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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2023.1224859</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Transport and accumulation of litter in submarine canyons: a geoscience perspective</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Pierdomenico</surname>
<given-names>Martina</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2007565"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bernhardt</surname>
<given-names>Anne</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/580602"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Eggenhuisen</surname>
<given-names>Joris T.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/576020"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Clare</surname>
<given-names>Michael A.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lo Iacono</surname>
<given-names>Claudio</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1247101"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Casalbore</surname>
<given-names>Daniele</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2241364"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Davies</surname>
<given-names>Jaime S.</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/416414"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kane</surname>
<given-names>Ian</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/665610"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huvenne</surname>
<given-names>Veerle A.I.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/707180"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Harris</surname>
<given-names>Peter T.</given-names>
</name>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/407145"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Istituto per lo studio degli Impatti Antropici e Sostenibilit&#xe0; in ambiente marino, Consiglio Nazionale delle Ricerche (IAS-CNR)</institution>, <addr-line>Rome</addr-line>, <country>Italy</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Institute of Geological Sciences, Freie Universit&#xe4;t Berlin</institution>, <addr-line>Berlin</addr-line>, <country>Germany</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Faculty of Geosciences, Utrecht University</institution>, <addr-line>Utrecht</addr-line>, <country>Netherlands</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Ocean BioGeoscience, National Oceanography Centre</institution>, <addr-line>Southampton</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Institut de Ci&#xe8;ncies del Mar, Spanish National Research Council (CSIC)</institution>, <addr-line>Barcelona</addr-line>, <country>Spain</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Dipartimento di Scienze della Terra, Sapienza Universit&#xe0; di Roma</institution>, <addr-line>Rome</addr-line>, <country>Italy</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>School of Marine Science and Engineering, University of Plymouth</institution>, <addr-line>Plymouth</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>School of Marine and Environmental Science, University of Gibraltar</institution>, <addr-line>Gibraltar</addr-line>, <country>Gibraltar</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>School of Earth and Environmental Sciences, University of Manchester</institution>, <addr-line>Manchester</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>GRID-Arendal</institution>, <addr-line>Arendal</addr-line>, <country>Norway</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Alessandro Cau, University of Cagliari, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Giorgio Castellan, Consiglio Nazionale delle Ricerche (CNR), Italy; Ming Su, Sun Yat-sen University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Martina Pierdomenico, <email xlink:href="mailto:martina.pierdomenico@ias.cnr.it">martina.pierdomenico@ias.cnr.it</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>07</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1224859</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>06</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Pierdomenico, Bernhardt, Eggenhuisen, Clare, Lo Iacono, Casalbore, Davies, Kane, Huvenne and Harris</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Pierdomenico, Bernhardt, Eggenhuisen, Clare, Lo Iacono, Casalbore, Davies, Kane, Huvenne and Harris</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>Marine litter is one of the most pervasive and fast-growing aspects of contamination in the global ocean, and has been observed in every environmental setting, including the deep seafloor where little is known about the magnitude and consequences of the problem. Submarine canyons, the main conduits for the transport of sediment, organic matter and water masses from shallow to abyssal depths, have been claimed to be preferential pathways for litter transport and accumulation in the deep sea. This is supported by ongoing evidence of large litter piles at great water depths, highlighting efficient transfer via canyons. The aim of this article is to present an overview of the current knowledge about marine litter in submarine canyons, taking a geological, process-based point of view. We evaluate sources, transport mechanisms and deposition of litter within canyons to assess the main factors responsible for its transport and accumulation in the deep sea. Few studies relate litter distribution to transport and depositional processes; nevertheless, results from available literature show that canyons represent accumulation areas for both land-based and maritime-based litter. Particularly, accumulation of fishing-related debris is mainly observed at the canyon heads and walls and is related to fishing activities carried out in and adjacent to canyons, while transport and accumulation of general waste and plastic along canyon axes can be related to different mechanisms, encompassing enhanced bottom currents, dense water cascading and turbidity currents, and is related to the proximity of canyons to shore. Global assessment of canyons exposure to riverine plastic inputs and fishing-related debris indicates varying susceptibility of canyons to litter, also highlighting that most of the canyons prone to receive large amounts of anthropogenic debris have not yet been surveyed. Considering that litter research in canyons is still in its infancy, several knowledge gaps need to be filled before the role of canyons as litter traps and the implication for benthic ecosystems can be fully understood.</p>
</abstract>
<kwd-group>
<kwd>submarine canyons</kwd>
<kwd>marine litter</kwd>
<kwd>microplastics</kwd>
<kwd>fishing-related debris</kwd>
<kwd>litter transport</kwd>
<kwd>sediment transport</kwd>
<kwd>deep-sea litter</kwd>
</kwd-group>
<counts>
<fig-count count="10"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="154"/>
<page-count count="22"/>
<word-count count="11358"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Deep-Sea Environments and Ecology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The input of solid waste into the Global Ocean has become a topic of worldwide concern, due to its negative consequences on marine ecosystems, the economy and potentially human health (<xref ref-type="bibr" rid="B12">Beaumont et&#xa0;al., 2019</xref>). As a result of the dramatic increase in waste production and mismanaged disposal over the last half century (<xref ref-type="bibr" rid="B54">Geyer et&#xa0;al., 2017</xref>), large quantities of litter have entered the ocean, either from terrestrial sources or directly from ships or other maritime infrastructures (<xref ref-type="bibr" rid="B140">UNEP, 2009</xref>). Approximately 10 million tons of land-derived plastic debris ended up in the oceans in 2010 alone (<xref ref-type="bibr" rid="B73">Jambeck et&#xa0;al., 2015</xref>); a scenario that is forecast to rise to 53 million metric tons per year by 2030 under a business-as-usual scenario (<xref ref-type="bibr" rid="B20">Borrelle et&#xa0;al., 2020</xref>).</p>
<p>Marine litter, defined as &#x2018;any persistent, manufactured or processed solid material discarded, disposed or abandoned in the marine and coastal environment&#x2019; (<xref ref-type="bibr" rid="B139">UNEP, 2005</xref>), consists of a great variety of materials, among which plastic predominates, accounting for 60&#x2013;80% of marine litter worldwide (<xref ref-type="bibr" rid="B37">Derraik, 2002</xref>). A significant proportion of the plastic lost in the marine environment consists of microplastics, small (&lt;5&#xa0;mm) fragments and fibres derived from the breakdown of larger plastic debris and synthetic textiles or originated as manufactured particles (<xref ref-type="bibr" rid="B82">Lebreton et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B100">Pabortsava and Lampitt, 2020</xref>). Both macro- and microparticles can have adverse impacts on species across trophic levels and threaten habitat integrity in different ways and at different spatial and temporal scales. These pollutants can be ingested by organisms, affecting individual fitness or resulting in direct mortality (<xref ref-type="bibr" rid="B52">Gall and Thompson, 2015</xref>). Litter, especially fishing-related debris, can entangle biota, hindering its ability to move, feed and breathe (<xref ref-type="bibr" rid="B80">K&#xfc;hn et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B21">Bruemmer et&#xa0;al., 2023</xref>, this issue). Furthermore, plastic debris can act as a dispersal vector for alien species and pathogens (<xref ref-type="bibr" rid="B11">Barnes, 2002</xref>; <xref ref-type="bibr" rid="B153">Zettler et&#xa0;al., 2013</xref>) or as a source of persistent organic pollutants and toxic compounds (<xref ref-type="bibr" rid="B63">Hartmann et&#xa0;al., 2017</xref>), and is also able to alter the physical characteristics of the environment (<xref ref-type="bibr" rid="B26">Carson et&#xa0;al., 2011</xref>).</p>
<p>Marine litter and microplastics have now been reported from all environmental settings across the Global Ocean, from beaches and coastal surface waters (<xref ref-type="bibr" rid="B147">Willis et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B126">Schmidt et&#xa0;al., 2018</xref>) to the most remote environments such as the polar regions (<xref ref-type="bibr" rid="B136">Tekman et&#xa0;al., 2017</xref>), oceanic islands (<xref ref-type="bibr" rid="B81">Lavers and Bond, 2017</xref>) and the deep seafloor (<xref ref-type="bibr" rid="B117">Ramirez-Llodra et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B103">Peng et&#xa0;al., 2018</xref>), which is considered the final depositional sink for the majority of anthropogenic litter entering the ocean (<xref ref-type="bibr" rid="B137">Thompson et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B105">Pham et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B148">Woodall et&#xa0;al., 2015</xref>).</p>
<p>The spatial variability of litter abundance and composition in the ocean is driven by the complex interplay of anthropogenic factors linked to litter sources (such as coastal population densities and industrialization, fishing pressure, maritime traffic and tourism) and natural factors including hydrological, geomorphological and sedimentary processes, responsible for its transport and deposition (<xref ref-type="bibr" rid="B117">Ramirez-Llodra et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B105">Pham et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B83">Lopez-Lopez et&#xa0;al., 2017</xref>). Once at sea, buoyant litter can be transported by surface currents and winds and can be stranded on the coastlines or transferred offshore and concentrated by converging surface currents into the so-called floating &#x201c;garbage patches&#x201d; (<xref ref-type="bibr" rid="B43">Eriksen et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B82">Lebreton et&#xa0;al., 2017</xref>). However, estimation of floating plastic represent only a small percentage of global input to the ocean (<xref ref-type="bibr" rid="B142">Van Sebille et&#xa0;al., 2015</xref>), while a significant proportion of litter is thought to sink to the deep seafloor, where little is known about the extent, magnitude and impacts of this issue. Despite the increasing number of publications discussing seafloor litter over the last decades (<xref ref-type="bibr" rid="B66">Hernandez et&#xa0;al., 2022</xref>), papers on seafloor litter represent less than 15% of all studies on marine litter (<xref ref-type="bibr" rid="B24">Canals et&#xa0;al., 2021</xref>).</p>
