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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.2024.1380235</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>Dispersal patterns of sandfish (<italic>Holothuria scabra</italic>) larvae in Manus Province, Papua New Guinea</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Waldie</surname>
<given-names>Peter</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Feary</surname>
<given-names>David A.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2704259"/>
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<contrib contrib-type="author">
<name>
<surname>Bode</surname>
<given-names>Michael</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Matawai</surname>
<given-names>Manuai</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Harrison</surname>
<given-names>Hugo B.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Berumen</surname>
<given-names>Michael L.</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/269346"/>
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<contrib contrib-type="author">
<name>
<surname>Molai</surname>
<given-names>Chris</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Karo</surname>
<given-names>Maunoa</given-names>
</name>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Hamilton</surname>
<given-names>Richard J.</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Honiara Office, The Nature Conservancy</institution>, <addr-line>Rove</addr-line>, <country>Solomon Islands</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>General Organization for Conservation of Coral Reefs and Turtles in the Red Sea</institution>, <addr-line>Jeddah</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Mathematical Sciences, Queensland University of Technology</institution>, <addr-line>Brisbane, QLD</addr-line>, <country>Australia</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Mwanus Endras Asi Resource Development Network</institution>, <addr-line>Lorengau</addr-line>, <country>Papua New Guinea</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Biological Sciences, University of Bristol</institution>, <addr-line>Bristol</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Red Sea Research Center, Division of Biological and Environmental Science and Engineering, King Abdullah University of Science and Technology</institution>, <addr-line>Thuwal</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>National Fisheries Authority</institution>, <addr-line>Port Moresby</addr-line>, <country>Papua New Guinea</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>University of Papua New Guinea</institution>, <addr-line>Port Moresby</addr-line>, <country>Papua New Guinea</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Asia Pacific Resource Centre, The Nature Conservancy</institution>, <addr-line>South Brisbane, QLD</addr-line>, <country>Australia</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Coastal People Southern Skies Centre of Research Excellence, The Nature Conservancy</institution>, <addr-line>South Brisbane, QLD</addr-line>, <country>Australia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Pedro M. F&#xe9;lix, Center for Marine and Environmental Sciences (MARE), Portugal</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Chryssanthi Antoniadou, Aristotle University of Thessaloniki, Greece</p>
<p>Vincent Raoult, Deakin University, Australia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Richard Hamilton, <email xlink:href="mailto:rhamilton@tnc.org">rhamilton@tnc.org</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1380235</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Waldie, Feary, Bode, Matawai, Harrison, Berumen, Molai, Karo and Hamilton</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Waldie, Feary, Bode, Matawai, Harrison, Berumen, Molai, Karo and Hamilton</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>In many tropical nations, coastal communities seek to manage their sea cucumber fisheries by establishing locally managed marine areas on their traditional fishing grounds. These managed areas can protect spawning stocks, however the extent to which they help to replenish nearby sea cucumber fisheries is debated, as nothing is known about the scales at which sea cucumber larvae disperse. In this study, we used genetic parentage analyses and statistical modelling to provide the first empirical measure of larval dispersal patterns for a sea cucumber species. We analysed tissue samples from 765 adult and 827 juvenile sandfish (<italic>Holothuria scabra</italic>) collected from five traditional fishing grounds of the Titan tribe, from Manus Province, Papua New Guinea. All adults were sampled from the Pere fishing grounds (the larval source area), with juveniles sampled from the Pere, Mbunai, Tawi, Timonai and Mbuke fishing grounds. Parentage analysis identified 15 juveniles that were the offspring of parents sampled from Pere fishing grounds, with six of these juveniles located in the same fishing grounds as their parents. The best-fit larval dispersal kernel predicted that the average <italic>H. scabra</italic> larvae travelled 15&#xa0;km from its spawning location, with 50% of larvae settling within 6.7&#xa0;km of their parents and 95% of larvae settling within 59&#xa0;km of their parents. These results suggest that the Titan tribes&#x2019; desire to protect their <italic>H. scabra</italic> spawning stocks by establishing a network of locally managed marine areas across 65&#xa0;km of continuous coastline is a culturally appropriate strategy, which has merit from both an ecological and fisheries standpoint.</p>
</abstract>
<kwd-group>
<kwd>customary marine tenure</kwd>
<kwd>connectivity</kwd>
<kwd>locally managed marine areas</kwd>
<kwd>fisheries management</kwd>
<kwd>genetic parentage analyses</kwd>
<kwd>larval dispersal</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="2"/>
<equation-count count="1"/>
<ref-count count="64"/>
<page-count count="9"/>
