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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.2022.1093815</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A spatial and temporal assessment of microplastics in seafloor sediments: A case study for the UK</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Bakir</surname>
<given-names>Adil</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/1003277"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Doran</surname>
<given-names>Denise</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Silburn</surname>
<given-names>Briony</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Russell</surname>
<given-names>Josie</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Archer-Rand</surname>
<given-names>Simeon</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Barry</surname>
<given-names>Jon</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Maes</surname>
<given-names>Thomas</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Limpenny</surname>
<given-names>Caroline</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mason</surname>
<given-names>Claire</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Barber</surname>
<given-names>Jon</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nicolaus</surname>
<given-names>E.E. Manuel</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/511951"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Centre for Environment, Fisheries and Aquaculture Science (Cefas), Lowestoft Laboratory</institution>, <addr-line>Lowestoft</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>GRID-Arendal</institution>, <addr-line>Arendal</addr-line>, <country>Norway</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Alex Ford, University of Portsmouth, United Kingdom</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Fay Couceiro, University of Portsmouth, United Kingdom; Anish Kumar Warrier, Manipal Academy of Higher Education, India</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Adil Bakir, <email xlink:href="mailto:adil.bakir@cefas.gov.uk">adil.bakir@cefas.gov.uk</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Marine Pollution, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>1093815</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Bakir, Doran, Silburn, Russell, Archer-Rand, Barry, Maes, Limpenny, Mason, Barber and Nicolaus</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Bakir, Doran, Silburn, Russell, Archer-Rand, Barry, Maes, Limpenny, Mason, Barber and Nicolaus</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>Seafloor sediments have been defined as sinks for microplastics in the marine environment and could therefore represent suitable matrices for their long-term monitoring. On a regional aspect, the adoption of a common indicator for microplastics in seafloor sediments would allow regional monitoring and assessments through international frameworks such as OSPAR. This study presents the findings of a research and development project monitoring the occurrence and abundance of microplastics in UK seafloor sediments for the period 2013-2021, supporting the development of a national monitoring programme for microplastics in seafloor sediments for the UK (England and Wales). A fast-screening technique based on Nile Red staining of polymers coupled with &#xb5;-FTIR was applied and validated using &#xb5;-FTIR-FPA. Microplastic particles were detected in all 189 sediment samples from 15 stations selected around the UK for each investigated year (2013 - 2021). Microplastic concentrations (20 &#x2013; 5000 &#xb5;m) ranged from 133 &#x2013; 6,933 particles kg<sup>-1</sup> dry weight sediment for 2020-2021. Microplastics mainly consisted of fragments (73%), fibres (19%) and spheres (8%). Plastic fragments ranged from 46 to 3276 &#xb5;m and plastic fibres from 300 to 1731 &#xb5;m in length with a mean diameter of 16 &#xb5;m. Single particle analysis using &#xb5;-FTIR indicated a prevalence of Rayon, PP, Rayon/Nylon/Polyester blends, Rubber, PS, PE, PA, PVC, Acrylic, EMAA and PET. Fragments were mainly white in colour (46%) followed by brown (38%), black (1%), blue (1%) and orange (1%). Fibres were mainly white in colour (57%) followed by black (14%), orange (14%) and red (14%). A trend assessment at the UK regional seas levels indicated little visual evidence of any trends in the abundance of microplastics over time in any of the regional seas &#x2013; with the possible exception of the Northern North Sea with a reduction in abundance over time for the time-period 2013-2021. </p>
</abstract>
<kwd-group>
<kwd>microlitter</kwd>
<kwd>sediments</kwd>
<kwd>sink</kwd>
<kwd>plastic particles</kwd>
<kwd>OSPAR</kwd>
<kwd>UK</kwd>
</kwd-group>
<contract-sponsor id="cn001">Department for Environment, Food and Rural Affairs, UK Government<named-content content-type="fundref-id">10.13039/501100000277</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Natural Environment Research Council<named-content content-type="fundref-id">10.13039/501100000270</named-content>
</contract-sponsor>
<counts>
<fig-count count="9"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="83"/>