<p>Furthermore, the physical processes governing the horizontal and vertical transport of anthropogenic debris and its fate on the seafloor, especially in deep-sea environments, are still poorly understood (<xref ref-type="bibr" rid="B76">Kane and Clare, 2019</xref>; <xref ref-type="bibr" rid="B144">Waldschl&#xe4;ger et&#xa0;al., 2022</xref>). Notwithstanding the patchy survey coverage of the deep seafloor, current knowledge highlights an uneven distribution of benthic litter and microplastics (<xref ref-type="bibr" rid="B59">Harris, 2020</xref>; <xref ref-type="bibr" rid="B24">Canals et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B50">Galgani et&#xa0;al., 2022</xref>), which cannot be explained solely by vertical settling from concentrated surface accumulations. Oceanographic and sedimentary processes play a fundamental role in transporting and redistributing litter coming from land across continental margins, focusing it in specific physiographic settings, such as abyssal trenches, submarine canyons, bottom current drift deposits and on deep-sea fans located at the mouths of submarine canyons and channels (<xref ref-type="bibr" rid="B105">Pham et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B103">Peng et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B76">Kane and Clare, 2019</xref>; <xref ref-type="bibr" rid="B77">Kane et&#xa0;al., 2020</xref>). On the other hand, the rough topography characterizing geomorphological features such as seamounts and banks may favor entanglement and local accumulation of lost or abandoned fishing gears (<xref ref-type="bibr" rid="B4">Angiolillo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B5">Angiolillo et&#xa0;al., 2021</xref>).</p>
<p>Submarine canyons are common erosive features found on all the world&#x2019;s continental margins (<xref ref-type="bibr" rid="B62">Harris and Whiteway, 2011</xref>) connecting continental shelves to deep ocean basins and acting as preferential transport routes for sediment, organic matter and water masses (<xref ref-type="bibr" rid="B128">Shepard, 1981</xref>; <xref ref-type="bibr" rid="B143">Vetter and Dayton, 1999</xref>; <xref ref-type="bibr" rid="B87">Masson et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B58">Hage et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B111">Pope et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B113">Post et&#xa0;al., 2022</xref>). Canyons are considered to be important conduits for the transfer and accumulation of litter from land to the deep sea (<xref ref-type="bibr" rid="B51">Galgani et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>). At the same time, due to their role in focusing currents and transporting sediment and nutrients and their complex topography, submarine canyons are sites of enhanced biodiversity and productivity (<xref ref-type="bibr" rid="B35">De Leo et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B46">Fernandez-Arcaya et&#xa0;al., 2017</xref>). As such, submarine canyons are often preferential targets for fishing activities (<xref ref-type="bibr" rid="B114">Puig et&#xa0;al., 2012</xref>), and susceptible to the accumulation of fishing-related debris along their course (<xref ref-type="bibr" rid="B94">Mordecai et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B29">Cau et&#xa0;al., 2017</xref>).</p>
<p>Although submarine canyons may feature among the largest hotspots of litter in the deep sea, research on this topic remains limited, and the processes that control the inputs, distribution and ultimate fate of litter within canyons are poorly understood (<xref ref-type="bibr" rid="B76">Kane and Clare, 2019</xref>; <xref ref-type="bibr" rid="B59">Harris, 2020</xref>; <xref ref-type="bibr" rid="B24">Canals et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>). Similarly, it is not clear to what degree canyons may act as sinks or conduits for litter transfer toward deeper areas, which type of canyons may be more susceptible to funnel and/or accumulate litter and on which timescales, as well as what is their potential for litter burial and sequestration in the sedimentary record (<xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>).</p>
<p>The overarching aim of this paper is therefore to assess the occurrence and distribution of macro- and microlitter in submarine canyons based on a review of the existing literature. Given that litter, and particularly plastics, is rapidly becoming a key indicator for the Anthropocene in the sedimentary record (<xref ref-type="bibr" rid="B10">Bancone et&#xa0;al., 2020</xref>), this review is presented from a geoscience perspective. We evaluate source, transport mechanism and deposition of litter as a type of anthropogenic &#x2018;sediment&#x2019;, and discuss the predisposing factors that may be responsible for their accumulation in and around submarine canyons.</p>
<p>Therefore, we estimate the potential exposure of individual canyons to riverine and maritime-sourced litter on a global scale and discuss how modeling of physical sediment transport processes combined with flume experiments can constrain the spatial variability and abundance of marine litter occurrences in submarine canyon systems. Finally, we identify knowledge gaps and perspectives on future research that could help to better understand the role of canyons as potential litter repositories and conduits to the deep-sea.</p>
</sec>
<sec id="s2">
<title>Methods</title>
<sec id="s2_1">
<title>Review of litter assessment and transport processes in submarine canyons</title>
<p>To assess the current state of knowledge on litter in submarine canyons, a literature review was carried out using Google Scholar and the ISI Web of Knowledge. The keywords &#x201c;litter&#x201d;, &#x201c;plastic&#x201d; and &#x201c;microplastics&#x201d; in combination with &#x201c;canyons&#x201d;, were used to generate a list of peer-reviewed papers from 1996 till 2022. All papers dealing with litter in surface waters and the water column were excluded. From the selected paper we extracted information about: the geographical area and specific canyon studied; the method used to assess the presence of litter or microplastics; the number of surveyed sites and the depth range explored; litter abundance within the canyons, its spatial distribution and the dominant litter type. In parallel, selected literature on submarine canyons and their transport processes were used to discuss and infer the role of sedimentary and hydrodynamic processes in litter transfer and distribution.</p>
</sec>
<sec id="s2_2">
<title>Estimating the exposure of submarine canyons to plastics delivered by river systems</title>
<p>To identify the regions where submarine canyon heads are exposed to the highest input of river-derived litter, we combined a global model of river macroplastic input into the ocean (<xref ref-type="bibr" rid="B91">Meijer et&#xa0;al., 2021</xref>) with a global database of seafloor morphology (<xref ref-type="bibr" rid="B61">Harris et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B15">Bernhardt and Schwanghart, 2021a</xref>; <xref ref-type="bibr" rid="B16">Bernhardt and Schwanghart, 2021b</xref>). We calculated the distance from each submarine canyon head to the adjacent river outlets along the world&#x2019;s coastlines. Then, we divided the modeled floating macroplastic emissions of the closest river outlet (in million metric tons per year (MT/yr)) of <xref ref-type="bibr" rid="B91">Meijer et&#xa0;al. (2021)</xref> by the distance from each canyon head to the closest river outlet.</p>
<p>This index is, of course, a simplified metric. It does not account for litter other than macroplastic (e.g., microplastic), the buoyancy of plastic litter and other pathways of litter introduction into the ocean system including coastal inputs, atmospheric deposition, and direct inputs from ships. It omits any oceanographic processes. Moreover, this approach refers to submarine canyons that were mapped on global low-resolution bathymetric data and hence only features large submarine canyons (see details in <xref ref-type="bibr" rid="B61">Harris et&#xa0;al., 2014</xref>). Additionally, we restricted this analysis to canyons between 50&#xb0;N and 50&#xb0;S and to the main continents including the major islands of the West-Pacific, where data coverage is best. However, we argue that this approach helps to depict highly vulnerable submarine canyons with potential high litter input, canyons with low potential input that may be declared as sanctuaries, and to design future targeted scientific surveys.</p>
</sec>
<sec id="s2_3">
<title>Estimating the exposure of submarine canyons to marine fishing debris</title>
<p>To estimate canyon exposure to fishing activity, we used the global compilation of commercial fishing activity (any type) of the NGO &#x201c;Global Fishing Watch&#x201d; (<ext-link ext-link-type="uri" xlink:href="https://services7.arcgis.com/IyvyFk20mB7Wpc95/arcgis/rest/services/SDG_14_Global_Fishing_Activity_1/FeatureServer">available here</ext-link> <ext-link ext-link-type="uri" xlink:href="https://services7.arcgis.com/IyvyFk20mB7Wpc95/arcgis/rest/services/SDG_14_Global_Fishing_Activity_1/FeatureServer">https://services7.arcgis.com/IyvyFk20mB7Wpc95/arcgis/rest/services/SDG_14_Global_Fishing_Activity_1/FeatureServer</ext-link>). We calculated the mean fishing activity per canyon per year for 4398 canyons of the global canyon database (<xref ref-type="bibr" rid="B61">Harris et&#xa0;al., 2014</xref>). All remaining canyons were not covered by fishing activity data. Commercial fishing activity is measured in hours per area (area = grid size = 0.1 x 0.1 degrees) and refers to the annual average of the pre-pandemic year 2019.</p>
<p>Differences in exposure to riverine plastic and to fishing activity between geographical regions have been tested by the non-parametric Kruskal-Wallis test and <italic>post-hoc</italic> pair-wise comparisons with the Wilcoxon method and Bonferroni correction, using the software R (<xref ref-type="bibr" rid="B119">R Core Team, 2016</xref>).</p>
<p>To compare observed litter abundances (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material S1</bold>
</xref>) with canyon exposure to riverine plastic and to fishing activity, these indices have been estimated in higher detail for selected canyons where litter data were available. Canyon head locations and canyon areas have been remapped using Emodnet bathymetry for European seas (<ext-link ext-link-type="uri" xlink:href="https://emodnet.ec.europa.eu/">https://emodnet.ec.europa.eu/</ext-link>) and Gebco 2020 bathymetry (<ext-link ext-link-type="uri" xlink:href="https://www.gebco.net">https://www.gebco.net</ext-link>) elsewhere, as these bathymetric data sets are of higher resolution (100&#xa0;m resolution for Emodnet dataset, 15-arc resolution for Gebco 2020 bathymetry) than the SRTM30_PLUS 30-arc second database (<xref ref-type="bibr" rid="B13">Becker et&#xa0;al., 2009</xref>) used in the canyon mapping of <xref ref-type="bibr" rid="B61">Harris et&#xa0;al. (2014)</xref>.</p>
<p>Canyons hosting a prevalence of plastic litter have been compared to the riverine-plastic input exposure, whereas canyon with dominant fishing-related debris have been compared to the exposure factor to fishing pressure.</p>
</sec>
</sec>
<sec id="s3">
<title>Research efforts on the study of seafloor litter and microplastics in canyons</title>
<p>Submarine canyons have been the subject of research for a long time. Due to the difficulty of surveying such complex deep-sea environments, our knowledge of canyons has come primarily from remote sensing and sampling, with contributions from various oceanographic disciplines (<xref ref-type="bibr" rid="B72">Inman et&#xa0;al., 1976</xref>; <xref ref-type="bibr" rid="B128">Shepard, 1981</xref>). Over the last few decades, the advances in marine robotics for mapping, imaging and sampling, coupled with long term time-series from submarine observatories and moorings has shed light on the diverse and complex hydrodynamics and geomorphic processes acting along canyons (e.g., <xref ref-type="bibr" rid="B149">Xu, 2011</xref>; <xref ref-type="bibr" rid="B1">Amaro et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B30">Chaytor et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B27">Carter et&#xa0;al., 2018</xref>), showing that active sediment transport during the present sea level highstand may be considerably higher than previously predicted (<xref ref-type="bibr" rid="B115">Puig et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B65">Heijnen et&#xa0;al., 2022a</xref>) and revealing the widespread occurrence of anthropogenic debris along their course. However, while a handful of individual canyon systems have received considerable attention, most canyons around the world have not yet been studied, or only to a very limited extent. Eleven canyons account for almost 50% of the body of submarine canyon literature (<xref ref-type="bibr" rid="B88">Matos et&#xa0;al., 2018</xref>) and these are mostly located along the North American and European continental margins. A similar geographical bias also characterizes the research on litter in canyons, as shown below.</p>
