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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.2024.1512371</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>Assessing the impact of stony coral tissue loss disease on coral cover on Bonaire&#x2019;s Leeward side</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Pepe</surname>
<given-names>Bernardo A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Van der Roest</surname>
<given-names>Viggo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Vlam</surname>
<given-names>Olivier</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Nouse</surname>
<given-names>Sam</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Meesters</surname>
<given-names>Erik</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Earth Sciences, Utrecht University</institution>, <addr-line>Utrecht</addr-line>, <country>Netherlands</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Wageningen Marine Research (WMR), Wageningen University &amp; Research</institution>, <addr-line>Den Helder</addr-line>, <country>Netherlands</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: William F. Precht, Bio-Tech Consulting, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Erin Papke, University of North Carolina Wilmington, United States</p>
<p>Jason Croop, Consultant, Miami, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Bernardo A. Pepe, <email xlink:href="mailto:Bernardo.a.pepe@outlook.com">Bernardo.a.pepe@outlook.com</email>; Erik Meesters, <email xlink:href="mailto:erik.meesters@wur.nl">erik.meesters@wur.nl</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1512371</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Pepe, Van der Roest, Vlam, Nouse and Meesters</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Pepe, Van der Roest, Vlam, Nouse and Meesters</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The effects of stony coral tissue loss disease (SCTLD) in the Dutch Caribbean, specifically in Bonaire, have not been documented since its first sighting in March 2023. By comparing the results of the 2023 surveys with data from previous surveys conducted over the past 9 years, this study quantifies the overall decline in coral cover and investigates the spatial variability of SCTLD&#x2019;s impact across different subregions of the reef on the leeward side of Bonaire. In the year 2023, a crucial period in the initial phase of the progression of SCTLD, significant reduction in coral coverage was observed, with six key reef-building coral species showing significant vulnerability. Importantly, this research identifies specific subregions that have been disproportionately affected. The insights gained from this study are important for the potential development of specific conservation and restoration strategies for Bonaire, underscoring the necessity for ongoing ecosystem monitoring to safeguard the future of highly sensitive coral reefs in a changing ocean. By advancing our understanding of SCTLD dynamics, this research contributes to the global effort to preserve coral reef ecosystems in the face of emerging coral diseases.</p>
</abstract>
<kwd-group>
<kwd>coral reef decline</kwd>
<kwd>Bonaire coral health</kwd>
<kwd>coral disease outbreak</kwd>
<kwd>stony coral tissue loss disease (SCTLD)</kwd>
<kwd>Dutch Caribbean Marine Conservation</kwd>
<kwd>Wageningen Marine Research</kwd>
</kwd-group>
<contract-num rid="cn001">BO-43-117-002</contract-num>
<contract-sponsor id="cn001">Ministerie van Landbouw, Natuur en Voedselkwaliteit<named-content content-type="fundref-id">10.13039/501100013890</named-content>
</contract-sponsor>
<counts>
<fig-count count="13"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="63"/>
<page-count count="16"/>
<word-count count="6593"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Coral Reef Research</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Coral reefs are among the most biologically diverse and productive ecosystems on Earth, supporting an incredible array of marine life (<xref ref-type="bibr" rid="B47">Reaka-Kudla, 1997</xref>; <xref ref-type="bibr" rid="B40">Moberg and R&#xf6;nnb&#xe4;ck, 2003</xref>). These vibrant underwater habitats play a crucial role in maintaining biodiversity, sustaining fisheries, protecting coastlines from erosion, driving tourism, and serve as a source for medical discoveries (<xref ref-type="bibr" rid="B11">Bertness et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B43">Newman et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B13">Brathwaite et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B57">Uyarra et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B1">Abdelhafez et&#xa0;al., 2019</xref>). However, coral reef systems have experienced significant declines over recent decades due to climate change-induced bleaching, ocean acidification, hurricanes, diseases, and several anthropogenic stressors (<xref ref-type="bibr" rid="B31">H&#xf8;egh-Guldberg et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B45">Precht et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B28">Graham et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B33">Kjerfve et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B35">Mallela and Crabbe, 2009</xref>; <xref ref-type="bibr" rid="B6">Aronson and Precht, 2001</xref>).</p>
<p>The Caribbean Sea, in particular, is regarded as a coral disease &#x2018;hotspot&#x2019;, with numerous well-documented outbreaks in the last decades (<xref ref-type="bibr" rid="B59">Van Woesik and Randall, 2017</xref>; <xref ref-type="bibr" rid="B56">Thurber et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B27">Gladfelter, 1982</xref>). Coral diseases often arise due to a combination of biological stressors, such as bacteria, fungi, and viruses, as well as non-biological factors like elevated sea surface temperatures, ultraviolet radiation, and pollutants (<xref ref-type="bibr" rid="B51">Rosenberg and Ben-Haim, 2002</xref>; <xref ref-type="bibr" rid="B32">Jones et&#xa0;al., 2021</xref>). Over the past decade, the incidence of coral diseases has rapidly escalated, leading to significant mortality among reef-building corals (<xref ref-type="bibr" rid="B45">Precht et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B16">Costa et&#xa0;al., 2021</xref>). This trend is often linked to declining water quality from anthropogenic pollutants and rising sea surface temperatures, which facilitate the growth and spread of pathogenic particles (<xref ref-type="bibr" rid="B38">Merselis et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B51">Rosenberg and Ben-Haim, 2002</xref>). However, pinpointing definitive causes remains challenging due to the complexity of the interactions between multiple environmental stressors (<xref ref-type="bibr" rid="B32">Jones et&#xa0;al., 2021</xref>).</p>
<p>Coral diseases such as black-band, red-band, and yellow-blotch/band typically manifest as discolored bands or lesions on coral tissues, slowly degrading them and exposing the white skeleton underneath (<xref ref-type="bibr" rid="B51">Rosenberg and Ben-Haim, 2002</xref>). More virulent diseases like white band, white plague, white pox, and Stony Coral Tissue Loss Disease (SCTLD) cause large patches of coral tissue to deteriorate rapidly, leading to colonization by algae and invertebrates and often resulting in the irreversible decline of entire coral colonies (<xref ref-type="bibr" rid="B6">Aronson and Precht, 2001</xref>; <xref ref-type="bibr" rid="B17">Cr&#xf3;quer et&#xa0;al., 2021</xref>).</p>