<page-count count="20"/>
<word-count count="9534"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Highlights</title>
<list list-type="simple">
<list-item>
<p>&#x2022; Seafloor sediments represent suitable matrices for their long-term monitoring.</p>
</list-item>
<list-item>
<p>&#x2022; UK (England and Wales) seafloor sediments collected from 2013 to 2021 were analysed for microplastics.</p>
</list-item>
<list-item>
<p>&#x2022; A fast-screening approach using Nile Red (NR) coupled with &#x3bc;-FTIR was applied.</p>
</list-item>
<list-item>
<p>&#x2022; Main polymers detected included Rayon, PP, Rubber particles, PS, PE, PA, PVC, Acrylic, EMAA and PET.</p>
</list-item>
<list-item>
<p>&#x2022; The NR outputs were validated using &#x3bc;-FTIR-focal plane array (FPA).</p>
</list-item>
</list>
</sec>
<sec id="s2" sec-type="intro">
<title>1 Introduction</title>
<p>Plastics are valuable resources with numerous societal benefits. Worldwide plastics production reached about 367 million tonnes in 2021, a slight decrease of 0.3% compared to 2019 (<xref ref-type="bibr" rid="B64">PlasticsEurope, 2021</xref>). Despite the Covid-19 pandemic, global levels of production and demand for plastics remain stable, while Europe shows a decline due to the direct impact of the pandemic (<xref ref-type="bibr" rid="B64">PlasticsEurope, 2021</xref>). It has been estimated that between 4.8 and 12.7 million tons of plastics enter the marine environment annually from land with rivers as main pathways (<xref ref-type="bibr" rid="B33">Jambeck et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B40">Lebreton et&#xa0;al., 2017</xref>), causing plastics to form a large proportion of marine litter. Marine litter is defined as any solid material which has been deliberately discarded or unintentionally lost on beaches, on shores or at sea. The definition covers materials transported into the marine environment from land by rivers, draining or sewage systems or winds. It also includes any persistent, manufactured or processed solid material (<xref ref-type="bibr" rid="B61">OSPAR, 2021</xref>). A large part of this plastic litter consists of microplastics typically referring to &#x2018;synthetic water-insoluble polymers of 5&#xa0;mm or less in any dimension&#x2019; (<xref ref-type="bibr" rid="B18">ECHA, 2018</xref>).</p>
<p>Marine litter pollution is a growing problem and monitoring programmes are an important tool to evaluate both the trends and the efficiency of reduction measures. In March 2022, heads of state, ministers of environment and other representatives from UN member states endorsed a historic resolution to end plastic pollution and forge an international legally binding agreement by 2024. Now, more than ever, monitoring programmes and evidence are required to inform governments, institutions and organisations on decision making for this global, international, and comprehensive framework. The UN sustainable development agenda includes targets to significantly reduce marine pollution of all kinds, including marine litter. The Sustainable Development Goal (SDG) indicator 14.1.1 &#x201c;index of coastal eutrophication and floating plastic debris density&#x201d; is a global indicator of marine pollution. Indicators are used to evaluate the marine litter pollution, and there is a need for robust and homogeneous data sets with internationally established methods or standards. At the European level, the Marine Strategy Framework Directive (MSFD, 2008/56/EC) is the main driver for monitoring of the marine environment to ensure that &#x201c;properties of marine litter do not cause harm to the coastal and marine environment&#x201d; and member states are required to report amounts, composition, spatial distribution, and the source of macro and microlitter. The four European Regional Seas Conventions (OSPAR commission, HELCOM, Black Sea Commission and UNEP/MAP Barcelona convention) have set indicators under their current monitoring programmes to evaluate marine litter to support policies and achieve good environmental status. However, different sampling approaches for macro and microplastics have hampered data collection and comparison and there are still relatively few monitoring datasets and assessments available to show time series with multiannual data at a national or regional level. Coordinated monitoring programmes for microplastics have yet to be undertaken for the UK, although the development of a candidate indicator for microplastics in sediment is ongoing at OSPAR level and for the UK monitoring programme. Microplastics have been reported in sediments, water and biota globally including across the North-East Atlantic region (OSPAR area). Sources of microplastics are varied and often difficult to identify due to their dynamic transport in the terrestrial, freshwater and marine environment and are mainly classified as land and ocean-based sources (<xref ref-type="bibr" rid="B25">GESAMP, 2015</xref>). Land-based sources have been generally assumed to be the main contributors for the entry of plastic waste to the marine environment (<xref ref-type="bibr" rid="B26">Gilardi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B53">Meijer et&#xa0;al., 2021</xref>). For the OSPAR catchments, tyre wear and (macro) litter were identified as the largest land-based sources of microplastics with estimated amounts of around 100,000 tons year<sup>-1</sup> (<xref ref-type="bibr" rid="B60">OSPAR, 2017</xref>). Sea-based activities also contribute to the global burden of microplastics including fishing, aquaculture, shipping, ocean dumping and other marine activities. To date, estimates of the total contribution of sea-based sources to the OSPAR area is not possible due to the limited available quantification of marine litter inputs from the scientific, peer-reviewed and grey literature (<xref ref-type="bibr" rid="B26">Gilardi et&#xa0;al., 2020</xref>).</p>