<p>We found 46 studies reporting the occurrence of macrolitter in submarine canyons (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material S1</bold>
</xref>). From the selected publications, litter was reported and/or quantified in more than 120 canyons around the world (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Over half of the studies featured seafloor litter distribution as the primary research topic, while a large proportion (~40%) addressed the study of canyon habitats, mostly focusing on ecologically relevant communities such as cold-water corals (CWCs), and reported the presence of litter or its relative impacts as secondary aims. In two studies, litter accidentally collected in canyons during sampling for other purposes was analyzed to assess colonization of benthic organisms (<xref ref-type="bibr" rid="B6">Aym&#xe0; et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B123">Sant&#xed;n et&#xa0;al., 2020</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Global distribution of studies which quantified or reported litter and microplastics within submarine canyons. a-d. Zoom of geographical areas shown in the inset on the upper left. Bathymetric map has been obtained from GEBCO relief data (<uri xlink:href="https://www.gebco.net">https://www.gebco.net</uri>). Canyons distribution and classification after <xref ref-type="bibr" rid="B62">Harris and Whiteway, 2011</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1224859-g001.tif"/>
</fig>
<p>Apart from a few cases where litter is collected by trawling (i.e., <xref ref-type="bibr" rid="B146">Wei et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B117">Ramirez-Llodra et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B105">Pham et&#xa0;al., 2014</xref>), the assessment of seafloor litter within submarine canyons is mainly carried out using seafloor imagery, acquired by remotely operated vehicles (ROVs) (e.g., <xref ref-type="bibr" rid="B94">Mordecai et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B53">Gerigny et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B5">Angiolillo et&#xa0;al., 2021</xref>), towed cameras (e.g., <xref ref-type="bibr" rid="B23">Buhl-Mortensen and Buhl-Mortensen, 2018</xref>), or submersibles (e.g., <xref ref-type="bibr" rid="B145">Watters et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B104">Peng et&#xa0;al., 2019</xref>). These instruments are more appropriate for studies in complex and rugged terrains, such as those occurring in canyons, which are usually inaccessible to bottom trawls. However, these methods do not give information about volumes or weight of litter, which are necessary for estimates of fluxes and mass balance models (<xref ref-type="bibr" rid="B24">Canals et&#xa0;al., 2021</xref>). Presence of litter is therefore primarily quantified as abundance (i.e., number of items), although there is a high variability in the units of measure adopted to report its density (see also <xref ref-type="bibr" rid="B66">Hernandez et&#xa0;al., 2022</xref>). Both abundance of litter per unit of area and/or abundance per linear distance are commonly used (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), along with other quantification approaches, such as abundance per time of observation (<xref ref-type="bibr" rid="B124">Schlining et&#xa0;al., 2013</xref>), per image frames (<xref ref-type="bibr" rid="B141">van den Beld et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>), frequency of occurrence (<xref ref-type="bibr" rid="B93">Moccia et&#xa0;al., 2019</xref>) or simple enumeration (<xref ref-type="bibr" rid="B75">Jones et&#xa0;al., 2022</xref>). The only attempt at mass estimates from video images was performed by <xref ref-type="bibr" rid="B22">Buhl-Mortensen and Buhl-Mortensen (2017)</xref>, who assumed approximate weights for different items based on their composition.</p>
<p>The presence of microplastics in canyons is much less investigated than that of macrolitter, with only 4 studies reporting microplastics in seafloor sediments collected from 12 canyons around the world (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material S1</bold>
</xref>). Although all studies use density-based extraction methods, where lighter plastic particles are separated from sediment by mixing the sample with saturated solutions (<xref ref-type="bibr" rid="B67">Hidalgo-Ruz et&#xa0;al., 2012</xref>), the units of measure adopted to report microplastic concentrations are highly variable, encompassing the number of microparticles per unit of weight (<xref ref-type="bibr" rid="B31">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B5">Angiolillo et&#xa0;al., 2021</xref>), per unit of volume (<xref ref-type="bibr" rid="B122">Sanchez-Vidal et&#xa0;al., 2018</xref>) or per unit of area (<xref ref-type="bibr" rid="B75">Jones et&#xa0;al., 2022</xref>).</p>
<sec id="s3_1">
<title>Distribution of studies: geographical and sampling biases</title>
<p>There is a strong geographic bias to the studies that have been performed to date. Most of the research on seafloor litter and microplastics has focused on Mediterranean canyons (accounting for more than 50% of the canyons where anthropogenic debris has been reported), followed by the northeast and northwest Atlantic canyons (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). In the Pacific Ocean, few canyons have been studied for litter assessment, mostly offshore California (<xref ref-type="bibr" rid="B145">Watters et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B124">Schlining et&#xa0;al., 2013</xref>) and in the South China Sea (<xref ref-type="bibr" rid="B104">Peng et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>). Canyons in the Indian Ocean are almost absent from published reports, except for a recent study of two canyon systems on the SW Australian margin (<xref ref-type="bibr" rid="B135">Taviani et&#xa0;al., 2023</xref>). The striking differences in coverage by studies are also evident when analyzing the sampling effort (i.e., the number of stations surveyed) for individual canyons (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). On average, studies on litter distribution in Mediterranean canyons have analyzed a larger number of samples than canyons in other regions (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>), especially those in the NW Mediterranean. La Fonera, Cap de Creus and Blanes Canyons on the Catalan margin (<xref ref-type="bibr" rid="B98">Orejas et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B117">Ramirez-Llodra et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B89">Mecho et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B38">Dominguez-Carri&#xf3; et&#xa0;al., 2020</xref>) and some canyons of the Gulf of Lyons have been extensively studied (<xref ref-type="bibr" rid="B51">Galgani et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B44">Fabri et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B45">Fabri et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B53">Gerigny et&#xa0;al., 2019</xref>), with tens of stations explored per single canyon. Similarly, for a few canyons in the Atlantic Ocean, namely Dangeard, Explorer and Whittard Canyons on the Celtic margin (<xref ref-type="bibr" rid="B105">Pham et&#xa0;al., 2014</xref>), Nazar&#xe9; Canyon off the west coast of Portugal (<xref ref-type="bibr" rid="B94">Mordecai et&#xa0;al., 2011</xref>), and Baltimore and Norfolk Canyons off the US coast (<xref ref-type="bibr" rid="B75">Jones et&#xa0;al., 2022</xref>) a large number of stations (&gt;10) have been surveyed. However, the assessment of seafloor litter is based in most cases on exploration of only one or two sites of the entire canyon system. This is also true for microplastics assessment, which has been performed mostly based on a single sediment sample, except for a few individual canyons such as Norfolk (<xref ref-type="bibr" rid="B75">Jones et&#xa0;al., 2022</xref>) and Blanes Canyons (<xref ref-type="bibr" rid="B122">Sanchez-Vidal et&#xa0;al., 2018</xref>) where several samples have been collected. Papers on litter in the Monterey Canyon, one of the most studied canyon systems in the world (<xref ref-type="bibr" rid="B88">Matos et&#xa0;al., 2018</xref>), do not report the exact number of sampled sites, although the large number of surveys covering decadal time spans and the availability of a wide database (332 stations for shelf and canyons of Central California as reported in <xref ref-type="bibr" rid="B145">Watters et&#xa0;al. (2010)</xref> and 1149 videos in Monterey Bay analyzed by <xref ref-type="bibr" rid="B124">Schlining et&#xa0;al. (2013)</xref>) indicate that the sampling effort is likely much higher than all other canyons.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Research effort on seafloor litter and microplastics in canyons. <bold>(A)</bold> Pie chart showing the geographical location of publications reporting litter and microplastic in canyons. <bold>(B)</bold> Bar plot of sampling effort (number of stations) per submarine canyon carried out in each of the main geographical regions. <bold>(C)</bold> Violin plots showing the depth ranges covered by surveys in canyons in each of the five main geographical regions. For each available station, the mean depth of ROV transects/trawl hauls and the depth of sediment sampling for microplastic assessment were plotted.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1224859-g002.tif"/>
</fig>
<p>Bathymetric ranges of observations are also highly variable (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material S1</bold>
</xref>). Overall, Mediterranean canyons have been mainly surveyed in their heads or along their upper reaches, and only a few canyons offshore the Spanish and French coasts have been surveyed in their middle or lower reaches at depths &gt;1500&#xa0;m (<xref ref-type="bibr" rid="B49">Galgani et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B117">Ramirez-Llodra et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B38">Dominguez-Carri&#xf3; et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B5">Angiolillo et&#xa0;al., 2021</xref>). Conversely, in the Atlantic Ocean, wider depth ranges have been covered. Canyons of the Bay of Biscay have been surveyed from 300 to 2300&#xa0;m depth (<xref ref-type="bibr" rid="B49">Galgani et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B141">van den Beld et&#xa0;al., 2017</xref>), similar to the canyons of the continental margin off the Northeastern US, with observations from 300 to 2100&#xa0;m depth (<xref ref-type="bibr" rid="B116">Quattrini et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B75">Jones et&#xa0;al., 2022</xref>). Explorations at greater depths have been carried out in the canyons offshore of Portugal, from 1600 down to 4500&#xa0;m depth (<xref ref-type="bibr" rid="B94">Mordecai et&#xa0;al., 2011</xref>), as well as in the Whittard (<xref ref-type="bibr" rid="B105">Pham et&#xa0;al., 2014</xref>) and Mississippi Canyons (<xref ref-type="bibr" rid="B146">Wei et&#xa0;al., 2012</xref>), down to 2600 and 2700&#xa0;m depth, respectively. In the Pacific Ocean, litter and microplastics have been reported from the tributary canyons of the Xisha Trough at around 2000&#xa0;m depth, with deeper exploration in the trough down to 3300&#xa0;m depth (<xref ref-type="bibr" rid="B104">Peng et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>). Canyons off SW Australia have been surveyed from 180&#xa0;m down to 3300&#xa0;m depth (<xref ref-type="bibr" rid="B135">Taviani et&#xa0;al., 2023</xref>) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4">
<title>Submarine canyons are hotspots for litter accumulation</title>