<p>Initially characterized as a form of white-plague disease causing rapid tissue loss (<xref ref-type="bibr" rid="B45">Precht et&#xa0;al., 2016</xref>), SCTLD is now recognized by distinct simultaneous lesions that often manifest centrally within coral colonies (<xref ref-type="bibr" rid="B17">Cr&#xf3;quer et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B25">Florida Department of Environmental Protection, 2018</xref>). While the exact cause of SCTLD remains under investigation, viral-like particles (VLPs) have been associated with the disease in some studies. For instance, <xref ref-type="bibr" rid="B63">Work et&#xa0;al. (2021)</xref> identified VLPs associated with endosymbiont pathology in Florida corals affected by SCTLD, but VLPs were also found in unaffected corals, suggesting they may not be specific to this disease. Additionally, microbiome studies have revealed a variety of bacterial groups enriched in SCTLD lesions, pointing to a potential role for bacteria in disease progression (<xref ref-type="bibr" rid="B39">Meyer et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B9">Becker et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B15">Clark et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B48">Rosales et&#xa0;al., 2022</xref>, <xref ref-type="bibr" rid="B49">2023</xref>). Further evidence supporting bacterial involvement comes from experiments using antibiotics, which have shown some efficacy in halting lesion progression (<xref ref-type="bibr" rid="B3">Aeby et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B42">Neely et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B52">Shilling et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B60">Walker et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B26">Forrester et&#xa0;al., 2022</xref>). Together, these findings highlight the complexity of SCTLD&#x2019;s etiology, with both viral-like particles and bacteria being investigated as contributing factors.</p>
<p>This disease differs from other coral diseases in its extensive impact, affecting at least 20 species of Caribbean corals, including key reef-building species such as <italic>Orbicella annularis</italic> and <italic>Orbicella faveolata</italic> (<xref ref-type="bibr" rid="B45">Precht et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B41">Muller et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B16">Costa et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B4">A&#x301;lvarez-Filip et al. 2019</xref>; <xref ref-type="bibr" rid="B5">2022</xref>; <xref ref-type="bibr" rid="B29">Herna&#x301;ndez-Delgado and Weil 2019</xref>). However, preliminary surveys and observations by STINAPA (Stichting Nationale Parken Nederlandse Antillen), a local NGO responsible for managing Bonaire&#x2019;s National Parks, as well as training surveys conducted as part of this study, indicate that <italic>Orbicella annularis</italic> and <italic>Orbicella faveolata</italic> have not yet shown signs of SCTLD infection in Bonaire, and its colonies remained unaffected during the study period (<xref ref-type="bibr" rid="B53">STINAPA Bonaire National Parks Foundation, 2024</xref>). Since its detection in Florida in 2014, SCTLD has spread rapidly across more than 25 countries and territories, causing widespread ecological disruption, as documented by the Atlantic and Gulf Rapid Reef Assessment (AGGRA) SCTLD spread map (<xref ref-type="bibr" rid="B7">Atlantic and Gulf Rapid Reef Assessment (AGGRA), 2024</xref>). SCTLD has proven to be a significant threat to coral reefs, sometimes infecting up to 81% of the hard corals present on the reef, with its impact varying among species (<xref ref-type="bibr" rid="B45">Precht et&#xa0;al., 2016</xref>). SCTLD spreads swiftly via water currents (<xref ref-type="bibr" rid="B22">Dobbelaere et&#xa0;al., 2020</xref>), and research suggests that its dissemination could involve potential vectors such as reef sediments (<xref ref-type="bibr" rid="B55">Studivan et&#xa0;al., 2020</xref>), as well as the movement of vessels and ballast water (<xref ref-type="bibr" rid="B54">Studivan et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B50">Rosenau et&#xa0;al., 2021</xref>).</p>
<p>Bonaire&#x2019;s coral reefs, often considered some of the most robust and vibrant in the Caribbean, have been highly valued for their biodiversity and as a prime destination for diving tourism, contributing significantly to the island&#x2019;s economy (<xref ref-type="bibr" rid="B44">Parsons and Thur, 2007</xref>; <xref ref-type="bibr" rid="B57">Uyarra et&#xa0;al., 2008</xref>). Despite their shown resilience, Bonaire&#x2019;s reefs have experienced challenges from environmental stressors, including climate-induced bleaching and various disease outbreaks (<xref ref-type="bibr" rid="B34">Lessios, 2016</xref>; <xref ref-type="bibr" rid="B21">De Bakker et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B19">De Bakker et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B6">Aronson and Precht, 2001</xref>; <xref ref-type="bibr" rid="B27">Gladfelter, 1982</xref>). Coral diseases, such as white band disease, have historically devastated local coral populations, particularly the acroporid species (<xref ref-type="bibr" rid="B8">Bak and Criens, 1981</xref>; <xref ref-type="bibr" rid="B27">Gladfelter, 1982</xref>). Additionally, a severe decline in the sea urchin <italic>Diadema antillarum</italic> led to reduced grazing, resulting in algal overgrowth, further stressing the coral ecosystem (<xref ref-type="bibr" rid="B34">Lessios, 2016</xref>).</p>
<p>SCTLD is a highly destructive coral disease that spreads rapidly, causing extensive mortality in susceptible species. Highly vulnerable species, such as <italic>Meandrina meandrites</italic> and <italic>Colpophyllia natans</italic>, often display early signs of infection, which can escalate to rapid tissue loss and death (<xref ref-type="bibr" rid="B25">Florida Department of Environmental Protection, 2018</xref>). Other SCTLD-sensitive species, such as <italic>Dendrogyra cylindrus</italic> and <italic>Dichocoenia stokesi</italic>, were not included in the analyses due to their sparse or virtually absent populations in Bonaire. The six SCTLD-sensitive species analyzed in this research&#x2014;<italic>Meandrina meandrites</italic>, <italic>Eusmilia fastigiata</italic>, <italic>Montastraea cavernosa</italic>, <italic>Pseudodiploria strigosa</italic>, <italic>Diploria labyrinthiformis</italic>, and <italic>Colpophyllia natans</italic>&#x2014;were selected because they represented nearly all observed SCTLD-like symptoms and recently dead coral. Notably, half of these species are brain corals, which are typically thermally resilient and less affected by bleaching events. This targeted focus allowed us to assess the disease&#x2019;s effects on the most visibly impacted coral populations in Bonaire&#x2019;s reef systems.</p>
<p>STINAPA first documented the arrival of SCTLD in Bonaire in March 2023 (<xref ref-type="bibr" rid="B53">STINAPA Bonaire National Parks Foundation, 2024</xref>). Since then, the disease has spread rapidly across the island&#x2019;s reef systems, even reaching remote northern areas within nine months. According to a map created by STINAPA, SCTLD has significantly impacted Bonaire&#x2019;s coral populations, particularly the six reef-building species analyzed in this study (see <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>; <xref ref-type="bibr" rid="B53">STINAPA Bonaire National Parks Foundation, 2024</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The six SCTLD-sensitive coral species on Bonaire, covered with tissue loss lesions. <bold>(A)</bold> <italic>Pseudodiploria strigosa</italic>; <bold>(B)</bold> <italic>Diploria labytinthiformis</italic>; <bold>(C)</bold> <italic>Colpophyllia natans</italic>; <bold>(D)</bold> <italic>Eusmilia fastigiata</italic>; <bold>(E)</bold> <italic>Meandrina meandrites</italic>; <bold>(F)</bold> <italic>Montastraea cavernosa</italic>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g001.tif"/>