<word-count count="5253"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Fisheries, Aquaculture and Living Resources</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Understanding the larval dispersal patterns of exploited marine species is important to fisheries managers as it informs the spatial scales at which these harvested populations should be managed (e.g. <xref ref-type="bibr" rid="B55">Sale et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B47">Pelc et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B36">Jones, 2015</xref>). From an ecological perspective, when mean larval dispersal distances are short (i.e. tens of kilometers, e.g. <xref ref-type="bibr" rid="B2">Almany et&#xa0;al., 2007</xref>) and a large proportion of larvae are locally retained, local marine reserves can be self-sustaining, and nearby fisheries can receive larval subsidy. From the perspective of economic and social theory, local larval dispersal makes small-scale management more viable (<xref ref-type="bibr" rid="B2">Almany et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B28">Hamilton et&#xa0;al., 2021</xref>), and creates the conditions for self-sustaining territorial user-rights fisheries &#x2013; in particular, it means that the community who manage their fisheries are the primary beneficiary of sustainable behavior (<xref ref-type="bibr" rid="B13">Costello et&#xa0;al., 2015</xref>). Such management becomes much more challenging where mean larvae dispersal distances are large (i.e. in the hundreds of kilometres, e.g. <xref ref-type="bibr" rid="B46">Nanninga et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B33">Herrera et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B63">Williamson et&#xa0;al., 2016</xref>). Where larval dispersal scales substantially exceed management scales, connectivity creates economic and social externalities.</p>
<p>Our understanding of the scales and patterns of population connectivity in marine species has increased markedly in recent decades. Empirical field studies based on new methodologies such as genetic parentage analysis have allowed direct observations of larval dispersal events (<xref ref-type="bibr" rid="B35">Jones et&#xa0;al., 2005</xref>). These studies have assisted in the validation and calibration of increasingly sophisticated biophysical dispersal simulations (<xref ref-type="bibr" rid="B8">Bode et&#xa0;al., 2019</xref>). However, most experimental studies on larvae dispersal have focused on small fish species that are not harvested (e.g., <xref ref-type="bibr" rid="B48">Planes et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B53">Pusack et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B56">Shulzitski et&#xa0;al., 2016</xref>). Literature pertaining to large commercial species (i.e., reef fish) is gradually increasingly (e.g., <xref ref-type="bibr" rid="B32">Harrison et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B3">Almany et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B28">Hamilton et&#xa0;al., 2021</xref>). Yet despite the global interest in managing sea cucumber fisheries, we know of only one published study that has attempted to quantify sea cucumber larval dispersal (<xref ref-type="bibr" rid="B11">Brown et&#xa0;al., 2022</xref>). The study by <xref ref-type="bibr" rid="B11">Brown et&#xa0;al. (2022)</xref> involved conducting a high-resolution genomic audit of sandfish (<italic>Holothuria scabra</italic>) populations at six sites in Fiji that were separated by a maximum of 300&#xa0;km. <xref ref-type="bibr" rid="B11">Brown et&#xa0;al. (2022)</xref> could not infer larval dispersal patterns of sandfish in Fiji, as they did not identify any parent-offspring relationships, however they did detect some full sibling and half sibling relationships, and concluded that sandfish in Fiji are made up of three genetically distinct populations.</p>
<p>Sea cucumbers, or b&#xea;che-de-mer, as they are known in their dried and processed form, have been a luxury sea food in Asia for centuries (<xref ref-type="bibr" rid="B57">Toral-Granda et&#xa0;al., 2008</xref>). Many commercially valuable sea cucumbers occur in shallow tropical waters, where they are typically exploited by small-scale fisheries that operate in low income and low governance contexts (<xref ref-type="bibr" rid="B6">Barclay et&#xa0;al., 2019</xref>). Consequently, many sea cucumber fisheries are severely overfished (<xref ref-type="bibr" rid="B57">Toral-Granda et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B17">Friedman et&#xa0;al., 2011</xref>), with patterns of boom and bust inherent in sea cucumber fisheries globally. In the Pacific Islands region both bottom-up and top-down management efforts have been utilized to manage these high value fisheries. Coastal communities in Fiji, Papua New Guinea and Solomon Islands have established locally managed marine areas (LMMAs) on their customarily owned reefs to allow populations of sea cucumbers to recover (e.g. <xref ref-type="bibr" rid="B49">PNG National Fisheries Authority, 2007</xref>; <xref ref-type="bibr" rid="B27">Hamilton and Lokani, 2011</xref>; <xref ref-type="bibr" rid="B26">Hamilton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B38">Lalavanua et&#xa0;al., 2017</xref>). This type of community-based fisheries management is made possible by the existence of customary marine tenure systems that are common throughout the Pacific, often involving communities closing an area to some or all types of fishing for a certain period (<xref ref-type="bibr" rid="B54">Ruddle, 1996</xref>; <xref ref-type="bibr" rid="B34">Johannes, 2002</xref>; <xref ref-type="bibr" rid="B4">Almany et&#xa0;al., 2015</xref>). National fishery agencies also routinely place moratoriums on these fisheries once they are considered over-exploited at a regional scale (e.g. <xref ref-type="bibr" rid="B12">Christensen, 2011</xref>; <xref ref-type="bibr" rid="B21">Hair et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B11">Brown et&#xa0;al., 2022</xref>).</p>
<p>For the past two decades, the Titan communities, located along the south coast of Manus Island in Papua New Guinea, have established LMMAs within their traditional fishing grounds as a fisheries management tool for a variety of harvested species (e.g. <xref ref-type="bibr" rid="B29">Hamilton et&#xa0;al., 2005</xref>). To evaluate the effectiveness of these LMMAs, Titan fishers and staff from James Cook University and The Nature Conservancy investigated the dispersal of squaretail grouper (<italic>Plectropomus areolatus</italic>) larvae that were spawned at a fish spawning aggregation that is protected by one of these LMMAs (<xref ref-type="bibr" rid="B5">Almany et&#xa0;al., 2010</xref>, <xref ref-type="bibr" rid="B3">Almany et&#xa0;al., 2013</xref>, <xref ref-type="bibr" rid="B4">Almany et&#xa0;al., 2015</xref>). This work showed that <italic>P. areolatus</italic> had a mean larval dispersal distance of 14&#xa0;km, with 20% of larvae retained within the fishing grounds of where they spawned (<xref ref-type="bibr" rid="B3">Almany et&#xa0;al., 2013</xref>).</p>