<p>Overall, reviews of published data (<xref ref-type="bibr" rid="B48">Galgani et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B2">Angiolillo, 2018</xref>; <xref ref-type="bibr" rid="B24">Canals et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B50">Galgani et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B66">Hernandez et&#xa0;al., 2022</xref>) and studies covering wide geographic areas indicate that canyons are preferential accumulation areas for anthropogenic debris, often showing higher concentrations compared to the surrounding areas. Large-scale assessments of seafloor litter in European waters found higher litter abundance in canyons than in shelf and slope areas (<xref ref-type="bibr" rid="B49">Galgani et&#xa0;al., 2000</xref>), and also compared to other physiographic settings such as seamounts, mounds, ocean ridges and deep basins (<xref ref-type="bibr" rid="B105">Pham et&#xa0;al., 2014</xref>). Using a wide dataset of over 1700 video transects collected along the Norwegian margin in the national scientific program Mareano, <xref ref-type="bibr" rid="B22">Buhl-Mortensen and Buhl-Mortensen (2017)</xref> observed that litter densities in canyons were more than twice the densities of shelf and slope areas, and lower only than fjords. Trawl surveys in the northern Gulf of Mexico, from the outer continental shelf to the abyssal plain, showed that Mississippi Canyon was a focal point for litter accumulation (<xref ref-type="bibr" rid="B146">Wei et&#xa0;al., 2012</xref>). Even on a more local scale and with much limited sampling on the margin, several studies in the Mediterranean Sea and NE Atlantic report increased abundances of litter in canyons compared to the adjacent sectors (e.g., <xref ref-type="bibr" rid="B51">Galgani et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B29">Cau et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B141">van den Beld et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B89">Mecho et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B53">Gerigny et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B38">Dominguez-Carri&#xf3; et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B107">Pierdomenico et&#xa0;al., 2020</xref>).</p>
<p>Canyons have also been shown to represent main hotspots for microplastics contamination, with higher abundances compared to other physiographic settings (<xref ref-type="bibr" rid="B76">Kane and Clare, 2019</xref>). This has been further supported by results from a large-scale survey of seafloor sediments in European seas from 42&#xa0;m down to 3500&#xa0;m depth, which revealed microplastic abundances in canyons almost twice those of adjacent open slopes (<xref ref-type="bibr" rid="B122">Sanchez-Vidal et&#xa0;al., 2018</xref>).</p>
<p>Slope-confined canyons are much less extensively investigated than shelf-indenting canyons, as their transport activity has been traditionally considered reduced during the present highstand of sea level, despite there is increasing evidence for intermittent sediment transport even in these systems (<xref ref-type="bibr" rid="B152">Yin et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B113">Post et&#xa0;al., 2022</xref>). Consequently, their role in litter accumulation remains practically unknown. Litter assessment in a slope-confined canyon and comparison with other physiographic domains in the Gulf of Cadiz showed higher abundance of litter within the canyon, with plastic concentrations more than twice than those observed on the adjacent continental slope; litter abundance was only higher in the nearby contouritic channels (<xref ref-type="bibr" rid="B90">Mecho et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s5">
<title>Litter supply to canyons: the influence of natural and anthropogenic factors on global abundance and composition</title>
<p>The abundance and composition of litter reported are extremely variable, with spatial densities spanning several orders of magnitude (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>) and no obviously discernible patterns related to geographical location and depth range (<xref ref-type="bibr" rid="B66">Hernandez et&#xa0;al., 2022</xref>). Such large variability has been observed between canyons of different geographical areas, as well as between nearby canyons along the same margin (e.g., <xref ref-type="bibr" rid="B141">van den Beld et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B53">Gerigny et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B116">Quattrini et&#xa0;al., 2014</xref>). This is linked to the fact that the abundance and composition of litter in canyons is the result of a combination of anthropogenic factors (e.g., sources and litter buoyancy), geomorphological factors and physical transport processes, which may differ between canyons as well as along different reaches of an individual canyon. In addition, the uneven geographical distribution, sampling effort and bathymetric range of studies in canyons, combined with the general lack of standardization of data collection and reporting in the literature (<xref ref-type="bibr" rid="B24">Canals et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B66">Hernandez et&#xa0;al., 2022</xref>), hinder comparisons between studies and estimates of absolute pollution magnitude. This information is essential to better assess the role of canyons in focusing, distributing and trapping litter and to evaluate the influence of natural and anthropogenic predisposing factors.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Global Abundance and composition of litter in canyons. <bold>(A)</bold> Bubble plot showing the abundance of litter reported as n&#xb0; items per linear km of video track. <bold>(B-E)</bold> Bubble plots showing the abundance of litter reported as n&#xb0; items per square km in different geographical areas. The plotted values refer to the mean abundance estimated per each canyon, while the colors of bubbles refer to the dominant type of litter. The black triangles indicate the occurrence of litter accumulation piles. For canyons included in more than one study all the mean abundances reported are plotted in the map.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1224859-g003.tif"/>
</fig>
<p>Regarding litter composition, canyons can represent accumulation areas for both land-sourced and maritime-sourced litter, which is reflected in the overall types of litter found. A wide variety of objects has been reported from canyons, with plastic items and fishing gears featuring as the most common types of waste (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Despite fishing materials currently being largely made of artificial polymers, fishing-related debris is often classified as a separate category because of its origin (<xref ref-type="bibr" rid="B66">Hernandez et&#xa0;al., 2022</xref>). It is not easy to ascertain the exact origin for many types of litter, except for specific categories such as fishing gears; however, the majority of plastic, one of the main components of urban waste, is thought to derive from terrestrial and coastal sources, at least on a global basis (<xref ref-type="bibr" rid="B73">Jambeck et&#xa0;al., 2015</xref>). Among plastics, single-use items such as bags, packaging and bottles are often the most common categories (e.g., <xref ref-type="bibr" rid="B124">Schlining et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B104">Peng et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B5">Angiolillo et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B56">Griny&#xf3; et&#xa0;al., 2021</xref>), which reflects the large contribution of single-use items to the global marine plastic pollution (<xref ref-type="bibr" rid="B127">Schnurr et&#xa0;al., 2018</xref>) and highlights the high mobility of these light-weight objects.</p>
<p>The abundance and distribution of litter of terrestrial and maritime origins in canyons may differ due to the different entry points, transport and depositional mechanisms of these types of litter (<xref ref-type="bibr" rid="B50">Galgani et&#xa0;al., 2022</xref>). It has been proposed that the efficiency of litter transfer from onshore to the deep sea via canyons is dependent on the physiographic configuration of the continental margin and the connection of the canyon heads to terrestrial sources of sediment (<xref ref-type="bibr" rid="B76">Kane and Clare, 2019</xref>), together with the magnitude of litter inputs from inland. In the following paragraphs the main factors determining the connectivity of submarine canyons to a source of sediment are described, together with other maritime sources that may influence the supply of litter to canyons.</p>
<sec id="s5_1">
<title>Rivers</title>
<p>Canyons which indent the shelf and are connected directly to river systems may be highly efficient at transferring sediment (and potentially litter) directly to the slope, bypassing the shelf. Dense sediment-laden water generated at the river mouth may plunge to form a hyperpycnal flow that can evolve into turbidity currents and supply sediment directly to the canyon (e.g., Var Canyon, NW Mediterranean; <xref ref-type="bibr" rid="B95">Mulder et&#xa0;al., 2003</xref>; Gaoping Canyon, Taiwan; <xref ref-type="bibr" rid="B79">Khripounoff et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B28">Carter et&#xa0;al., 2012</xref>; La Jolla Fan, <xref ref-type="bibr" rid="B120">Romans et&#xa0;al., 2016</xref>; Messina Canyons; <xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>). Alternatively, high discharge from these river mouths may lead to rapid sediment accumulation near the river mouth or at the canyon head; these deposits may become flushed offshore as a buoyant river plume before sinking to the seabed (<xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B141">van den Beld et&#xa0;al., 2017</xref>), or may collapse, to trigger turbidity currents (<xref ref-type="bibr" rid="B28">Carter et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B112">Pope et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B70">Hizzett et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B57">Hage et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B132">Talling et&#xa0;al., 2022</xref>).</p>
<p>Rivers, globally recognized as the main conveyers and transporting agents of land-based litter (<xref ref-type="bibr" rid="B118">Rech et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B82">Lebreton et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B91">Meijer et&#xa0;al., 2021</xref>), can be responsible for significant inputs of mismanaged anthropogenic waste to the sea, although many uncertainties still exist about the proportion of litter rapidly sinking close to the river mouth versus being transported offshore, and consequently about how riverine outflows may enter and interact with the sedimentary regime in canyons. While the largest discharging rivers have been traditionally considered to contribute almost entirely to the global river emissions (<xref ref-type="bibr" rid="B82">Lebreton et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B125">Schmidt et&#xa0;al., 2017</xref>), the important role of small (low discharge), heavily polluted urban rivers has been recently reconsidered (<xref ref-type="bibr" rid="B91">Meijer et&#xa0;al., 2021</xref>). Direct input from a small river affected by flash-floods and draining a heavily populated area explains the high concentration of litter in the Gioia-Petrace Canyon system, where up to 560 items per linear km of ROV track were observed (<xref ref-type="bibr" rid="B107">Pierdomenico et&#xa0;al., 2020</xref>). Even higher densities have been reported from the Messina Strait, ranging from 121,000 to up to 1.3 million items/km<sup>2</sup>, making it the most litter-affected canyon and deep-marine environment recorded to date globally (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, <xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>). These canyons are connected to subaerial drainage networks and are frequently affected by sedimentary gravity flows triggered by river flash-floods, which are able to funnel huge amounts of anthropogenic waste into adjacent canyons. In this area, the high coastal population densities coupled with poor disposal practices likely contribute to the extreme density values observed (<xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>).</p>
<p>The presence of large rivers may influence litter abundance even in canyons separated from land by wide continental shelves, such as observed in the Bay of Biscay, where the higher litter abundances found in the Belle-&#xee;le and Arcachon Canyons (with maximum densities up to 59,000 items/km<sup>2</sup>, comparable to those observed in other Mediterranean coastal canyons), with respect to the other canyons of the margin, have been attributed to the influence of the Loire and Gironde rivers, respectively (<xref ref-type="bibr" rid="B141">van den Beld et&#xa0;al., 2017</xref>). In the Gulf of Lyon, despite low litter densities being observed off the mouth of Rh&#xf4;ne River (<xref ref-type="bibr" rid="B51">Galgani et&#xa0;al., 1996</xref>) and in the upper reach of the Petit Rh&#xf4;ne Canyon (<xref ref-type="bibr" rid="B44">Fabri et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Gerigny et&#xa0;al., 2019</xref>), trawling on the deep-water Rh&#xf4;ne fan at 2200&#xa0;m depth, more than 150&#xa0;km from the river mouth, revealed litter concentrations of 52,000 items/km<sup>2</sup> (<xref ref-type="bibr" rid="B49">Galgani et&#xa0;al., 2000</xref>), suggesting efficient transfer of river-derived waste.</p>