</fig>
<p>Among the six SCTLD-sensitive species, the smooth brain coral <italic>Pseudodiploria strigosa</italic>, once known for its resilience in the Dutch Caribbean. now faces a significant threat. Previously regarded as a &#x2018;winner&#x2019; due to its ability to withstand environmental stressors and its expansion over recent decades (<xref ref-type="bibr" rid="B20">De Bakker et&#xa0;al., 2016</xref>), <italic>P. strigosa</italic> is now at risk from SCTLD, marking a potential shift from a resilient survivor to a vulnerable species (<xref ref-type="bibr" rid="B5">&#xc1;lvarez&#x2010;Filip et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B25">Florida Department of Environmental Protection, 2018</xref>). Additionally, slow-growing, thermally resistant brain corals&#x2014;despite their inherent resilience&#x2014;are frequently among the first to be afflicted, with some large colonies succumbing within weeks of infection (<xref ref-type="bibr" rid="B5">&#xc1;lvarez-Filip et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B25">Florida Department of Environmental Protection, 2018</xref>). The decline of highly susceptible species, such as these brain corals, could jeopardize their long-term local persistence (<xref ref-type="bibr" rid="B45">Precht et&#xa0;al., 2016</xref>). Furthermore, patterns of susceptibility and prevalence vary regionally; species previously considered less vulnerable in one area have shown significant declines in another, suggesting that environmental, physical, and ecological factors play a critical role in SCTLD&#x2019;s effects (<xref ref-type="bibr" rid="B41">Muller et&#xa0;al., 2020</xref>).</p>
<p>Although SCTLD&#x2019;s presence in Bonaire is recent, its rapid spread underscores an urgent need for research, particularly given the limited documentation of coral disease outbreaks in the Dutch Caribbean. Understanding the disease&#x2019;s early impact is crucial, as SCTLD progresses swiftly and can cause significant changes in a short period. This study seeks to fill a critical knowledge gap by providing the first systematic assessment of SCTLD&#x2019;s effects on SCTLD-sensitive coral species in Bonaire, a region with unique reef characteristics compared to other parts of the Caribbean. Specifically, it establishes baseline data on SCTLD within its first year on Bonaire, quantifying its impact and assessing changes in population dynamics, spatial distribution, and overall density of six SCTLD-sensitive species. By analyzing how these species respond to the disease across different subregions and quantifying declines since the 2023 outbreak, this research aims to offer valuable insights into the early phase of SCTLD&#x2019;s influence. The findings will be crucial in understanding the trajectory of the disease, informing conservation strategies, and contributing to the broader knowledge of SCTLD&#x2019;s impact on coral reef ecosystems in the Caribbean.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study site and experimental design</title>
<p>The survey spans 115 sites located every 500m along the west coast of Bonaire (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>; <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). These sites are divided into different subregions based on carbonate accretion and proximity to anthropogenic stressors, homogenously distributed (<xref ref-type="bibr" rid="B19">De Bakker et&#xa0;al., 2019</xref>). The 7 subregions are categorized as: South, Other, City Limits, Klein Bonaire, ND, BOPEC, and North (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The 7 sub-regions defined in <xref ref-type="bibr" rid="B19">De Bakker et&#xa0;al., 2019</xref> on the leeward side of Bonaire. The map was generated using the &#x2018;leaflet&#x2019; package in R (<xref ref-type="bibr" rid="B14">Cheng et al., 2023</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g002.tif"/>
</fig>
<p>The surveys are part of a larger initiative by Wageningen Marine Research, under the supervision of Dr. EM, which is dedicated to conducting a long-term analysis of the leeward side coral reefs of the Bonairian island. This initiative aims to monitor the evolving dynamics of these ecosystems in light of climatic (<xref ref-type="bibr" rid="B36">Meesters and Bak, 1993</xref>) and anthropogenic stressors (<xref ref-type="bibr" rid="B37">Meesters et&#xa0;al., 2022</xref>). The monitoring program has conducted surveys on these same 115 georeferenced sites every two to three years since 2014, with the most recent dataset collected in 2023, marking the fourth round of sampling.</p>
<p>A four-member team followed a systematic protocol. Surveys were done from the shore, or from the boat when inaccessible from shore. Boat days were based on weather forecasts and boat/captain availability. On average 3 to 4 sites were surveyed each day between 9:00 and 17:00 in the months of September to November 2023. Due to the exceptional circumstances surrounding the arrival of SCTLD in March, dive sites 71 to 104 were forbidden for recreational SCUBA diving to help slow the spread of the disease. However, STINAPA granted us permission to conduct scientific surveys in these areas. Additionally, to prevent further spread of the disease in these areas, our diving gear and equipment were thoroughly disinfected after each survey conducted in the dive sites where SCTLD was reported previously (<xref ref-type="bibr" rid="B53">STINAPA Bonaire National Parks Foundation, 2024</xref>).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>In the water protocol</title>
<p>Data was collected at each site by deploying two transect lines, each laid out by a pair of divers parallel to the reef front along the isobath (<xref ref-type="bibr" rid="B30">Hill and Wilkinson, 2004</xref>). Surveys were conducted at two depth zones: the Drop-off zone (10-15m depth) and the Lower Terrace zone (5m depth). A weight marker at 10m depth indicated the starting point of the transect. The weight marker used in the transects is placed temporarily during each survey and is not permanent to avoid environmental damage. The same transects were revisited during each monitoring period, guided by GPS coordinates and site markers, in accordance with the standardized monitoring protocol established by Wageningen Marine Research. One pair of divers conducted the survey to the left (L), while the other pair surveyed to the right (R), both parallel to the shore.</p>