<p>When the findings on <italic>P. areolatus</italic> connectivity were shared with Titan fishers in 2011, communities realized that while they would obtain some direct larval subsidies from protecting fish spawning aggregations located within their fishing grounds, the scale of larval connectivity meant that this fishery would be best managed at a larger spatial scale. This information provided Titan leaders with the ecological rationale for establishing the Mwanus Endras Asi Resource Development Network (MEARDN) tribal network. MEARDN encompasses a sea area of approximately 24,000 km<sup>2</sup> and 10,000 people; the Titan communities that make up MEARDN share a common language, religion, and ethnic identity. Most MEARDN inhabitants live in communities that are located along a continuous 65&#xa0;km stretch of the south coast of Manus Island, with a smaller number of people residing on outer islands that lie up to 100&#xa0;km south or east of Manus Island (<xref ref-type="bibr" rid="B4">Almany et&#xa0;al., 2015</xref>). MEARDN was established in 2013, with the goal of improving the livelihoods of the Titan people, by maintaining healthy marine ecosystems and strengthening the governance and financial capacity of the Titan people.</p>
<p>One of the most valuable marine resources that is found within MEARDN is <italic>H. scabra</italic>. Often called &#x201c;sandfish&#x201d;, this is the most valuable species in the Papua New Guinea sea cucumber fishery (<xref ref-type="bibr" rid="B51">Purcell et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B21">Hair et&#xa0;al., 2019</xref>). Sandfish have been commercially exported from Papua New Guinea since the 1870s (few local people traditionally consumed sea cucumber), but the trade accelerated dramatically in the 1980s, by which time Papua New Guinea had become the third largest supplier of b&#xea;che-de-mer to Hong Kong (<xref ref-type="bibr" rid="B37">Kinch et&#xa0;al., 2008</xref>). Historically sandfish were very abundant in nearshore seagrass habitats in Papua New Guinea, with reported densities in the 1980s-1990s often exceeding 1000 per ha (i.e. <xref ref-type="bibr" rid="B41">Lokani, 2001</xref>; <xref ref-type="bibr" rid="B27">Hamilton and Lokani, 2011</xref>). Because of its shallow distribution children, women, men, and the elderly participate in the sandfish fishery (<xref ref-type="bibr" rid="B6">Barclay et&#xa0;al., 2019</xref>). Its shallow distribution and high value have resulted in sandfish populations being depleted throughout Papua New Guinea (e.g. <xref ref-type="bibr" rid="B14">Dalzell, 1990</xref>; <xref ref-type="bibr" rid="B27">Hamilton and Lokani, 2011</xref>; <xref ref-type="bibr" rid="B21">Hair et&#xa0;al., 2019</xref>) and much of its range (<xref ref-type="bibr" rid="B23">Hamel et&#xa0;al., 2022</xref>). Given this vulnerability to overexploitation, <italic>H. scabra</italic> was listed as Endangered on the IUCN Red List in 2010 (<xref ref-type="bibr" rid="B24">Hamel et&#xa0;al., 2013</xref>). At the time of this study, 2014, a Papua New Guinea wide moratorium on sea cucumber fisheries had been in place since 2009, following low stock assessments for all commercially valuable sea cucumber species (<xref ref-type="bibr" rid="B22">Hair et&#xa0;al., 2016</xref>).</p>
<p>Sexes are separate in <italic>H. scabra</italic> and this species is a broadcast spawner. Their larvae are planktonic, settling in shallow seagrass habitats, approximately 14 days post-spawning (see review in <xref ref-type="bibr" rid="B23">Hamel et&#xa0;al., 2022</xref>). Adults inhabit seagrass areas and deeper sand and silt habitats. The species has a narrow habitat range, and is only found in shallow, low-energy environments that have muddy or sand substrates (see review in <xref ref-type="bibr" rid="B23">Hamel et&#xa0;al., 2022</xref>). <xref ref-type="bibr" rid="B58">Uthicke and Benzie (2001)</xref> found restricted gene flow between <italic>H. scabra</italic> populations along the north-east coast of Australia, suggesting a low dispersal ability in this species. Because of their broadcast spawning behavior many closely related congeneric species of sea cucumbers can hybridize, particularly in areas where both populations are abundant (e.g. <xref ref-type="bibr" rid="B19">Gkafas et&#xa0;al., 2023</xref>). In Papua New Guinea the golden sandfish (<italic>H. lessoni</italic>) occurs in similar habits to <italic>H. scabra</italic>, although in Manus this species occurs in very low abundances (authors, personal observations). The two species are readily distinguishable based on markedly different color patterns and presence/absence of wrinkles in the body wall (<xref ref-type="bibr" rid="B59">Uthicke et&#xa0;al., 2005</xref>). <italic>H. scabra</italic> and <italic>H. lesoni</italic> have been shown to hybridize, although the genetic integrity of either holothurian species remains intact through an unknown postzygotic mechanism that may be hybrid sterility (<xref ref-type="bibr" rid="B59">Uthicke et&#xa0;al., 2005</xref>).</p>
<p>During a MEARDN tribal meeting in 2013, Titan leaders expressed interest in establishing a business arm within their tribal network, as a means of enhancing the financial security of their people. Titan leaders were particularly interested in sustainably harvesting, processing, and exporting <italic>H. scabra</italic> directly to Hong Kong once the national moratorium on sea cucumber harvesting was lifted. By running all aspects of the b&#xea;che-de-mer business themselves, MEARDN and its fishers hoped to capture a greater share of the profits in this fishery. To ensure the sustainability of their <italic>H. scabra</italic> fisheries, Titan leaders also discussed the merits of establishing a network of nearshore LMMAs within MEARDN, to protect local spawning stocks of <italic>H. scabra</italic> once the fishery was opened. Since nothing was known about the larval dispersal patterns of <italic>H. scabra</italic>, TNC staff who were present at the 2013 tribal meeting were asked if they would conduct research on their larval dispersal patterns within MEARDN. This request formed the premise for the research that is reported on here.</p>