</sec>
<sec id="s5_2">
<title>Distance of canyon head from land and coastal urbanization</title>
<p>Submarine canyons that indent the shelf, but that do not have a direct connection to a river mouth, are fed by along-shelf currents and wave and tide action, which redistributes and disperses sediments and litter (<xref ref-type="bibr" rid="B96">Mulder et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B124">Schlining et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B41">Eidam et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B107">Pierdomenico et&#xa0;al., 2020</xref>). Natural and anthropogenic debris may be transported along the shelf, until the load is diminished through wave and storm action, or until it meets an intersecting canyon head (e.g., La Jolla or Monterey Canyons, California; <xref ref-type="bibr" rid="B150">Xu et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B34">Covault et&#xa0;al., 2007</xref>). Particularly, high energy seasonal events that might enhance cross- and along-shelf transport such as storms, dense water shelf cascading, hurricanes or typhoons (e.g., <xref ref-type="bibr" rid="B47">Flemming, 1980</xref>; <xref ref-type="bibr" rid="B25">Canals et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B60">Harris and Heap, 2009</xref>), can be responsible for the transfer of heavy litter from the shelf to canyons (<xref ref-type="bibr" rid="B146">Wei et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>).</p>
<p>Submarine canyons deeply incising the shelf offshore densely populated areas were observed to accumulate substantial amounts of litter, such as the Paillon Canyon offshore Nice (&gt;80 items/km, <xref ref-type="bibr" rid="B51">Galgani et&#xa0;al., 1996</xref>), La Fonera and Cap de Creus Canyons (&gt;25,000 items/km<sup>2</sup> <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B38">Dominguez-Carri&#xf3; et&#xa0;al., 2020</xref>) and the Dohrn Canyon, offshore Naples (50 items/km, <xref ref-type="bibr" rid="B134">Taviani et&#xa0;al., 2019</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Reduced distances between the canyon head and the coastline may also in part explain the higher abundance of anthropogenic waste observed in the Ligurian and Corsica canyons with respect to the offshore Gulf of Lyon canyons (<xref ref-type="bibr" rid="B53">Gerigny et&#xa0;al., 2019</xref>). The higher litter abundance reported from the Lisbon Canyon compared to other canyons of the Portuguese margin was also interpreted as due to the proximity to a large population center (<xref ref-type="bibr" rid="B94">Mordecai et&#xa0;al., 2011</xref>). On the other hand, the low litter density observed in the canyon systems off southwestern Australia (1 to 1.7 items/km), has been attributed to reduced coastal urbanization in this region compared to other regions worldwide, combined with the national status as marine parks which further limits human activities in these areas (<xref ref-type="bibr" rid="B135">Taviani et&#xa0;al., 2023</xref>). Exploration of north-western Atlantic canyons, which are separated from land by a wide continental shelf, revealed an overall low litter abundance, despite anthropogenic debris being observed in most dives (<xref ref-type="bibr" rid="B116">Quattrini et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B75">Jones et&#xa0;al., 2022</xref>) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Surprisingly, the highest litter densities &gt;10,000 items/km<sup>2</sup> were found in an un-named slope-confined canyon at 1000-1100&#xa0;m depth (<xref ref-type="bibr" rid="B116">Quattrini et&#xa0;al., 2015</xref>).</p>
<p>While the proximity of a canyon&#x2019;s head to land may facilitate the transfer of litter of terrestrial origin from the coast and shelf environments into the canyons, one of the most littered canyons observed to date is the SY82 Canyon, a tributary of the Xisha Trough in the southern China Sea (<xref ref-type="bibr" rid="B104">Peng et&#xa0;al., 2019</xref>). This canyon has its head at 350&#xa0;m depth, being located ~150 km from the coast. Here, large litter accumulations reaching densities &gt;50,000 items/km<sup>2</sup> were found in the middle course of the canyon at 1700-1800&#xa0;m depth, indicating that the massive transfer of anthropogenic debris to the deep sea via canyons does not necessarily require close proximity of the canyon head to land. Even though it has been proposed that most of the debris came from fishery and navigation activities, the uneven and focused distribution of the litter accumulations indicates subsequent reworking and down-canyon transport of litter (<xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>), showing that even canyons indenting wide shelves may become hotspots of litter accumulation.</p>
</sec>
<sec id="s5_3">
<title>Global canyon exposure to river-derived plastic</title>
<p>The global maps in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> and the boxplots in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref> show a highly spatially-variable exposure of canyons to river-supplied plastic fluxes, as confirmed by Kruskal-Wallis test (p&lt;0.001) and Wilcoxon pair-wise comparisons (<xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Material S2</bold>
</xref>). Overall, the Mediterranean Sea, the North Pacific Ocean and the South Atlantic Ocean show a significantly higher proportion of submarine canyons that are most exposed to plastic contamination when compared to other ocean basins (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). Specifically, we infer high exposure of canyons to litter in areas where high macroplastic emission from rivers (<xref ref-type="bibr" rid="B91">Meijer et&#xa0;al., 2021</xref>) coincides with short distances between the river outlets and submarine canyon heads. For instance, in the Philippines and India, which are recognized as the largest contributing countries to global plastic emissions (<xref ref-type="bibr" rid="B91">Meijer et&#xa0;al., 2021</xref>), tectonics and high rainfall result in high sediment supply (and therefore litter export) to the oceans (<xref ref-type="bibr" rid="B92">Milliman and Meade, 1983</xref>). Narrow shelves and the higher percentage of shelf-indenting canyons compared to other margins (<xref ref-type="bibr" rid="B62">Harris and Whiteway, 2011</xref>) makes these areas more prone to transfer plastic from land to the deep sea via canyons. Similarly, canyons off West Africa, Central America and Brazil as well as those in the Mediterranean and Black seas are also susceptible to receiving large amounts of river-derived litter, mostly because of rivers draining highly populated coastal areas. They are therefore identified as hotspots for plastic emissions (<xref ref-type="bibr" rid="B91">Meijer et&#xa0;al., 2021</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Global map showing the canyon head exposure to plastic input from rivers and insets of the regions with canyons most susceptible to receive substantial amount of land-derived plastic.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1224859-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>
<bold>(A)</bold> Box plots of canyon head exposure to plastic input from rivers across different basins. <bold>(B, C)</bold> Scatter plots of litter density reported in canyons and corresponding canyon head exposure to plastic input from rivers. Canyons are colored according to their location, using the same colors of the geographical areas in <bold>(A)</bold>. <bold>(B)</bold> Canyons with litter density reported as items/km. <bold>(C)</bold> Canyons with litter density reported as items/km2.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1224859-g005.tif"/>
</fig>
<p>Our global assessment highlights that most of the canyons highly vulnerable to plastic input are located in areas that have not been yet surveyed for litter (see <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> for comparison). Hence, we are likely far from a comprehensive knowledge of the real magnitude of this worldwide impact. Moreover, it also highlights areas with canyons that are potentially less affected by riverine plastic emissions, such as those located in the North Atlantic Ocean, on the Australian coasts and in the NE Pacific (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). These canyons, theoretically less impacted by plastic inputs along their course, may host well-preserved and relatively pristine ecosystems, and could be considered as priority areas to concentrate conservation efforts (<xref ref-type="bibr" rid="B46">Fernandez-Arcaya et&#xa0;al., 2017</xref>).</p>
<p>Notwithstanding the limitations of this approach (as explained in the methods section), the comparison of the estimated exposure values with litter densities observed in canyons shows an overall increase in litter abundance with increasing exposure values (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5B, C</bold>
</xref>). This supports the validity of the global assessment and stresses the strong role of rivers as main inputs of litter to the Global Ocean (<xref ref-type="bibr" rid="B118">Rech et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B73">Jambeck et&#xa0;al., 2015</xref>). The increase is more evident for Mediterranean canyons (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>), which have been more extensively surveyed, especially in their upper reaches, than other canyons worldwide. In canyon systems developed on the edge of wide continental shelves, as in the case of the North Atlantic passive margin, that show highly variable litter abundance for similar exposure values (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>), complex hydrographic regimes acting over large areas may concur to generate more complex dispersal patterns of litter. Departures from the overall trend could also be related to the fact that river plastic discharge from <xref ref-type="bibr" rid="B91">Meijer et&#xa0;al. (2021)</xref> may be not representative of local scenarios. The mismanagement of litter dumped in small torrential rivers may for instance explain the unpredicted higher abundances in the Messina Canyons with respect to other ones with comparable exposure (<xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>).</p>
</sec>
<sec id="s5_4">
<title>Fishing and other maritime activities</title>
<p>Although overlooked by many global studies on plastic transport to the ocean, fishing activities can represent an important source of litter in canyons, which can be the dominant source of plastic pollution in some systems. Many canyons are the sites of intense commercial and artisanal fishery activities (due to the rich commercially-important fauna they host), including bottom trawling along the rims and long-line fisheries on the rocky substrates not accessible to trawling (<xref ref-type="bibr" rid="B114">Puig et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B46">Fernandez-Arcaya et&#xa0;al., 2017</xref>). Small-scale artisanal fishing activities may have a deep impact on littering in canyons, as indicated by the very high litter densities of 280,000 items/km<sup>2</sup> observed in the East Sardinian canyons (<xref ref-type="bibr" rid="B29">Cau et&#xa0;al., 2017</xref>), with abandoned or discarded fishing gears comprising 84 to 100% of litter, approx. three times higher than other geomorphological settings (<xref ref-type="bibr" rid="B29">Cau et&#xa0;al., 2017</xref>). Similarly, concentrations of benthic long-line fishing gears of up to 220,000 items/km<sup>2</sup> were observed on rocky outcrops along the flanks of Cap de Creus Canyon (<xref ref-type="bibr" rid="B98">Orejas et&#xa0;al., 2009</xref>). During submersible explorations off the Californian margin, hotspots of litter, with densities up to 380 items per linear km of ROV track, were found in Monterey Canyon and the south-western edge of Soquel Canyon at places that are traditionally fished (<xref ref-type="bibr" rid="B145">Watters et&#xa0;al., 2010</xref>).</p>
<p>Apart from fishing gear, other maritime activities are also attributed as the source for heavy items found in canyons such as glass, clinker or large metal objects, whose distribution has been tentatively linked to direct dumping from ships and therefore associated with marine traffic and shipping routes (e.g., <xref ref-type="bibr" rid="B117">Ramirez-Llodra et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B141">van den Beld et&#xa0;al., 2017</xref>). Other local factors may determine the accumulation of specific litter types, such as the presence of naval bases or military dumping sites, which are thought to be responsible for the large proportion of metal objects observed in some canyons of the Gulf of Lyon (<xref ref-type="bibr" rid="B44">Fabri et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Gerigny et&#xa0;al., 2019</xref>) and the Gulf of Cadiz (<xref ref-type="bibr" rid="B90">Mecho et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s5_5">