<p>Once the transect lines were laid out at the weight-marked starting points, both pairs of divers could begin their respective tasks. The first surveyor rolled out the transect line along the 30-meter transect, while the second surveyor ensured it followed the 10-meter isobath and did not get stuck. Once the transect line was securely in place, the second surveyor began data collection at the 20-meter mark and continued to the end of the transect at the 30-meter mark. Images were captured every 50 cm on alternating sides (left and right) to avoid overlap, resulting in 40 photographs per transect, including both left and right sides. The 20-meter starting point was chosen to ensure consistency with previous surveys and to minimize potential edge effects from habitat transitions or site-specific conditions. These photographs were taken from approximately 50 cm above the substrate. Additionally, rugosity was estimated by measuring the height of the nearest coral colony (living or dead), and quadrats (0.25 x 0.25 meters) were placed every 2 meters in the last 10 meters of the transect for further analysis, including the percentage of crustose coralline algae, cyanobacteria, macroalgae, and turf (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Transect lines left and right containing quadrats. L is left and R is right. Dotted line in the middle contains every meter in between the two transects from 20 to 0 meters. Squares are quadrats of 0.25 x 0.25 m.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g003.tif"/>
</fig>
<p>Tissue loss and bleaching were not directly assessed as part of the standardized monitoring protocol, which focuses on coral density and composition. However, qualitative observations noted that coral bleaching peaked in November, primarily affecting <italic>Orbicella</italic> and <italic>Agaricia</italic> species, while SCTLD-sensitive corals such as <italic>M.cavernosa</italic>, <italic>E.fastigiata</italic>, <italic>M.meandrites</italic>, and other brain corals were less affected. Additionally, SCTLD-like symptoms, other coral disease symptoms, and recently dead SCTLD-sensitive corals were frequently observed during most surveys, unlike other coral species like <italic>Orbicella</italic>, which showed fewer instances of recent mortality. These observations were not quantitatively analyzed due to logistical challenges and the rapid progression of the disease but were documented to provide context for understanding potential changes in coral cover.</p>
<p>Pictures were taken with an Olympus Tough tg-6 camera, equipped with a Weefine WFL-02 wide-angle lens (52 mm).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Data processing</title>
<p>To accurately assess and compare benthic organisms, the images underwent several processing steps. Benthic images were edited using Adobe Lightroom (<xref ref-type="bibr" rid="B2">Adobe Systems Inc, 2024</xref>) by cropping them to fit 50cm by 50cm squares and enhancing different parameters of the images. This process involved adjusting the colors, brightness, and sharpness to enhance clarity and detail, ensuring the images were as clear and sharp as possible for accurate organism classification. The CoralNet AI was chosen as it is an advanced image analysis resource, for the classification of benthic organisms (<xref ref-type="bibr" rid="B10">Beijbom et&#xa0;al., 2015</xref>). Upon upload, CoralNet AI&#x2019;s deep neural networks facilitated the annotation process, identifying and categorizing benthic features within the images (using benthos list from the <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;2</bold>
</xref>). Each automated annotation was manually verified. This method offers a more efficient and accurate assessment compared to broad group classifications obtained from simple visual estimation. Each photo was divided into a regular 5 x 5 grid with 1 randomly generated annotation point per grid cell to ensure systematic and comprehensive coverage of the entire image area. To avoid the dark edges of the photos, which could introduce errors or inconsistencies in the analysis, the annotation area was adjusted to cover 10% to 90% of both the X and Y axes.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Data analysis</title>
<p>In the analysis, we concentrated on comparing the densities of <italic>M.meandrites</italic>, <italic>C.natans</italic>, <italic>P.strigosa</italic>, <italic>D.labyrinthiformis</italic>, <italic>E.fastigiata</italic>, and <italic>M.cavernosa</italic>. These species were chosen based on their high vulnerability to SCTLD, as documented in previous studies (<xref ref-type="bibr" rid="B45">Precht et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B16">Costa et&#xa0;al., 2021</xref>), and their prevalence among corals displaying SCTLD-like symptoms or recently observed mortality in Bonaire during the study period. Together, these species contributed approximately to 15% of the total hard coral cover in Bonaire, making them ecologically significant and highly visible indicators of SCTLD&#x2019;s impact.</p>
<p>While other studies highlight additional species impacted by SCTLD, such as <italic>Orbicella annularis</italic> (<xref ref-type="bibr" rid="B16">Costa et&#xa0;al., 2021</xref>), preliminary surveys conducted as part of this study, along with observations from STINAPA, found no evidence of infection in these species during the study period. Additionally, species like <italic>Dendrogyra cylindrus</italic> and <italic>Dichocoenia stokesi</italic>, known to be sensitive to SCTLD in other regions, were excluded due to their sparse or virtually absent populations on Bonaire. By focusing on the six most affected species, we aimed to capture the disease&#x2019;s localized impact on Bonaire&#x2019;s reefs while acknowledging the need for broader investigations into less common or unaffected species to understand SCTLD&#x2019;s full ecological scope.</p>
<p>A 4th root square transformation was applied to stabilize the variance and improve the symmetry of the data distribution (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures&#xa0;3, 4</bold>
</xref>). Mean values and 95% confidence intervals of back-transformed values were used to evaluate the spatial distribution of these SCTLD-sensitive species across seven subregions (<xref ref-type="bibr" rid="B19">De Bakker et&#xa0;al., 2019</xref>). Trend lines were fitted using linear models (least-squares regression) to analyze temporal changes in coral cover, with gray shaded areas representing 95% confidence intervals. These intervals, computed in R (<xref ref-type="bibr" rid="B46">R Core Team, 2023</xref>) and visualized using the ggplot2 package (<xref ref-type="bibr" rid="B61">Wickham, 2016</xref>), provide a visual representation of variability and help identify significant patterns where they do not overlap.</p>
<p>Our assessment considered varying depths of 10 and 5 meters and transects across four datasets spanning the years 2014, 2017, 2020, and 2023. The mapping of subregions, defined by sites (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>), was crucial for understanding the spatial dynamics of coral health. We used R programming tools to calculate and aggregate the coral cover data, adjusting for factors such as transect orientation (left/right) and depth categorization (5/10 meters depth).</p>
<p>This methodology was replicated at the species level, which provided insight into individual species trends, despite the interpretive challenges posed by the high prevalence of zero cover at numerous sites when SCTLD-sensitive coral species are not aggregated.</p>
<p>In this study, we took a straightforward approach to analyzing coral cover data. Using linear models and 95% confidence intervals, we&#x2019;ve been able to spot important patterns and differences in the coral reef&#x2019;s condition.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Overall trends</title>