</sec>
<sec id="s2">
<title>Methods</title>
<sec id="s2_1">
<title>Environmental setting</title>
<p>The Titan communities of Pere, Mbunai, Locha, Tawi, Timonai and M&#x2019;buke participated in this study These communities are all situated near the mainland of Manus Island, and their traditional fishing grounds are shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. At the time of this study (2014) the national moratorium on sea cucumber harvest had been in place for five years, and Titan fishers reported that their sandfish populations were showing signs of recovery (<xref ref-type="bibr" rid="B16">Feary et&#xa0;al., 2014</xref>). In water surveys that we conducted in 2014 revealed that the average densities of sandfish in shallow seagrass habitats in Titan fishing grounds ranged from 192 to 422 individuals per hectare, with <italic>H. scabra</italic> populations dominated by juvenile size classes (<xref ref-type="bibr" rid="B16">Feary et&#xa0;al., 2014</xref>). These 2014 densities were on par with areas that have undertaken experimental, small-scale fishing of sandfish (i.e., Warrior Reefs within Torres Strait, Australia, <xref ref-type="bibr" rid="B45">Murphy et&#xa0;al., 2012</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Dispersal map by fishing grounds. Dashed lines delineate customary marine tenure boundaries between communities. Circles indicate the proportion of juveniles sampled in each fishing ground that were assigned to parents from among the Pere samples. Arrows indicate the number of juveniles assigned to parents from Pere. Note the high number (6) and proportion (5.1%) of self-recruits from Pere.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1380235-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<title>Collection of tissue samples</title>
<p>Although juvenile <italic>H. scabra</italic> in Papua New Guinea have been categorized as being &#x2264; 21cm total length (TL) (<xref ref-type="bibr" rid="B40">Lokani, 1990</xref>), maturity can occur from 17cm TL to 21cm TL (<xref ref-type="bibr" rid="B23">Hamel et&#xa0;al., 2022</xref>). To be conservative, for our connectivity study we considered adults &#x2265; 22cm TL and juveniles to be &#x2264; 15&#xa0;cm TL. Between 19th May to the 22nd June 2014 we worked with over one hundred Titan fishers to sample 6,465 <italic>H. scabra</italic> from 57 sites located in the Pere, Mbunai, Locha, Tawi, Timonai and Mbuke fishing grounds (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Juveniles were sampled from all six communities&#x2019; fishing grounds, whereas adults were only sampled from the Pere fishing grounds (i.e. the &#x2018;natal site&#x2019;: see <xref ref-type="bibr" rid="B16">Feary et&#xa0;al., 2014</xref> for further details). Once collected, each <italic>H. scabra</italic> was allowed to rest for 5 mins, as individuals are prone to constrict when moved. Following this, each individual was measured (mouth to anus), a small sample of body wall tissue from the dorsal side of the animal collected and this sample immediately preserved in 98% ethanol. Between individual sample collection, all sampling instruments were placed in 98% ethanol, to reduce contamination. All individual sandfish were then replaced in the habitat they were collected. A subsample of 765 adults and 827 juveniles were analysed for parent &#x2013; offspring relationships (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Total number of adult and juvenile <italic>H. scabra</italic> collected from each fishing ground and the subsample of these that were genetically analysed.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Fishing ground</th>
<th valign="top" align="left">Adults collected</th>
<th valign="top" align="left">Juveniles collected</th>
<th valign="top" align="left">Adults analysed</th>
<th valign="top" align="left">Juveniles analysed</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Pere</td>
<td valign="top" align="center">2094</td>
<td valign="top" align="center">1294</td>
<td valign="top" align="center">765</td>
<td valign="top" align="center">117</td>
</tr>
<tr>
<td valign="top" align="left">Mbunai</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">936</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">162</td>
</tr>
<tr>
<td valign="top" align="left">Locha</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">139</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">Tawi</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1004</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">291</td>
</tr>
<tr>
<td valign="top" align="left">Timonai</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">612</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">201</td>
</tr>
<tr>
<td valign="top" align="left">Mbuke</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">386</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">56</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Total</bold>
</td>
<td valign="top" align="center">
<bold>2094</bold>
</td>
<td valign="top" align="center">
<bold>4371</bold>
</td>
<td valign="top" align="center">
<bold>765</bold>
</td>
<td valign="top" align="center">
<bold>827</bold>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_3">
<title>Estimating the amount of <italic>H. scabra</italic> habitat within the Pere fishing grounds</title>
<p>To estimate the amount of <italic>H. scabra</italic> habitat within the Pere fishing grounds, we asked knowledgeable sea cucumber fishers from Pere to demarcate sandfish habitats on satellite images of their fishing grounds (<xref ref-type="bibr" rid="B16">Feary et&#xa0;al., 2014</xref>), a process known as participatory mapping. Local fishers identified three readily distinguishable <italic>H. scabra</italic> habitats in the Pere fishing grounds, that being dense and sparse seagrass habitat that occurred in shallow (1-2&#xa0;m) water depths, and sand/silt habitat that occurred in water depths of 5-10&#xa0;m. <italic>H. scabra</italic> habitats that were identified through participatory mapping were digitized in GIS, enabling us to calculate the total area of each <italic>H. scabra</italic> habitat in the Pere fishing grounds.</p>
</sec>