<title>Global canyon exposure to fishing-related debris</title>
<p>The exposure of global canyons to commercial fishing activity was calculated for 4398 large submarine canyons of the 9477 canyons mapped by <xref ref-type="bibr" rid="B61">Harris et&#xa0;al. (2014)</xref> (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The remaining canyons do not overlap with fishing activity data as such data do not exist for large regions of the global ocean, such as the South and Southern Asia, the Central and South-Eastern America and the Southern Mediterranean Sea (<xref ref-type="supplementary-material" rid="SM3">
<bold>Supplementary Material S3</bold>
</xref>). However, the available results show that the canyons of the Mediterranean Sea are more heavily affected by fishing pressure along their course than canyons in other regions in the world (p&lt;0.001). No striking differences in canyon exposure to fishing pressure were observed across the main oceans, except for a slightly higher exposure of canyons in the northern hemisphere, which is significant only for the Mediterranean Sea and the North Atlantic Ocean (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Material S2</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Global map showing the canyon exposure to commercial fishing activity and insets of the regions shown in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> for comparison. Data coverage is inhomogeneous and very sparse around Southeast Asia and the southern Mediterranean Sea where the fishing activity per submarine canyon could not be computed.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1224859-g006.tif"/>
</fig>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>
<bold>(A)</bold> Box plots of canyon exposure to fishing activity across different basins. <bold>(B)</bold> Scatter plot of the abundance of fishing-related debris reported in canyons and corresponding canyon exposure to commercial fishing activity. Canyons are colored according to their location, using the same colors of the geographical areas in <bold>(A)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1224859-g007.tif"/>
</fig>
<p>Comparison of the observed litter densities with mean commercial fishing activities at submarine canyons, carried out for canyons where the dominant litter type was fishing-related debris, does not show clear trends (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>). However, along with the data gaps, it has to be considered that the calculated mean commercial fishing activity may not recognize the artisanal fishery activities, which are regarded as an important source of litter in specific cases (<xref ref-type="bibr" rid="B29">Cau et&#xa0;al., 2017</xref>). This may explain, for instance, the high densities of fishing gears in Sardinian canyons (Mediterranean Sea) despite variable fishing activity (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>). In addition, as the distribution of fishing debris may be largely controlled by the substrate topography and the occurrence of rocky outcrops that favor entanglement, the estimation of fishing-debris concentration may be strongly influenced by the sampling location along the canyon course.</p>
</sec>
</sec>
<sec id="s6">
<title>Litter distribution within canyons: transport and deposition</title>
<sec id="s6_1">
<title>Processes controlling the distribution of terrestrial litter</title>
<p>Plastic and other land-based litter that is funneled into canyon heads can be remobilized and redistributed downslope toward deep-sea areas by a variety of oceanographic and sedimentary processes, including enhanced bottom currents, dense water cascading and sediment gravity flows (<xref ref-type="bibr" rid="B124">Schlining et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B38">Dominguez-Carri&#xf3; et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B107">Pierdomenico et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>). These processes act at different temporal and spatial scales from the continental margin down to individual canyons and on to small-scale features along the canyon course and can be responsible for the uneven distribution of litter among and within individual canyons. Furthermore, various sediment-transport mechanisms (and by extension litter transport mechanisms) often coexist in a given submarine canyon and along-canyon transport is not a constant or unidirectional process (<xref ref-type="bibr" rid="B115">Puig et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B1">Amaro et&#xa0;al., 2016</xref>). This means that understanding the magnitude of transport activity and the role of canyons in funneling and accumulating litter in the deep sea is not a trivial task, as it is driven by a complex interplay of natural and anthropogenic factors linked to sources, transport, and depositional mechanisms (<xref ref-type="bibr" rid="B117">Ramirez-Llodra et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B84">Maier et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B102">Pearman et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B107">Pierdomenico et&#xa0;al., 2020</xref>).</p>
<p>Local topography and spatial variations in flow energy seem to play an important role in the deposition of litter in canyons. Litter has been observed frequently within the troughs of furrows, behind rock slabs, tree trunks or other obstacles (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8A, B</bold>
</xref>) (<xref ref-type="bibr" rid="B51">Galgani et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B107">Pierdomenico et&#xa0;al., 2020</xref>). Specific types of litter, such as fishing gear, or cables and pipelines lying on the seafloor, can nucleate the formation of small litter accumulation points, where mostly plastic items get trapped (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8C</bold>
</xref>) (<xref ref-type="bibr" rid="B94">Mordecai et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B17">Biede et&#xa0;al., 2022</xref>). On a larger scale, morphological features along the canyon axis such as scours, knickpoints, or changes in thalweg slope, which may interact with flows promoting deposition, can represent important accumulation areas for litter (<xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B5">Angiolillo et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>).</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Examples of litter on the floor of submarine canyons. <bold>(A)</bold> plastic accumulating within a depression along the thalweg of Gioia Canyon (400&#xa0;m depth). <bold>(B-F)</bold> accumulation hotspots in the Messina Strait Canyons (200-600&#xa0;m depth).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1224859-g008.tif"/>
</fig>
</sec>
<sec id="s6_2">
<title>Sediment gravity flows</title>
<p>Sediment gravity flows, principally turbidity currents, are the main agents for sediment transport down canyons and consequently for litter transfer to the deep sea (<xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>). There are several processes able to trigger sediment gravity flows within canyons (<xref ref-type="bibr" rid="B109">Piper and Normark, 2009</xref>), including the evolution of mass-failures along canyon walls (<xref ref-type="bibr" rid="B101">Paull et&#xa0;al., 2010</xref>), advection of resuspended shelf sediments by oceanographic currents or storm waves (<xref ref-type="bibr" rid="B151">Xu et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B85">Mart&#xed;n et&#xa0;al., 2011</xref>) and hyperpycnal flows during pulses of river discharge or ice melting (<xref ref-type="bibr" rid="B95">Mulder et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B78">Khripounoff et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B70">Hizzett et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B8">Bailey et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B132">Talling et&#xa0;al., 2022</xref>). Sediment resuspension induced by bottom trawling can be an additional trigger for the development of turbidity currents along canyons (<xref ref-type="bibr" rid="B114">Puig et&#xa0;al., 2012</xref>). However, it is increasingly apparent that major external triggers are not always required for the inception of gravity flows; the key driver appears to be the availability and supply of sediment, which may be sustained or ephemeral in its delivery to canyons (<xref ref-type="bibr" rid="B8">Bailey et&#xa0;al., 2021</xref>). While it has been long assumed that during the modern high-stand of sea level, the level of activity of canyons whose heads lie at large distances from terrestrial sediment sources is significantly reduced, recent studies have shown that turbidity flows with high frequencies (i.e., sub-annual) and velocities comparable with highly active coastal canyons, may also affect such land-detached canyons (<xref ref-type="bibr" rid="B65">Heijnen et&#xa0;al., 2022a</xref>), with potential implication for the transfer of litter and microplastics in the deep-sea realm via submarine canyons.</p>
<p>Due to the high flow velocities, transport capacity and the potential to run out to significant distances, turbidity currents are able to carry and redistribute significant amount of litter at high depths. In Monterey Canyon, which is frequently affected by powerful turbidity currents (<xref ref-type="bibr" rid="B101">Paull et&#xa0;al., 2010</xref>), surveys for litter from 25 to 4000&#xa0;m depth found the greatest abundance of plastic between 2000 and 4000&#xa0;m depth (<xref ref-type="bibr" rid="B124">Schlining et&#xa0;al., 2013</xref>). The activity of turbidity flows can also lead to the deposition of large litter accumulation hotspots, such as those found in the upper reach of the Messina Strait Canyons (200-600&#xa0;m depth, <xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8E, F</bold>
</xref>) (<xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>), in the middle reach of the SY82 Canyon at 1800-1900&#xa0;m depth (<xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>) and at the base of the Monaco Canyon at 2100&#xa0;m depth (<xref ref-type="bibr" rid="B5">Angiolillo et&#xa0;al., 2021</xref>). These accumulation hotspots are a few to tens of meters wide and formed by a mixture of items, whose chaotic arrangement evidences remobilization and emplacement by sediment transport processes (<xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>). Their composition, dominated by litter of urban origin, primarily plastic, the presence of terrestrial plant debris and the paucity of fishing-related debris further support their link with the action of turbidity flows carrying litter from shallower depths (<xref ref-type="bibr" rid="B5">Angiolillo et&#xa0;al., 2021</xref>). Furthermore, the occurrence of large rocky boulders and heavy litter items, such as pieces of furniture, metals sheets and cars, within litter piles testifies to the high transport competence of turbidity currents (<xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>).</p>
<p>Even though it might be expected that turbidity flows (that can travel for hundreds of kilometers), should enable transport of anthropogenic debris to the lowest reaches of canyons, very little is known about potential accumulation at the base of canyons and on deep-sea fans, as these zones have not been extensively surveyed for litter. However, the high concentration of litter found in the Rh&#xf4;ne deep-sea fan (<xref ref-type="bibr" rid="B49">Galgani et&#xa0;al., 2000</xref>) suggests that litter can be transferred throughout the entire canyon course in systems actively carrying sediment toward deep-sea fans, where it can eventually be prone to entrainment by bottom currents.</p>
<p>Sediment-gravity flows may also bury litter within the sediment, as indicated by reports of partially buried items in canyon sediments (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8D</bold>
</xref>) (<xref ref-type="bibr" rid="B106">Pierdomenico et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B5">Angiolillo et&#xa0;al., 2021</xref>). The ability of gravity flows to transport and bury litter is largely unstudied, although flume experiments evidenced that microplastic can be transported and buried by turbidity currents (<xref ref-type="bibr" rid="B110">Pohl et&#xa0;al., 2020</xref>). Furthermore, macroplastics enclosed within coarse grained turbidite deposits buried 2.5&#xa0;m below the seafloor have been recovered from a sediment core in a prodelta channel, further demonstrating the potential of gravity flows in burying litter deeply beneath the sea floor (<xref ref-type="bibr" rid="B108">Pierdomenico et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s6_3">