<p>The analysis of coral cover on Bonaire&#x2019;s reefs from 2014 to 2023 reveals a significant decline in SCTLD-sensitive coral species for 2018 and 2023 datasets, with mean cover dropping from over 3% in 2014 to just about 1% by 2023 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). By 2023, significant reductions are observed in City Limits and Klein Bonaire, with declines recorded across all depths in seven out of eight comparisons. Total coral cover, which includes SCTLD-sensitive species, shows similar declines, particularly in 2023, with significant reductions in Klein Bonaire and non-significant changes in most other subregions, reflecting the disproportionate contribution of SCTLD-sensitive species to overall coral loss.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Aggregate mean cover of SCTLD-sensitive coral species on Bonaire from 2014 to 2023 displaying a continuous decline throughout the period. The 95% confidence intervals illustrate variability in the data.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g004.tif"/>
</fig>
<p>The following sections explore these species-specific and subregional patterns in greater detail.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Individual species trends</title>
<p>The analysis of SCTLD-sensitive coral species from 2014 to 2023 shows a significant decline across all species, with 2023 often marking the lowest mean coral cover for most species (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Comparative decline in overall mean coral cover for the six SCTLD-sensitive coral species at Depths of 5 Meters (Orange) and 10 Meters (Blue) from 2014 to 2023. Significant differences are shown when the 95% CI doesn&#x2019;t overlap.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g005.tif"/>
</fig>
<p>
<italic>C. natans</italic> (CNAT), predominantly found at 10 meters, exhibits a significant decline in mean cover between 2014 and 2018, stabilizing at approximately 0.5% in 2023. At 5 meters, mean cover values significantly increase in 2020 (from almost 0% to 0.75%), followed by a significant decline to near-zero values by 2023. <italic>D. labyrinthiformis</italic> (DLAB), predominantly found at 5 meters, shows a significant reduction in mean cover at both depths from 2014 to 2023, with a significant decline observed at 5 meters in 2020. By 2023, mean cover at both depths is at its lowest level. <italic>E. fastigiata</italic> (EFAS), predominantly found at 10 meters, exhibits a significant decline in mean cover values in 2018 and again in 2023, with mean cover at both 5 and 10 meters reaching their lowest levels by 2023. <italic>M. cavernosa</italic> (MCAV), predominantly found at 10 meters, shows a significant decline in mean cover at both 5 and 10 meters from 2014, with a significant increase at 5 meters to 0.7% after 2018, followed by a significant decline to 0.1% by 2023. <italic>M. meandrites</italic> (MMEA), predominantly found at 10 meters, show a significant decline in mean cover at both depths, with a significant drop observed at 10 meters in 2020 and at 5 meters in 2023, where mean cover approaches 0%. <italic>P. strigosa</italic>(PSTR), predominantly found at 5 meters, experienced a decrease in mean cover values at both depths until recent years but exhibits a significant decline by 2023 at 5 meters, with sharp drops observed in 2020 and again in 2023.</p>
<p>These results indicate a widespread decline in coral cover, with 2023 showing the lowest values for most species and depth combinations. Notably, declines in <italic>C. natans</italic>, <italic>M. cavernosa</italic>, and <italic>E. fastigiata</italic> appear to have started before the arrival of SCTLD in Bonaire, suggesting that other stressors may have contributed to their vulnerability. Aggregating these species and analyzing regional trends will provide deeper insights into the overall impact of SCTLD across Bonaire&#x2019;s reefs.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Regional trends</title>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>SCTLD-sensitive coral cover</title>
<p>The regional analysis of SCTLD-sensitive coral cover in 2023 reveals a heterogeneous pattern of decline. A significant reduction in SCTLD-sensitive coral cover is observed in the City Limits and Klein Bonaire subregions for all depths and transects, with the majority of transects indicating values of nearly 0% cover (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6</bold>
</xref>, <xref ref-type="fig" rid="f7">
<bold>7</bold>
</xref>). In contrast, when most regions showed a downward trend for both depths, the North subregion displayed stable SCTLD-sensitive coral cover levels between 2014 and 2023 (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). The other subregions also suggest declines in SCTLD-sensitive coral cover in 2023, although these decreases were not often significant (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures&#xa0;10&#x2013;13</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Trend analysis of SCTLD-sensitive coral species cover in the City Limits region from 2014 to 2023, with separate lines representing depths of 5 meters (5 L/R) and 10 meters (10 L/R). Each point is accompanied by 95% confidence intervals illustrating variability.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g006.tif"/>
</fig>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Trend analysis of SCTLD-sensitive coral species cover in the Klein Bonaire region from 2014 to 2023, with separate lines representing depths of 5 meters (5 L/R) and 10 meters (10 L/R). Each point is accompanied by 95% confidence intervals illustrating variability.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g007.tif"/>
</fig>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Trend analysis of SCTLD-sensitive coral species cover in the North region from 2014 to 2023, with separate lines representing depths of 5 meters (5 L/R) and 10 meters (10 L/R). Each point is accompanied by 95% confidence intervals illustrating variability.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g008.tif"/>
</fig>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Total coral cover</title>
<p>The findings on individual species trends reveal a variable but generally declining pattern in coral cover between 2020 and 2023. However, most of these differences are not significantly more pronounced since the arrival of SCTLD in Bonaire.</p>
<p>Nonetheless, SCTLD-sensitive coral cover values showed spatial heterogeneity, with City Limits and Klein Bonaire the most impacted subregions (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6</bold>
</xref>, <xref ref-type="fig" rid="f7">
<bold>7</bold>
</xref>).</p>
<p>When examining total coral cover in City Limits and Klein Bonaire, a decline is also visible, which may be related to the patterns observed in SCTLD-sensitive species cover (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9</bold>
</xref>, <xref ref-type="fig" rid="f10">
<bold>10</bold>
</xref>). While six out of seven subregions of Bonaire showed no significant difference in total coral cover over the past year(s) (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures&#xa0;6&#x2013;9</bold>
</xref>; <xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9</bold>
</xref>, <xref ref-type="fig" rid="f11">
<bold>11</bold>