<p>The absence of a globally accepted protocol for the detection and analysis of microplastics is also making comparison between datasets difficult. Microplastics are known to be widespread in the marine environment and have been found in every marine niche investigated, from coastal zones to the open ocean and the deep-sea (<xref ref-type="bibr" rid="B71">Taylor et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B34">Kane and Clare, 2019</xref>). Deep-sea sediments have also been suggested as a likely final sink for microplastics (<xref ref-type="bibr" rid="B80">Woodall et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Harris et&#xa0;al., 2021a</xref>). While the abundance of microplastics in biota and surface waters only represent snapshots of the occurrence of microplastics in the environment, sediments on the seafloor could represent more stable matrices for the short to long term monitoring of microplastics in the marine environment. The use of harmonised, standardised protocols is a requisite to be able to produce robust and comparable data sets over time needed for national to regional assessments. A number of common indicators have already been adopted by the OSPAR commission to allow for consistent and comparable regional assessments of marine litter over time including beach litter, ingestion by the seabird species Fulmar, seabed litter and litter ingested by sea turtles. The OSPAR commission is currently developing a common indicator for microplastics for seafloor sediments including a series of recommendations for harmonised protocols for sample collection and microplastics extraction and quantification. The OSPAR Microplastic Expert Group (MPEG) has been set-up as a group of experts in the field of microplastic research. MPEG is currently composed of 19 members with participating contracting parties from the UK (England, Scotland, N. Ireland), Germany, Denmark, Portugal, Belgium, Spain, France, Sweden, Norway, and the Netherlands. The main goal of MPEG is to share expertise and to work towards a proposal for a candidate indicator on microlitter (including microplastics) in sediments. Further harmonisation, outside of the OSPAR maritime area, is also being carried out with regular updates from other working groups (HELCOM, AMAP, ICES WGML and EU-TGML) focusing on microplastics in environmental samples.</p>
<p>Nile Red (NR) was developed as a low cost and fast approach for the detection and quantification of microplastics in environmental samples (<xref ref-type="bibr" rid="B48">Maes et&#xa0;al., 2017a</xref>). Since its development, the application of NR in relation to microplastic research has increased substantially. <xref ref-type="bibr" rid="B69">Shruti et&#xa0;al. (2021)</xref> recently published a review on the application of NR for the analysis of microplastics in environmental samples including food products. While the need for standardised protocols for NR use was highlighted in the review, the authors concluded that NR tagging of microplastics was a promising approach for a low-cost and fast screening of microplastics from environmental samples, especially for laboratories lacking more advanced and often costly infrastructure (e.g., pyrolysis GC-MS or &#x3bc;-FTIR, &#x3bc;-Raman facilities). NR has also previously been used for the large-scale mapping of microplastics from sediment, indicating its suitability in a monitoring context (<xref ref-type="bibr" rid="B78">Wang et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B3">Bakir et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B65">Preston-Whyte et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B38">Kukkola et&#xa0;al., 2022</xref>). NR has also been applied to the detection and quantification of microplastics in biota (<xref ref-type="bibr" rid="B12">Catarino et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B3">Bakir et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B5">Bakir et&#xa0;al., 2020b</xref>; <xref ref-type="bibr" rid="B14">Coc et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B56">Nalbone et&#xa0;al., 2021</xref>) and water (<xref ref-type="bibr" rid="B3">Bakir et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B65">Preston-Whyte et&#xa0;al., 2021</xref>).</p>
