to prevent sargassum reaching the shore. Sampling should also occur in oceanic waters for applicability of assessing the impacts of industrial-scale harvesting or sinking of sargassum. Likewise, sampling should be expanded to cover summer and winter influx events that bring sargassum from different source areas in the NERR (<xref ref-type="bibr" rid="B3">Beron-Vera et&#xa0;al., 2022</xref>). Moreover, studies that quantify the utilization of pelagic sargassum by fishers in Barbados and the Eastern Caribbean are needed to better assess the impacts of loss of fishing opportunities.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>KA, MC and HO conceptualized the work. KA, MC and MS participated in the data collection process and the data was analyzed by KA and HV. All authors contributed to the writing of the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by The Nippon Foundation of the World Maritime University (WMU) - Sasakawa Global Ocean Institute as well as The Nippon Foundation and WMU-Sasakawa Global Ocean Institute&#x2019;s &#x2018;Closing the Circle Programme: Marine Debris, Sargassum and Marine Spatial Planning&#x2019; in the Eastern Caribbean. Further support was provided by the Caribbean Biodiversity Fund Ecosystem based Adaptation Facility with financing from the International Climate Initiative (IKI) under the SargAdapt &#x201c;Adapting to a new reality: Managing responses to influxes of sargassum seaweed in the Eastern Caribbean as ecosystem hazards and opportunities&#x201d; project.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors acknowledge Ch&#xe8; Alleyne, Gary Marshall and Rudolph Brathwaite for assisting with the data collection process and further acknowledges Shelly-Ann Cox for her valuable insights. We extend our gratitude to  Ver&#xf3;nica Monroy-Vel&#xe1;zquez and Brigitta van Tussenbroek for providing assistance with species identification and guidance on BVI calculations. This work would not have been possible without the generous funding by The Nippon Foundation of the World Maritime University (WMU) - Sasakawa Global Ocean Institute as well as for The Nippon Foundation &amp; WMU-Sasakawa Global Ocean Institute's 'Closing the Circle Programme: Marine Debris, Sargassum and Marine Spatial Planning&#x2019; in the Eastern Caribbean. We further acknowledge the Caribbean Biodiversity Fund Ecosystem based Adaptation Facility with financing from the International Climate Initiative (IKI) under the SargAdapt &#x201c;Adapting to a new reality: Managing responses to influxes of sargassum seaweed in the Eastern Caribbean as ecosystem hazards and opportunities&#x201d; project for their support with this study.</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.2023.1090742/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1090742/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
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