</xref>), Klein Bonaire&#x2019;s coral community experienced a significant decrease in mean coral cover in 2023, suggesting a more serious issue affecting the reef system (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>). In the City Limits subregion, a decline in total coral cover was evident from 2014 to 2023, with the most pronounced reduction (not significant) occurring in the final year (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>). Spatial patterns of decline, as visualized in <xref ref-type="fig" rid="f12">
<bold>Figures&#xa0;12</bold>
</xref> and <xref ref-type="fig" rid="f13">
<bold>13</bold>
</xref>, suggest that these impacts may not yet be uniformly distributed across all subregions, with less pronounced changes in the North and the highest decrease in coral cover in the Kralendijk area.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>Total coral cover in City Limits subregion from 2014 to 2023, illustrating a significant decline in 2023 compared to earlier years, with the difference being marginally significant compared to 2020.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g009.tif"/>
</fig>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>Total coral cover in Klein Bonaire subregion from 2014 to 2023, illustrating a significant drop between 2023 and all other years, with 95% confidence intervals reflecting the variation within the data.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g010.tif"/>
</fig>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>Total coral cover in Other subregion from 2014 to 2023, illustrating a relatively stable trend over time at sampled depths, with 95% confidence intervals reflecting the variation within the data.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g011.tif"/>
</fig>
<fig id="f12" position="float">
<label>Figure&#xa0;12</label>
<caption>
<p>Color map showing the relative decrease in SCTLD-sensitive species coral cover values by subregions between 2023 and 2020. The map was generated using the &#x2018;leaflet&#x2019; package in R.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g012.tif"/>
</fig>
<fig id="f13" position="float">
<label>Figure&#xa0;13</label>
<caption>
<p>Color map showing the relative changes in total coral cover values by subregions between 2023 and 2020. The map was generated using the &#x2018;leaflet&#x2019; package in R.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1512371-g013.tif"/>
</fig>
<p>These results underscore the urgency of addressing the declines in coral cover happening in the year 2023 by identifying potential contributing factors. As we move into discussing the implications of these results, the focus will shift to understanding SCTLD&#x2019;s impact, especially in the North region where its presence has been minimal during the survey timeframe (<xref ref-type="bibr" rid="B53">STINAPA Bonaire National Parks Foundation, 2024</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Caribbean coral reefs are facing numerous threats, and SCTLD adds to an already extensive list of coral stressors identified in the region (<xref ref-type="bibr" rid="B27">Gladfelter, 1982</xref>; <xref ref-type="bibr" rid="B34">Lessios, 2016</xref>). However, SCTLD&#x2019;s impact is particularly severe, as it affects a broader range of species and exhibits higher prevalence than other diseases, especially in vulnerable coral species. This can lead to rapid ecological shifts and significant degradation of coral reef ecosystems across the Caribbean (<xref ref-type="bibr" rid="B45">Precht et&#xa0;al., 2016</xref>). Early detection and monitoring are critical in understanding SCTLD&#x2019;s spread and impact, as observed in the Virgin Islands and the Bahamas, where its arrival resulted in widespread mortality and severe declines in coral cover (<xref ref-type="bibr" rid="B12">Brandt et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B18">Dahlgren et&#xa0;al., 2021</xref>).</p>
<p>This study highlights the early impact of SCTLD on Bonaire&#x2019;s coral reefs, revealing significant species declines and spatial variations that emphasize the complex influence of both disease and environmental stressors. The species analysis shown in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref> suggests that while all examined coral species were likely impacted by SCTLD since its arrival, declines for certain species&#x2014;such as <italic>C. natans</italic>, <italic>M. cavernosa</italic>, and <italic>E. fastigiata</italic>&#x2014;may have begun before 2023, indicating that pre-existing stressors, likely made them more vulnerable to the disease (<xref ref-type="bibr" rid="B58">Van Der Geest et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B23">Eakin et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B37">Meesters et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B5">&#xc1;lvarez-Filip et&#xa0;al., 2022</xref>). These historical stressors align with events like the 2014&#x2013;2017 mass bleaching, which weakened coral populations and likely reduced resilience to subsequent stressors, including SCTLD. Previous studies suggest that corals resistant to bleaching may exhibit compromised immune responses, potentially increasing their susceptibility to subsequent diseases (<xref ref-type="bibr" rid="B38">Merselis et&#xa0;al., 2018</xref>). Chronic stressors, including sediment runoff, pollution, and warming sea surface temperatures, further weakened coral vulnerability, particularly for brain corals like <italic>C. natans</italic> and <italic>P. strigosa</italic>, which are otherwise thermally resilient (<xref ref-type="bibr" rid="B38">Merselis et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B51">Rosenberg and Ben-Haim, 2002</xref>). These trends suggest that SCTLD likely added to existing vulnerabilities, accelerating coral declines observed in Bonaire. While bleaching and SCTLD prevalence are not directly linked, the cumulative impact of past stressors likely reduced coral resilience to SCTLD.</p>
<p>The arrival of SCTLD in Bonaire, much like in other regions of the Caribbean, likely exacerbated the decline in coral cover, with all six SCTLD-sensitive species showing consistently low values in 2023, underscoring their susceptibility. This aligns with previous studies that have shown intermediate to high sensitivity among these species to SCTLD, resulting in steep coral cover declines after outbreaks (<xref ref-type="bibr" rid="B62">Williamson et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B12">Brandt et&#xa0;al., 2021</xref>). The pronounced susceptibility of species like <italic>E. fastigiata</italic> and <italic>M. meandrites</italic>, along with the decline of <italic>D. labyrinthiformis</italic> and <italic>P. strigosa</italic> at both depths, reflects the widespread impact of SCTLD on coral populations. By 2023, these species reached their lowest recorded cover values within just 6 to 9 months of SCTLD&#x2019;s arrival in Bonaire&#x2019;s waters. However, the individual species analysis alone is insufficient to draw definitive conclusions. While SCTLD likely played a significant role in the observed overall low values observed in 2023, attributing these trends solely to the disease is challenging, as many species exhibited declines prior to its documented arrival, likely driven by other stressors.</p>