<sec id="s2_4">
<title>Underwater visual census surveys</title>
<p>For the purposes of dispersal kernel estimation, we needed to estimate the adult abundance of <italic>H. scabra</italic> in the Pere fishing grounds (the adult source area). This abundance estimate can be used to determine what proportion of the larvae were genetically marked. Between the 25<sup>th</sup> to 30<sup>th</sup> of May 2014, 180 100m<sup>2</sup> (50m * 2m) underwater visual census (UVC) surveys were undertaken within the Pere fishing grounds (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). We surveyed dense seagrass, sparse seagrass, and sand/silt <italic>H. scabra</italic> habitats in the Pere fishing grounds. Shallow seagrass habitats were surveyed on snorkel while deeper sand/silt habitat was surveyed using SCUBA (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). All UVC surveys were conducted at night using underwater torches to coincide with the highest density of <italic>H. scabra</italic>, since this species will burrow during the day and emerge during the night (<xref ref-type="bibr" rid="B23">Hamel et&#xa0;al., 2022</xref>). On each UVC survey all <italic>H. scabra</italic> encountered were counted, with each individual&#x2019;s length visually estimated and placed within 50&#xa0;mm size classes (total length, TL). To determine the density of sandfish in juvenile versus adult phases, all individuals were split into &#x2264; 21cm TL (juvenile) and &#x2265; 22cm TL (mature [adult] phase) (following <xref ref-type="bibr" rid="B40">Lokani, 1990</xref>).</p>
</sec>
<sec id="s2_5">
<title>Microsatellite development and genotyping</title>
<p>Microsatellites were identified from a <italic>de-novo</italic> assembly of Illumina 2 x 150 bp paired-end sequencing from genomic DNA of a single <italic>H. scabra</italic>. The genomic library was prepared and sequenced on an Illumnia MiSeq platform according to the manufacturer&#x2019;s instructions, using a Nextera DNA sample prep kit (Illumina). Reads were first trimmed of low-quality bases in TRIMMOMATIC v0.36 before forward and reverse reads were merged in Pear v0.9.10 (<xref ref-type="bibr" rid="B64">Zhang et&#xa0;al., 2014</xref>). Candidate tri- and tetra-nucleotide microsatellite repeats were detected using MSATCOMMANDER v 1.0.8 (<xref ref-type="bibr" rid="B15">Faircloth, 2008</xref>). A total of 6,473 suitable loci were identified, of which 48 were selected for multiplex PCR amplification. Primers were designed in msatcommander with optimum lengths of 26 bp, optimum annealing temperature of 60&#xb0;C, and a 3&#x2019; GC clamp for higher specificity in multiplex PCR. Forward primers were labelled with 5&#x2019;-modifications (6-FAM, VIC, NED and PET) for fragment analysis on an ABI 3370xl DNA Analyzer (Applied Biosystems) with the GeneScan 500 LIZ internal size standard (Applied Biosystems).</p>
<p>All loci were first amplified in simplex PCRs on three individuals and later combined in multiplex PCRs in eight individuals to assess the quality of amplification and adjust primer concentrations. A total of 26 loci were selected for amplification in four multiplex reactions. All four multiplex reactions were performed in a total volume of 10 &#xb5;L containing 5 &#xb5;L of Qiagen Multiplex Master Mix (Qiagen, Germany), 3 &#xb5;L of distilled water, 1 &#xb5;L of primer premix, and 1 &#xb5;L template DNA. Multiplex PCRs were performed on Veriti thermocyclers following a &#x2018;touch-down&#x2019; sequence to increase the binding specificity of primers and reduce artifacts: 15&#xa0;min initial denaturation at 95&#xb0;C, 5 cycles of 30 s at 95&#xb0;C, 90 s at 62&#xb0;C, and 60 s at 72&#xb0;C, then 5 cycles of 30 s at 95&#xb0;C, 90 s at 60&#xb0;C, and 60 s at 72&#xb0;C, then 20 cycles of 30 s at 95&#xb0;C, 90 s at 58&#xb0;C, and 60 s at 72&#xb0;C, followed by 30&#xa0;min at 60&#xb0;C. All adult and juvenile samples were genotyped at all 26 loci following DNA extraction using a Nucleospin tissue extraction kit (Macherey-Nagel). Individual genotypes were scored in GENEMAPPER v4.0, and unique alleles were distinguished using marker specific binsets adapted from MSATALLELE (<xref ref-type="bibr" rid="B1">Alberto, 2009</xref>).</p>
</sec>
<sec id="s2_6">
<title>Parentage analysis and accuracy tests</title>
<p>All collected juveniles were screened against the total pool of adults to reveal parent&#x2013;offspring relationships using a maximum-likelihood approach implemented in FAMOZ (<xref ref-type="bibr" rid="B42">Marshall et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B18">Gerber et&#xa0;al., 2003</xref>). The program computes log of the odds ratio (LOD) scores for assigning individuals to candidate parents based on the observed allelic frequencies at each locus. Minimum LOD score thresholds for accepting assignments to single parents and parent pairs were determined from simulation adapted from <xref ref-type="bibr" rid="B30">Harrison et&#xa0;al. (2014)</xref>. Briefly, we generated five simulated datasets of individual genotypes of known and unknown decent, simulating incomplete sampling of the adult populations. The proportion of known parents in the sample was fixed at 20% and genotyping error was introduced at a rate of 1% for each locus. Simulated datasets were analysed using the pairwise likelihood score method implemented in FAMOZ and the results analysed to identify a LOD threshold resulting in the highest overall accuracy of assignments. Accuracy was measured as the proportion of correct assignments to single parents or parent pairs and the number of correct exclusions over all possible assignments (<xref ref-type="bibr" rid="B31">Harrison et&#xa0;al., 2013</xref>).</p>
</sec>
<sec id="s2_7">
<title>Fitting dispersal kernels to genetic parentage data</title>
<p>We fit several isotropic dispersal kernels to the parentage data, using the maximum likelihood methods described in <xref ref-type="bibr" rid="B9">Bode et&#xa0;al. (2018)</xref>, implemented in Matlab (see <italic>Data availability statement</italic>). We considered four kernel shapes from the family of generalized normal distributions: two were thin-tailed distributions (the Gaussian and the Ribbens), and two were heavy-tailed (the Laplacian and the Cauchy). We represented the sampling locations of individuals as single points in each of the fishing grounds, creating distance and parentage matrices (the final row accounting for unassigned juveniles). We did not consider the Locha fishing grounds in this analysis as none of the juveniles from Locha were genetically analysed.</p>