<title>Oceanographic processes</title>
<p>Oceanographic processes can also be involved in the transport of sediment and litter within canyons. The accumulation of plastic below 1000&#xa0;m depth in the Cap de Creus Canyon has been linked to the action of dense shelf water cascading that generates strong bottom flows able to erode and entrain seafloor sediment in the upper reach of the canyon (<xref ref-type="bibr" rid="B25">Canals et&#xa0;al., 2006</xref>). These flows transport litter from the continental shelf and upper canyon, favoring its settling once the current speed has slowed down (<xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B38">Dominguez-Carri&#xf3; et&#xa0;al., 2020</xref>).</p>
<p>Bottom currents are recognized as important agents for the dispersal of microplastics in the deep sea (<xref ref-type="bibr" rid="B77">Kane et&#xa0;al., 2020</xref>) and can be steered down- and up-slope through canyons, where they can also transport larger macrodebris. In the Gioia Canyon, almost 40% of total macroplastic found between 50 and 490&#xa0;m depth was observed drifting above the seafloor, demonstrating the important role of bottom currents in the downward flux of plastic (<xref ref-type="bibr" rid="B107">Pierdomenico et&#xa0;al., 2020</xref>). The decrease in the amount of drifting litter downslope suggests trapping of debris in the upper parts of canyons for some period of time.</p>
<p>Internal waves and tidal currents, which are usually amplified by the topographic constraint of submarine canyons, can contribute to sediment resuspension and advection along the canyon axis, sometimes favoring sediment and litter accumulation in specific regions (<xref ref-type="bibr" rid="B71">Hotchkiss and Wunsch, 1982</xref>; <xref ref-type="bibr" rid="B36">de Stigter et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B102">Pearman et&#xa0;al., 2020</xref>). Changes in strength and direction of currents driven by internal tides (<xref ref-type="bibr" rid="B96">Mulder et&#xa0;al., 2012</xref>), combined with the occurrence of biologically and geologically complex habitats promoting trapping of litter, are thought to be responsible for the higher abundances observed in specific mid-depth ranges (800-1100&#xa0;m) in the Bay of Biscay canyons (<xref ref-type="bibr" rid="B141">van den Beld et&#xa0;al., 2017</xref>).</p>
</sec>
<sec id="s6_4">
<title>Processes controlling the distribution of fishing-related debris</title>
<p>Because of the different entry points and transport mechanisms, litter of terrestrial and maritime origins often shows a different distribution in the different morphological zones of canyons, as observed in the Cap de Creus Canyon (<xref ref-type="bibr" rid="B38">Dominguez-Carri&#xf3; et&#xa0;al., 2020</xref>), the Dohrn Canyon (<xref ref-type="bibr" rid="B134">Taviani et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B3">Angiolillo et&#xa0;al., 2023</xref>) and the Gioia Canyon (<xref ref-type="bibr" rid="B107">Pierdomenico et&#xa0;al., 2020</xref>). In these canyons, fishing-related debris was observed mainly on rocky substrates at the canyon head or along the walls as opposed to general plastic items, which were concentrated within the thalweg. This may be related to the fact that accumulation of fishing debris is linked to the spatial distribution of fishing activities, which are often focused in specific sectors of canyons such as the canyon head and rims (<xref ref-type="bibr" rid="B114">Puig et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>). In addition, fishing gear may be too large or heavy to be easily displaced by bottom currents, compared to plastics (<xref ref-type="bibr" rid="B141">van den Beld et&#xa0;al., 2017</xref>), and due to their shape can be easily entangled in complex terrains such as rocky outcrops, coral frameworks or other biogenic structures that are common in canyons (<xref ref-type="bibr" rid="B4">Angiolillo et&#xa0;al., 2015</xref>). A dominance of fishing gear, especially lines and trammel nets, has been reported in several studies that surveyed the rocky habitats at the canyon head or flanks in the upper canyon reach (e.g., <xref ref-type="bibr" rid="B145">Watters et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B99">Oliveira et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B29">Cau et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">Enrichetti et&#xa0;al., 2020</xref>), often as additional observations within the assessment of coral communities that thrive in these habitats (<xref ref-type="bibr" rid="B98">Orejas et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B29">Cau et&#xa0;al., 2017</xref>, <xref ref-type="bibr" rid="B55">Giusti et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B45">Fabri et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B3">Angiolillo et&#xa0;al., 2023</xref>). The presence of fishing gear within the thalweg in the Nazar&#xe9; Canyon down to 4300&#xa0;m depth (<xref ref-type="bibr" rid="B94">Mordecai et&#xa0;al., 2011</xref>) suggests that fishing-related debris can be also funneled to the canyon thalweg and transported to great depths, although direct dumping by fishermen cannot be excluded. However, the greater abundance of fishing debris at shallower depths, compared to general waste (e.g., <xref ref-type="bibr" rid="B124">Schlining et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B138">Tubau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B5">Angiolillo et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B134">Taviani et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B38">Dominguez-Carri&#xf3; et&#xa0;al., 2020</xref>) and the paucity of fishing gear within the large litter piles found in the middle and lower reach of canyons (<xref ref-type="bibr" rid="B5">Angiolillo et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B154">Zhong and Peng, 2021</xref>), suggest a relatively lower mobility for this type of litter compared to general plastic items.</p>
</sec>
<sec id="s6_5">
<title>Physical transport processes of microplastics</title>
<p>Recent literature addresses transport and burial of microplastics by sediment gravity flows (<xref ref-type="bibr" rid="B9">Ballent et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B110">Pohl et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B14">Bell et&#xa0;al., 2021</xref>), with some attention being paid to interaction with bottom current systems (<xref ref-type="bibr" rid="B77">Kane et&#xa0;al., 2020</xref>). The resemblance of microplastics size to the natural sediment present in gravity-driven flows, has motivated application of existing sediment transport hydrodynamics of sediment gravity flows to microplastics transport, specifically the Rouse perspective (<xref ref-type="bibr" rid="B76">Kane and Clare, 2019</xref>; <xref ref-type="bibr" rid="B144">Waldschl&#xe4;ger et&#xa0;al., 2022</xref>). Suspension of dense particles in turbulent environmental fluid flow is understood to result from a balance between downward settling due to gravity and upward mixing due to turbulence. This process was resolved by Rouse nearly a century ago for rivers (<xref ref-type="bibr" rid="B121">Rouse, 1937</xref>). In rivers, turbulence is exclusively generated through friction with the floor. Mixing of air into the top of rivers can be neglected. The non-dimensional Rouse number characterizes the ability of river-like flows to suspend particles of different size and density. It can be used to calculate vertical distributions of each particle type suspended in a flow (the Rouse equations). There are fundamental differences between rivers and turbidity currents due to the presence of ambient sea water above turbidity currents rather than air above rivers: a) the density difference between the flow and its surroundings is 1 to 2 orders of magnitude smaller; b) there is no viscosity discontinuity at the top of turbidity currents, and this generates friction and turbulence at the top of the flow as well as at the bottom; c) as a result of a) and b) ambient water can be mixed into the top of turbidity currents, which dilutes the particle concentration in the top of the flow. These fundamental differences from rivers are widely acknowledged to be problematic for the application of the Rouse equations to turbidity currents, yet Rouse still dominates quantification of particle suspension in turbidity currents (<xref ref-type="bibr" rid="B68">Hiscott, 1994</xref>; <xref ref-type="bibr" rid="B69">Hiscott et&#xa0;al., 1997</xref>; <xref ref-type="bibr" rid="B131">Straub and Mohrig, 2008</xref>; <xref ref-type="bibr" rid="B19">Bolla Pittaluga and Imran, 2014</xref>; <xref ref-type="bibr" rid="B74">Jobe et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B18">Bolla Pittaluga et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B39">Eggenhuisen et&#xa0;al., 2020</xref>). Indeed, Rouse equations satisfy observations for dense mineral sand with a Rouse number as low as &#x2248;1/2 in turbidity currents (<xref ref-type="bibr" rid="B39">Eggenhuisen et&#xa0;al., 2020</xref>). However, here we test the Rouse equations with the experiments with plastic microfibers of <xref ref-type="bibr" rid="B110">Pohl et&#xa0;al. (2020)</xref> to reveal a critical shortcoming when applied to sediment gravity flows: the Rouse number of the microfibers is &#x2248;1/50; yet the observed vertical distribution in the turbidity currents is identical to that of dense mineral sand with a Rouse number of &#x2248;1/2 (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>). This violation of the Rouse equations is a critical barrier to using the Rousean perspective to quantify fluxes of low-density particles such as plastics in sediment gravity flows. Plastic particles that are virtually neutrally buoyant should hardly settle downwards due to gravity, should be easily mixed homogenously throughout the water column, and are therefore unlikely to ever be deposited with dense mineral sand at the base of the flow. Observations of plastic floating in the water column above the seabed (<xref ref-type="bibr" rid="B107">Pierdomenico et&#xa0;al., 2020</xref>) are indeed intuitively explained by their approximately neutral buoyancy in sea water. However, the burial of litter beneath the seafloor together with dense mineral sand in both observations (<xref ref-type="bibr" rid="B108">Pierdomenico et&#xa0;al., 2022</xref>) and experiments (<xref ref-type="bibr" rid="B110">Pohl et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B14">Bell et&#xa0;al., 2021</xref>) is not. It appears that a conventional buoyancy and turbulent diffusion treatment does not suffice to treat transport and burial of plastic litter in sediment gravity flows in submarine canyons. <xref ref-type="bibr" rid="B110">Pohl et&#xa0;al. (2020)</xref> explain the preferential burial of microplastic fibres relative to microplastic fragments with shape effects. Burial of the fibres is promoted by their larger surface area and length. As one section of the fibre is pushed downwards by settling sediment particles it gets trapped in the seabed, and the rest of the fibre is subsequently buried, despite it still sticking upwards partly above the bed into the ongoing flow. This shape effect does explain predominance of burial of plastic fibres over plastic fragments, and this could extend to explain preferential burial of macrolitter films, sheets, nets, and wires. However, it cannot explain the similarity in transport to natural dense sediment with Rouse numbers of &#x2248;1/2. Furthermore, biological processes such as fouling, consumption and incorporation in fecal material (<xref ref-type="bibr" rid="B32">Choy et&#xa0;al., 2019</xref>) could increase density and settling velocities of microparticles. Though further research is needed, provisional treatment of plastic litter in similarity to natural sediment of Ro &#x2248; &#xbd; is advocated here based on the empiric evidence of our analyses (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>) of the experiments by <xref ref-type="bibr" rid="B110">Pohl et&#xa0;al. (2020)</xref>.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>The Rouse equation for fine grained quartz sand also predicts the measured concentration of microplastic fibres in an experimental turbidity current. The equations yield incorrect results when calculated with the density and size of the fibres.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1224859-g009.tif"/>