<p>The spatial analysis reveals that SCTLD&#x2019;s impact is not uniformly distributed across Bonaire&#x2019;s coral reefs. Declines in SCTLD-sensitive species were most pronounced in City Limits and Klein Bonaire, which experienced acute drops in coral cover that closely align with SCTLD spread patterns mapped by STINAPA (STINAPA, 2024). In contrast, SCTLD&#x2019;s impact in the North subregion during the survey period was minimal, suggesting either a lower prevalence of SCTLD or delayed disease progression rather than inherent ecological resistance. Bonaire&#x2019;s geography, particularly the limited water flow connecting northern reefs with affected areas in the south and central regions, may have slowed SCTLD&#x2019;s spread.</p>
<p>Declines in total coral cover observed in Klein Bonaire and City Limits also mirror the patterns seen in SCTLD-sensitive species, further underscoring the potential influence of SCTLD. Similar trends have been documented elsewhere in the Caribbean, where SCTLD has caused substantial coral cover losses (<xref ref-type="bibr" rid="B45">Precht et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B12">Brandt et&#xa0;al., 2021</xref>). However, the lack of widespread declines in total coral cover across other subregions suggests that losses are primarily concentrated among SCTLD-sensitive species, while other coral species have remained relatively stable. While this pattern aligns with the expected impact of SCTLD, further investigation is necessary to rule out additional localized stressors.</p>
<p>Color maps comparing changes in SCTLD-sensitive and total coral cover between 2020 and 2023 (<xref ref-type="fig" rid="f12">
<bold>Figures&#xa0;12</bold>
</xref>, <xref ref-type="fig" rid="f13">
<bold>13</bold>
</xref>) reveal a gradient of coral cover decline radiating from the Kralendijk area toward outer regions. This pattern likely reflects heightened human activity near the port as well as the spread of SCTLD from its initial detection point, moving progressively along reefs over time. Similar patterns of SCTLD transmission have been reported in Florida and the US Virgin Islands, where waterborne currents played a key role in disease spread (<xref ref-type="bibr" rid="B22">Dobbelaere et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B41">Muller et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B12">Brandt et&#xa0;al., 2021</xref>). These findings emphasize the intersection of disease dynamics, physical factors, and anthropogenic stressors in shaping coral reef health (<xref ref-type="bibr" rid="B12">Brandt et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Costa et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B20">De Bakker et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B58">Van Der Geest et&#xa0;al., 2020</xref>).</p>
<p>In summary, the species and spatial analyses indicate that SCTLD is a significant factor in the coral decline observed in Bonaire, though pre-existing stressors likely heightened species vulnerability. The steep declines in City Limits and Klein Bonaire call for urgent conservation actions, such as antibiotic treatments (<xref ref-type="bibr" rid="B26">Forrester et&#xa0;al., 2022</xref>). These findings not only shed light on SCTLD&#x2019;s impact in Bonaire but also contribute to the broader understanding of coral diseases across the Caribbean. Continued monitoring and research are essential to unravel the complex interactions between SCTLD, human activity, and environmental factors affecting SCTLD-sensitive coral species.</p>
<p>While this study provides critical insights into the early impact of SCTLD on Bonaire&#x2019;s coral reefs, certain limitations must be acknowledged. The use of photographic records to estimate coral cover introduces potential biases, as coral density, human bias and the presence of outliers could affect results. Additionally, high variability in species density across regions and depths, along with the skewed nature of the data (heavily inflated with zeros and low proportions), poses challenges for standard statistical models. Although the analysis strongly indicates changes in coral cover, formal hypothesis testing was not applied due to these constraints. Therefore, the results should be interpreted cautiously but remain indicative of SCTLD&#x2019;s likely role in driving these declines.</p>
<p>These factors are particularly important when comparing differences across species (see <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>), where very low densities require careful interpretation. Pre-existing stressors, such as past bleaching events and pollution, complicate efforts to isolate SCTLD&#x2019;s specific impact during its recent outbreak. The overlap of stressors such as the 2014&#x2013;2017 bleaching events and other environmental stressors, presents a challenge in disentangling the specific contributions of SCTLD to coral mortality. As previously noted, corals resistant to bleaching may exhibit immune suppression, leaving them more vulnerable to coral diseases like SCTLD (<xref ref-type="bibr" rid="B38">Merselis et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B23">Eakin et&#xa0;al., 2019</xref>). This overlap between several stressors highlights the difficulty of interpreting disease-related coral cover changes over time and emphasizes the need for further studies to understand SCTLD&#x2019;s role in the broader context of coral reef degradation.</p>
<p>Furthermore, SCTLD&#x2019;s selective impact on a subset of coral species complicates correlating disease prevalence with coral cover changes. While the direct causes of coral mortality cannot be fully disentangled due to the absence of colony-level tracking, observations during surveys indicated that corals presenting SCTLD-like lesions or signs of recent mortality belonged to the six SCTLD-sensitive species analyzed. Many of the recently dead colonies exhibited skeletons that were still visible and free from algal overgrowth, indicating very recent mortality. Nearby colonies, or living portions of the same colony, often displayed SCTLD-like lesions, further supporting the likelihood that SCTLD was the primary cause of mortality. The significant declines observed in SCTLD-sensitive species, particularly in Klein Bonaire and City Limits, strongly align with the documented emergence of SCTLD. These patterns suggest that SCTLD acted as a major driver of recent mortality, compounded by pre-existing stressors such as bleaching and anthropogenic impacts.</p>
<p>We leveraged linear trend models and 95% confidence intervals to track changes in coral cover over time. While significant declines were observed in 2023 in several cases (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f7">
<bold>7</bold>
</xref>, <xref ref-type="fig" rid="f10">
<bold>10</bold>
</xref>), more sophisticated analyses could be required to fully interpret these trends and reduce p-values given by the linear models, offering a more comprehensive understanding of the data (See <italic>P. strigosa</italic> in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>; additional examples in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures&#xa0;6&#x2013;13</bold>
</xref>). For example, in the five less-impacted subregions, changes in total coral cover were often not significant. This may be due to the relatively small contribution of SCTLD-sensitive species to overall coral cover, as even notable declines in these species may not be reflected on broader metrics. Incorporating more advanced models in future analyses could help detect statistical differences and changes that may go unnoticed, providing a deeper understanding of SCTLD&#x2019;s impact across all subregions.</p>