<p>The best-fit kernel functions and parameter values were estimated using both those juveniles which could be assigned to parents, and also unassigned juveniles, since these also offer information about the scale of dispersal.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Microsatellite genotyping and locus characteristics</title>
<p>In total, 765 adults from Pere and 827 juveniles from five fishing grounds (Pere, Mbunai; Tawi; Timonai; Mbuke) were successfully genotyped at 26 microsatellites for parentage analysis. Of the 26 loci amplified, seven were excluded from further analyses due to null alleles or poor amplification. All remaining loci were highly polymorphic (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>) ranging from 7 to 51 alleles with a mean of 24.5 (SE: 2.8) alleles per locus and average heterozygosity of 0.730 (SE: 0.04). The high level of polymorphism provided a strong exclusion power (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>) with an overall accuracy of 98.6% across simulated datasets with LOD scores above 6, providing very strong confidence in assigned parent-offspring pairs. The probability of assigning a juvenile to a parent that was not its true parent, knowing that the true parent was not sampled was 1.3% (false positive &#x2013; type I error). Conversely, the probability of a true parent&#x2013;offspring pair not being identified knowing that the true parent was sampled was 0.1% (false negative &#x2013; type II error). Fifteen juveniles were genetically assigned to a single sampled parents in our samples (mean LOD score: 8.6). All fifteen individuals were assigned to adults from Pere (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Number and proportion of juvenile <italic>H. scabra</italic> in each fishing ground that were assigned back to a genetically analysed adult in Pere.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Fishing ground</th>
<th valign="top" align="left">Juveniles analysed</th>
<th valign="top" align="left">Assignments</th>
<th valign="top" align="left">Not assigned</th>
<th valign="top" align="left">Proportion assignments</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Pere</td>
<td valign="top" align="left">117</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">111</td>
<td valign="top" align="left">5.13%</td>
</tr>
<tr>
<td valign="top" align="left">Mbunai</td>
<td valign="top" align="left">162</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">161</td>
<td valign="top" align="left">0.62%</td>
</tr>
<tr>
<td valign="top" align="left">Tawi</td>
<td valign="top" align="left">291</td>
<td valign="top" align="left">5</td>
<td valign="top" align="left">286</td>
<td valign="top" align="left">1.72%</td>
</tr>
<tr>
<td valign="top" align="left">Timonai</td>
<td valign="top" align="left">201</td>
<td valign="top" align="left">2</td>
<td valign="top" align="left">199</td>
<td valign="top" align="left">1%</td>
</tr>
<tr>
<td valign="top" align="left">Mbuke</td>
<td valign="top" align="left">56</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">55</td>
<td valign="top" align="left">1.79%</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Total</bold>
</td>
<td valign="top" align="left">
<bold>827</bold>
</td>
<td valign="top" align="left">
<bold>15</bold>
</td>
<td valign="top" align="left">
<bold>812</bold>
</td>
<td valign="top" align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Larval dispersal within the MEARDN customary fishing grounds</title>
<p>The participatory mapping of <italic>H. scabra</italic> habitats (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>) and UVC data (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S1 and S2</bold>
</xref>) indicated that the 765 surveyed adults represented 3.1% of the total adult population in Pere, across all three habitat types. Using this proportion, and the number of assignments across the five fishing grounds along the coastline, we found that the best fit was provided by the Cauchy dispersal kernel function:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mi>&#x3c1;</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
<mml:mi>k</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mi>k</mml:mi>
<mml:mn>2</mml:mn>
</mml:mfrac>
<mml:mi>exp</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>d</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#xa0;</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mi>k</mml:mi>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mn>2</mml:mn>
</mml:mfrac>
</mml:mrow>
</mml:msup>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>with <inline-formula>
<mml:math display="inline" id="im1">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.99</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>. The fit implies that the mean dispersal distance in the system was 15&#xa0;km, and that half of the larvae are settling within 6.7&#xa0;km of their natal population. The kernel predicts that the overwhelming majority of settlement (95%) happens within 59&#xa0;km of the larval source. The Cauchy kernel is particularly steep at the origin (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), suggesting that the strength of dispersal drops off very rapidly with distance.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Best-fit larval dispersal kernel (solid black line) &#x2013; a Cauchy kernel &#x2013; estimated from the parentage data. Dashed lines enclose &#xb1; 1 SD of the fits to the bootstrap resampled data. Dispersal strength is given relative to the strength of local retention. The best-fit kernel estimates that 50% of larvae settle within 6.7&#xa0;km of the natal reef. The estimated mean dispersal distance is 15 km.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1380235-g002.tif"/>
</fig>
<p>Confidence bounds around this fit were generated using bootstrap resampling at the scale of the 5 sampling locations, which showed that 95% of the fits had values in the range <inline-formula>
<mml:math display="inline" id="im2">
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mo>&#x2208;</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">[</mml:mo>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>5.0</mml:mn>