</fig>
</sec>
<sec id="s6_6">
<title>Testing a sediment process-based model to infer plastic transport in a submarine canyon: the case of the Congo Canyon</title>
<p>Modeling and quantification of physical transport processes of litter in submarine canyons can substantiate extrapolations of spatial occurrence and abundance of litter from sparse observations, and even provide justifications for predictions in systems that are designated as highly vulnerable to litter input, but that have not been surveyed yet. As an example of the potential of integrated studies in inferring litter distribution in canyons we apply the Sediment Budget Estimator (SBE) process model (<xref ref-type="bibr" rid="B40">Eggenhuisen et&#xa0;al., 2022</xref>) to the Congo Canyon, which we identified as a potential hotspot for plastic litter based on the canyon head exposure parameter to land-derived plastic litter (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). We assume that plastic is transported in association with natural sediment (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>) in sediment gravity flows. Unfortunately, no direct survey information is available to quantitatively inform this association yet. However, such quantifications are available for the association between natural sediment and Particulate Organic Carbon (POC; <xref ref-type="bibr" rid="B7">Azpiroz-Zabala et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B129">Simmons et&#xa0;al., 2020</xref>). POC overlaps in density, sizes, and shapes with at least some plastic litter. Furthermore, we suggest that there is a physical similarity between transport of this litter and POC that can be leveraged. The potential for successful process modeling of litter fluxes is illustrated by populating the process model with input conditions (<xref ref-type="supplementary-material" rid="SM4">
<bold>Supplementary Material S4</bold>
</xref>) based on published monitoring studies at 2000&#xa0;m water depth in the Congo Canyon (<xref ref-type="bibr" rid="B33">Cooper et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B7">Azpiroz-Zabala et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B129">Simmons et&#xa0;al., 2020</xref>), and comparing the simulated POC budgets to the estimates of those studies (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>). The flow-velocity and sediment-concentration profiles of the sediment gravity flows compare well to the ADCP results. More importantly, resulting sediment fluxes closely match the variability observed in the 4 months monitoring deployment (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10C</bold>
</xref>). The simulated estimates for sediment-associated POC fluxes cover the range estimated from ADCP monitoring, though the histogram reveals an overestimation of the top end of the range reported by <xref ref-type="bibr" rid="B7">Azpiroz-Zabala et&#xa0;al. (2017)</xref>. This success highlights that, when the association between litter and natural sediment is clarified, existing knowledge of sediment gravity flows suffices to quantitatively simulate fluxes and budgets of litter transport and burial down submarine canyons. Various approaches exist in process modeling of sediment gravity flows. The SBE demonstrated here uses a simplified stochastic approach. The benefits of this approach make it uniquely suited to integration with global estimation of canyon-head exposure to river-derived litter (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>) and sparse modeling: input conditions can be based on robust estimates from bathymetric surveys and sparse monitoring results; and ensemble simulations can rapidly be performed for tens of thousands of events in one or more canyons. The modeling results are still critically dependent on direct flow monitoring results, specifically sediment gravity flow thickness and natural sediment concentration. This means that at present, process modeling is only feasible in parallel to continued efforts in sea going research. Specifically, there is an urgent need to establish the association of litter and natural sediment in sediment gravity flows and buried deposits.</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>
<bold>(A, B)</bold> Velocity and concentration profiles of simulated sediment gravity flow #5 of <xref ref-type="bibr" rid="B7">Azpiroz-Zabala et&#xa0;al. (2017)</xref>. Maximum concentration at the seabed is from <xref ref-type="bibr" rid="B129">Simmons et&#xa0;al. (2020)</xref> whose ADCP backscatter inversion leads to 50% overestimation of concentration relative to the <xref ref-type="bibr" rid="B7">Azpiroz-Zabala et&#xa0;al. (2017)</xref> conditions simulated here. <bold>(C)</bold> Histogram of all simulated sediment fluxes, compared to sediment fluxes estimated from ADCP measurements in <xref ref-type="bibr" rid="B7">Azpiroz-Zabala et&#xa0;al. (2017)</xref>. <bold>(D)</bold> Histogram of simulated POC-flux estimates compared to the range reported by <xref ref-type="bibr" rid="B7">Azpiroz-Zabala et&#xa0;al. (2017)</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1224859-g010.tif"/>
</fig>
</sec>
</sec>
<sec id="s7">
<title>Final remarks</title>
<p>Although litter research in canyons is still in its infancy, it is clear that these geomorphic features represent preferential area for litter accumulation and that the distribution of litter within canyons may be greatly influenced by the diverse transport routes and processes characterizing them. However, several knowledge gaps exist about the pathways that bring litter and microplastics from their entry-points to the seafloor and into canyons as well as about the interplay of depositional and erosional processes controlling their dispersal, deposition and potential burial. This is not surprising, considering that less than 10% of submarine canyons worldwide have been surveyed so far (<xref ref-type="bibr" rid="B88">Matos et&#xa0;al., 2018</xref>), and, out of this estimate, no more than 1% canyons have been studied with focused efforts on marine litter (<xref ref-type="bibr" rid="B66">Hernandez et&#xa0;al., 2022</xref>). Particularly, information is missing for most of the canyons that our model highlighted as prone to receiving large litter inputs from land sources. On top of that, our ability to depict distribution patterns is constrained by the sampling strategy, frequently originally planned to address other topics than litter assessment and often targeting specific morphological zones or depth ranges. Beside the difficulties in comparisons between studies linked to the lack of standardized approaches in litter classification and quantification (<xref ref-type="bibr" rid="B24">Canals et&#xa0;al, 2021</xref>), the variability of geological settings and of spatio-temporal scales of natural processes within canyons makes local estimates less consistent and representative of the entire source to sink system.</p>
<p>Our work highlights the importance of the connection of canyon heads to terrestrial and maritime sources of litter. However, hydrographic processes, which play a crucial role in litter supply to canyons, are not taken into account in these estimations, due to their high temporal and spatial variability and to the lack of globally available datasets of coastal and shelf currents and sediment transport. Little is also known about the environmental residence times of litter and their final depositional sinks in the deep sea. Canyons are highly dynamic environments where sediment and litter storage is often transient, as also suggested by the shift of microplastic depocentres from the continental shelf to the canyons and then to the lower reach of the Xisha Trough observed within a 40-year time span from 1980s to 2018 (<xref ref-type="bibr" rid="B31">Chen et&#xa0;al., 2020</xref>). Gravity-driven flows are generally assumed to decrease in energy both spatially and temporally, although the relationships between event magnitude and frequency and its variation within distance, as well as the resulting depositional/erosional patterns, are not fully clarified (<xref ref-type="bibr" rid="B65">Heijnen et&#xa0;al., 2022a</xref>). Litter and sediment transported by high-frequency low-magnitude events could be confined and stored in the upper and middle reach of submarine canyons for decades or centuries, before being flushed further down canyon by high-magnitude events that can deliver material to the basin seafloor (<xref ref-type="bibr" rid="B97">Normark and Piper, 1991</xref>; <xref ref-type="bibr" rid="B86">Mas et&#xa0;al., 2010</xref>). Repeated burial and excavation over shorter timescales, with stepwise sediment transport and fragmentation by a range of flows with variable run-out has also been proposed (<xref ref-type="bibr" rid="B130">Stacey et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B64">Heijnen et&#xa0;al., 2022b</xref>). The lower reach of canyons would theoretically represent main depositional areas for litter, as also suggested by the report of large piles at thousands of meters depth, although these zones are largely unexplored for most canyons.</p>
<p>In summary, the geological processes-based approach highlighted in this work helps to elucidate land-to-sea transport and pathways by which litter is transferred and moved throughout canyons in deep-sea areas, but we are aware that a realistic assessment of this issue is still far to be reached. This is due to multiple problems, such as i) the paucity of systematic studies targeted to assess litter distribution in different morpho-sedimentary zones of canyons, ii) the lack of common standards in classification and quantification of litter, as well as of contextual information useful to constrain the depositional environment iii) the paucity of studies dealing with physical transport of litter (except for a few flume experiments targeting microplastics) and the fact that physical (e.g.: dimension, density) and chemical properties (e.g.: composition) of these pollutants can fundamentally differ from those of natural sediment, influencing their behavior and pathways. Considering the paramount role of canyons in funneling litter to the deep sea and the potential threat on deep-sea ecosystems, this issue should be carefully addressed by research communities together with monitoring agencies and policy-makers, to better assess global plastic budgets and to help delineate future mitigation strategies.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>Conceptualization, MP, AB, MC, VH, JD, and PH; methodology, MP, AB, and JE; validation, MP, AB, and JD; formal analysis and investigation, MP, AB, and JE; data curation, MP, AB, and JD; writing original draft preparation, MP, AB, and JE; writing review and editing, MC, CLI, DC, JD, IK, VH, and PH. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>MP acknowledges funding from CNR-DSSTTA &#x201c;SNAPSHOT&#x201d; Project (CIG Z503B9C139 - CUP B22F20000270001). DC acknowledges funding provided by &#x201c;Progetto di Ateneo 2021&#x201d; of University of Rome Sapienza &#x201c;Morpho-sedimentary characterization of mass-wasting processes along Italian continental margins and insular volcanoes&#x201d;. VH and MC acknowledge funding from the Natural Environment Research Council (NERC) National Capability Programme (NE/R015953/1) &#x201c;Climate Linked Atlantic Sector Science&#x201d;. VH was also funded through the EU H2020 project iAtlantic (Project No 818123) and enjoyed a Fellowship from the Hanse Wissenschaftskolleg Institute for Advanced Study during the final stages of this manuscript. CLI acknowledges funding from the EU-H2020 Marie Sklodowska Curie single action "Eco-hydrodynamics of cold water coral habitats across integrated spatial scales - HABISS" (GA 890815).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>This work has been carried out in the framework of INCISE network and it has benefited from fruitful discussion of the Marine litter Working group during the 2021 INCISE Conference. The authors are grateful to Pia Urban (FU Berlin) for the global estimation of commercial fishing activity per canyon.</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="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="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2023.1224859/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1224859/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_2.docx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table_3.docx" id="SM3" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table_4.docx" id="SM4" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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