<p>The full extent of SCTLD&#x2019;s impact has yet to be determined, as it only reached the northern part of Bonaire several months after its first sighting in the Kralendijk area (<xref ref-type="bibr" rid="B53">STINAPA Bonaire National Parks Foundation, 2024</xref>). Currently, it affects fewer coral species than anticipated (<xref ref-type="bibr" rid="B45">Precht et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B12">Brandt et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Costa et&#xa0;al., 2021</xref>), with some species that have been severely impacted in other regions showing resistance in Bonaire. Regional differences in SCTLD&#x2019;s progression and species resilience, as observed in other studies, warrant further investigation, particularly for key reef-building species such as <italic>O. faveolata</italic> and <italic>O. annularis</italic>, which have seemingly not yet shown signs of infection by SCTLD in Bonaire (<xref ref-type="bibr" rid="B12">Brandt et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Costa et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B24">Eaton et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B53">STINAPA Bonaire National Parks Foundation, 2024</xref>). Additionally, species like <italic>Dendrogyra cylindrus</italic>, <italic>Dichocoenia stokesi</italic>, and <italic>Porites</italic> spp., while highly susceptible to SCTLD elsewhere, are found in very low densities in Bonaire and were therefore almost absent from our dataset. This highlights the importance of focusing on locally dominant species to better understand SCTLD&#x2019;s ecological impact in Bonaire.</p>
<p>Ongoing monitoring is essential to track SCTLD&#x2019;s progression among the six highly SCTLD-sensitive coral species and to detect any emerging symptoms in other species. Additionally, future research should explore other stressors impacting these species, such as thermal stress, pollution, and runoff (<xref ref-type="bibr" rid="B23">Eakin et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B37">Meesters et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B58">Van Der Geest et&#xa0;al., 2020</xref>). While slow-growing brain corals are typically thermally resistant, they are not immune to SCTLD, which has reduced their populations and weakened their resilience to climate change (<xref ref-type="bibr" rid="B5">&#xc1;lvarez-Filip et&#xa0;al., 2022</xref>).</p>
<p>For example, <italic>P. strigosa</italic>, once showing signs of recovery (<xref ref-type="bibr" rid="B20">De Bakker et&#xa0;al., 2016</xref>), has suffered significant declines in 2023, likely due to SCTLD, highlighting a concerning shift in reef diversity. The population dynamics of <italic>P. strigosa</italic> and other SCTLD-sensitive species will require close attention and monitoring to assess their long-term viability.</p>
<p>Our findings, which detail the immediate and mid-term effects of SCTLD on key coral species, contribute to the broader understanding of stressors affecting Bonaire&#x2019;s reefs and inform targeted restoration efforts. Future research could expand on these results by correlating coral mortality with water quality parameters, offering deeper insights into SCTLD&#x2019;s spread and the influence of human activity.</p>
</sec>
<sec id="s5" sec-type="conclusion">
<label>5</label>
<title>Conclusion</title>
<p>This study provides the first systematic assessment of the impact of Stony Coral Tissue Loss Disease (SCTLD) on Bonaire&#x2019;s SCTLD-sensitive coral species, capturing the disease&#x2019;s early effects on local reefs. The research revealed a significant decline in coral cover across multiple species, particularly in 2023, marking SCTLD&#x2019;s detrimental influence on Bonaire&#x2019;s reefs. Importantly, the decline was not uniformly distributed, with certain subregions like City Limits and Klein Bonaire experiencing the most severe reductions, while others, such as the North, exhibited a degree of resilience.</p>
<p>The findings emphasize the vulnerability of key reef-building species, <italic>M. meandrites</italic>, <italic>E. fastigiata</italic>, <italic>M. cavernosa</italic>, <italic>P. strigosa</italic>, <italic>C. natans</italic>, and <italic>D. labyrinthiformis</italic>, which have shown significant susceptibility to SCTLD. This highlights the broader ecological concern of the disease, particularly for species previously recognized for their resilience to other stressors like thermal stress. The spatial variability observed underscores the potential need for targeted conservation efforts that take into account regional differences in coral health and disease prevalence.</p>
<p>Moving forward, long-term monitoring is essential to track the continued progression of SCTLD and to identify potential resilience mechanisms within certain coral species. Additionally, further research should explore the role of environmental and anthropogenic factors, such as water quality and human activity, in exacerbating or mitigating the disease&#x2019;s spread. This understanding will be critical for developing effective management strategies aimed at preserving Bonaire&#x2019;s coral reefs.</p>
<p>Ultimately, the health of these ecosystems is not only an ecological priority but also crucial for the island&#x2019;s economy and community well-being. This research contributes to the broader global effort to protect coral reefs in the face of emerging diseases, offering valuable insights for both scientific understanding and conservation practices.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets generated for this study are included in the article and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Additional raw data, such as Excel sheets with coral cover percentages, will be made available upon reasonable request to the corresponding authors.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The manuscript presents research on animals that do not require ethical approval for their study. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>BP: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. VR: Data curation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. OV: Data curation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. SN: Data curation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. EM: Funding acquisition, Methodology, Resources, Supervision, Validation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was carried out by Wageningen Marine Research and co-financed by the Ministry of Agriculture, Fisheries, Food Security for the purposes of Policy Support Research Theme &#x2018;E2 Natuur-inclusieve landbouw, visserij en waterbeheer in Caribisch Nederland&#x2019; (project no. BO-43-117-002).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>Professor Appy Sluijs of Utrecht University is thanked for his role as the internal supervisor of this project. The fieldwork was supported by Dive Friends Bonaire through discounted tank rentals, and most importantly STINAPA Bonaire, which provided a boat, a captain, and funding for our surveys. Volunteers Alain Hoffman and Richard Schwerdtfeger, are also thanked for their assistance and availability to help during surveys.</p>
</ack>
<sec id="s10" 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="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s12" 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="s13" 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.2024.1512371/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2024.1512371/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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