<mml:mo>,</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.38</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). This choice of bootstrap resampling addresses the uncertainty produced by the choice of sample locations. Along with the relatively small number of assignments, this choice produces wide confidence bounds, since the dataset changes substantially between resamples.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>In this study, we combined genetic parentage analysis and modelling to provide the first description of larval dispersal patterns in a commercially valuable sea cucumber. We identified 15 juvenile <italic>H. scabra</italic> in the Mbuke, Mbunai, Pere, Tawi and Timonai fishing grounds that were the offspring of parents sampled from the Pere fishing grounds. A fitted dispersal kernel based on the sampling location of adult and juvenile <italic>H. scabra</italic> predicted that the mean distance of larval dispersal is 15&#xa0;km. These findings imply high levels of self-recruitment within the Pere fishing grounds, as well as larval connectivity between the five MEARDN fishing grounds investigated in this study &#x2013; particularly between adjacent communities (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<p>We found that 50% of larvae settle within 6.7&#xa0;km of their parents and 95% of larvae settle within 59&#xa0;km of their parents, indicating that the studied <italic>H. scabra</italic> population is reasonably demographically closed (<xref ref-type="bibr" rid="B55">Sale et&#xa0;al., 2005</xref>). This implies that the spatial scale of MEARDN, which extends across 65&#xa0;km of the Manus coastline, is likely adequate for sustainably managing the stock. Establishing a network of nearshore LMMAs that protect adult spawning stock of <italic>H. scabra</italic> would be a culturally appropriate strategy for MEARDN that has merit from both an ecological and fisheries standpoint. Although demographically closed populations can be managed at restricted spatial scales that match the size of tribal networks such as MEARDN, they are more vulnerable to recruitment overfishing (<xref ref-type="bibr" rid="B7">Begg et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B61">Walters and Martell, 2004</xref>) and localized extinction at that scale. Once depleted, demographically closed populations are unlikely to be rescued by the arrival of larvae from distant intact populations (<xref ref-type="bibr" rid="B60">van der Meer et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B10">Bonin et&#xa0;al., 2016</xref>). Indeed, some sea cucumber fisheries that have been overfished have failed to recover, despite many decades of complete closure (<xref ref-type="bibr" rid="B17">Friedman et&#xa0;al., 2011</xref>). The limited dispersal observed in this study confers with findings from <xref ref-type="bibr" rid="B11">Brown et&#xa0;al. (2022)</xref>, who found three genetically distinct populations of <italic>H. scabra</italic> across sites that were separated by a maximum of 300&#xa0;km in Fiji.</p>
<p>Aside from limited larval dispersal, there are several additional reasons why <italic>H. scabra</italic> stocks are well-suited to being managed through the establishment of a network of LMMAs in southern Manus. Firstly, adult <italic>H. scabra</italic> habitat is common near MEARDN communities. Establishing LMMAs for sandfish that were in line-of-sight of communities makes social enforcement more feasible (<xref ref-type="bibr" rid="B43">McClanahan et&#xa0;al., 2006</xref>), and was a topic of discussion and the 2013 MEARDN meeting. Secondly, in Papua New Guinea and across the Pacific, most LMMAs are usually&lt; 0.5 km<sup>2</sup> (<xref ref-type="bibr" rid="B44">Mills et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B62">Weeks et&#xa0;al., 2010</xref>). Because sea cucumbers are relatively sedentary, small LMMAs are likely to be sufficient for protecting their spawning stocks. For example, some large-bodied species such as the elephant trunkfish (<italic>Holothuria fuscopunctata</italic>) move less than 10&#xa0;m on average over annual timescales (<xref ref-type="bibr" rid="B52">Purcell et&#xa0;al., 2023</xref>). Movement studies on <italic>H. scabra</italic> indicate that <italic>H. scabra</italic> will cover a total distance of 2&#x2013;8 m per day and have home ranges of&lt;0.05 km<sup>2</sup> (<xref ref-type="bibr" rid="B39">Lee et&#xa0;al., 2018</xref>).</p>
<p>For LMMA networks to serve their fisheries management objectives individual reserves must be large enough to protect adult spawning stocks that export larval subsidies to fished areas and nearby LMMAs (<xref ref-type="bibr" rid="B20">Green et&#xa0;al., 2015</xref>). For sea cucumbers, the configuration (size, spacing and location) of LMMAs within a network should be informed by the home ranges of benthic life stages and the dispersal patterns of pelagic larvae (<xref ref-type="bibr" rid="B20">Green et&#xa0;al., 2015</xref>). We suggest that a LMMA network for <italic>H. scabra</italic> should be made up of LMMAs &#x2265; 40&#xa0;ha (<xref ref-type="bibr" rid="B50">Purcell and Kirby, 2006</xref>) and separated by no more than 15&#xa0;km (the approximate distance that the majority of larvae travel from their natal sites). It is noteworthy that a study by <xref ref-type="bibr" rid="B25">Hamel et&#xa0;al. (2019)</xref> challenges the notion of that <italic>H. scabra</italic> adults have restricted home ranges. <xref ref-type="bibr" rid="B25">Hamel et&#xa0;al. (2019)</xref> describes how juveniles and adult <italic>H. scabra</italic> in aquaculture enclosures in Madagascar were able to modify their buoyancy, leading them to tumble or float at speeds much faster than they can obtain through benthic crawling. <xref ref-type="bibr" rid="B25">Hamel et&#xa0;al. (2019)</xref> termed this behavior active buoyancy adjustment, and found that in experimental trials this behavior was triggered by high conspecific density, increasing water turbidity, and decreasing salinity, with active buoyancy adjustment only observed in enclosures that were located near land. If active buoyancy adjustment is common in wild populations of <italic>H. scabra</italic>, then LMMAs would need to be large to be effective once protection leads to high densities.</p>
<p>The findings of this study demonstrate that <italic>H. scabra</italic>, and possibly other species of the genus <italic>Holothuria</italic>, are well suited to parentage analysis. In this study, 19 <italic>H. scabra</italic> microsatellites were successfully genotyped. Each of these microsatellites had high levels of polymorphism, which provided strong exclusion power in the parentage analysis and high confidence in assigned parent-offspring pairs. The <italic>H. scabra</italic> dispersal kernel presented here is based on a low number of assignments, 15 out of out of 827 total juvenile samples. This 2% assignment rate is relatively low in dispersal analyses based on parentage assignments (<xref ref-type="bibr" rid="B9">Bode et&#xa0;al., 2018</xref>), most of which assign between 1% and 15% of juveniles. This low juvenile assignment is a result of only sampling a small proportion of a single source population, and is reflected in the large uncertainty around the best-fit larval dispersal kernel. UVC surveys indicate that there were 24,653 adult sandfish in the Pere fishing grounds when this fieldwork was conducted (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>), of which only 3.1% (n = 765) were analysed for the purpose of this study.</p>
<p>In this study, the shallow distribution of abundant and sedentary <italic>H. scabra</italic>, combined with the assistance of knowledge local fishers, made it possible to sample 6,465 sandfish in a month. However, the human resources required to amplify all the samples were unavailable. &#x2013; In particular, the costs of the technical specialists&#x2019; time to extract and genotype the samples, the cost of the necessary extraction kits, and the time to process the output from the genotyping. In detail, to extract batches of samples (e.g., 2 x 96 samples) and prepare them for fragment analysis would take 1&#x2013;3 days, while processing of genotyped samples would take 3&#x2013;4 days. As a consequence, we were only able to process 36.5% (n = 765) of the adult and 18.9% (n = 827) of the juvenile samples. Advances in genetic technologies may allow genotyping of a very large number of tissue samples in a small number of sequencing runs, saving months of data processing and making large-scale parentage studies on sea cucumbers more feasible.</p>
<p>The limited larval dispersal of <italic>H. scabra</italic> that we observed in this study provides compelling evidence that coastal communities who establish LMMAs to protect spawning stocks of sea cucumbers can directly benefit from their efforts. These LMMAs can replenish stocks within the fishing grounds they were established in, complementing national management measures such as closed seasons and size limits. Our study has also shown that although <italic>H. scabra</italic> appear to have limited larval dispersal, the animals nevertheless move across spatial scales that are larger than most communities&#x2019; traditional fishing grounds. Networks of LMMAs that span multiple fishing grounds &#x2013; at the scale of MEARDN, for example &#x2013; are needed to generate the greatest benefits for these fisheries. LMMAs that are protect prime adult habitat of <italic>H. scabra</italic>, are in line-of-sight of communities, are &#x2265; 40&#xa0;ha, and are separated by other LMMAs in a network by a maximum of 15&#xa0;km are likely to provide the greatest fisheries management benefits for sandfish.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The code for fitting dispersal kernels to parentage data are available at <uri xlink:href="https://github.com/MikeBode/Parentage_kernel_fitting/">https://github.com/MikeBode/Parentage_kernel_fitting/</uri>. The cleaned datasets used for the Manus example, including the code for creating Figure 2, can be found in this repository in the archive &#x201c;Manus_Holothuria_scabra.zip&#x201d;. The GenBank accession number for the sequences reported in this paper are PP548095-PP548120. Additional markers are available upon request to the authors.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving animals in accordance with the local legislation and institutional requirements because Research clearance, which included ethics clearance, was provided by the Mwanus Endras Asi Resource Development Network and the Papua New Guinea National Fisheries Authority.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>PW: Project administration, Data curation, Formal analysis, Software, Validation, Writing &#x2013; review &amp; editing. DF: Data curation, Writing &#x2013; review &amp; editing, Project administration, Investigation, Methodology. MB: Formal analysis, Methodology, Software, Writing &#x2013; original draft. MM: Conceptualization, Data curation, Investigation, Project administration, Writing &#x2013; review &amp; editing. HH: Data curation, Writing &#x2013; review &amp; editing, Formal analysis, Methodology. MLB: Writing &#x2013; review &amp; editing, Project administration, Resources. CM: Writing &#x2013; review &amp; editing, Data curation, Investigation. MK: Data curation, Writing &#x2013; review &amp; editing, Investigation. RH: Investigation, Conceptualization, Funding acquisition, Methodology, Project administration, Supervision, Writing &#x2013; original draft.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We would like to acknowledge the following members of the sandfish survey team: Polin Chapokat, Paul Karamen, Rabbie Kanamon, Robert Maiah, Mendennis Kanawi, Pondros Lokes, Polin Manuai, Cholia Pochalon, Pokakes Pondraken, Ron Ponowan, Gai Samol and Paul Tapas. We also thank Dr. Pongie Kichawen and Luanah Yaman for logistical support. We express our thanks to the community members of Mbunai, Pere, Locha, Tawi, Timoenai and Mbuke and the Manus Provincial Government for supporting this work. Funding for this work was provided by the David and Lucile Packard Foundation, the Papua New Guinea National Fisheries Authority, and the King Abdullah University of Science and Technology.</p>
</ack>
<sec id="s9" 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="s10" 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="s11" 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.2024.1380235/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2024.1380235/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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