<p>The main aim of this study was to propose a standardised method based on fluorescence tagging using NR for the detection and quantification of microplastics in seafloor sediments. The main objectives were to i) to develop a rapid screening approach for the detection and quantification of microplastics in seafloor sediments, ii) to develop a spectroscopic based method for the accurate characterisation of microplastics from seafloor sediments, iii) to investigate whether sediment type has an impact on the number of microplastics present, iv) to investigate variations in microplastics concentration over time and v) to compare UK data with available globally reported data.</p>
</sec>
<sec id="s3" sec-type="materials|methods">
<title>2 Materials and method</title>
<sec id="s3_1">
<title>2.1 Sample collection</title>
<p>Sediment samples were collected as part of the Clean Seas Environment Monitoring programme (CSEMP) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>). Collected data were also presented according to UK regionals seas (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S16</bold>
</xref>) and OSPAR regions II &amp; III (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S11</bold>
</xref>). Sediment samples were collected using a stainless steel 0.1 m<sup>2</sup> Day Grab, rinsed before deployment with Pentane to reduce sample contamination between sites. Surficial sediment (top 2 &#x2013; 3&#xa0;cm) was collected using a solvent rinsed metal spoon and placed in a pre-rinsed glass jar with foil and cap. Samples were stored at -18&#xb0;C until ready for analysis. Plastic items stability was assumed following the freezing process from direct observation and no impact on microplastics stability was reported under simulated freeze-thaw cycles by <xref ref-type="bibr" rid="B37">Koutnik et&#xa0;al. (2022)</xref>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Clean Seas Environmental Monitoring Programme sediment stations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1093815-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>2.2 Chemicals</title>
<p>The chemicals used in this study are listed in supplementary information (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>).</p>
</sec>
<sec id="s3_3">
<title>2.3 Contamination control procedures</title>
<p>Standard Operating Procedures (SOPs) for the collection of sediment samples were developed to ensure reproducibility of sampling. Dedicated field technicians were trained using SOPs to minimise field contamination during sampling for the time-period 2018-2021. Empty pre-rinsed reverse osmosis water (RO) glass jars were also used as field blanks and were open for the time required to transfer a sediment sample from the Day Grab to the clean, pre-rinsed RO glass collecting jars. For the time-period 2013-2017, archive sediment samples collected for the investigation of organic contaminants were used. The same sampling protocol was used for the collection of sediments for organic contaminants; however, glass jars were Pentane rinsed only and some particle contamination could have occurred during collecting jar preparation and sample handling.</p>
<p>Prior to use, all glassware was cleaned using a laboratory detergent and rinsed using RO water. Care was taken during the field sampling to minimise sample contamination by only opening jars for the minimum amount of time during sample transfer. All chemical solutions used in this study were previously filtered using a 47&#xa0;mm diameter, 0.2 &#x3bc;m regenerated cellulose membrane filter. Sample handling was carried out inside a biological safety cabinet (BSC). Contamination monitoring within the laboratory was carried out by using blank filters processed in the same way as environmental samples for each batch of samples processed. For time efficiency, a procedural control was prepared with every batch of samples and subjected to the same preparation steps.</p>
</sec>
<sec id="s3_4">
<title>2.4 Sample processing</title>
<sec id="s3_4_1">
<title>2.4.1 Density separation and microplastics recovery</title>
<p>Recoveries from the separation process of polymers from sediment was investigated by spiking clean sea sand (VWR, particle size 100 &#x2013; 315 &#x3bc;m) with a range of polymers of different densities (i.e. 0.90 to 1.45&#xa0;g cm<sup>-3</sup>), shapes (i.e. beads, spheres, fragments, fibres), and sizes (i.e. 150 &#x3bc;m for spheres to 3951&#xa0;&#x3bc;m length fibres). Polymers were individually added to 5&#xa0;g of clean sea sand and 35 mL of a pre-filtered 1.5&#xa0;g mL-1 solution of zinc chloride was added. Quantities of spiked items varied according to the polymeric materials and was either 10, 20 or 50 items. All samples were prepared in duplicates. Samples were extracted and analysed as described in section 2.2.2. Suppliers for the different polymers can be found in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>.</p>
</sec>
<sec id="s3_4_2">
<title>2.4.2 Sample preparation</title>
<p>Collected sediment samples were thoroughly homogenised using a metal spatula in a BSC and small aliquots were transferred to previously RO water cleaned 100 mL glass jars and the lids were replaced with 15&#xa0;cm Whatman 509 filter papers, held into place using small metal wires. Each sample was dried in a drying cabinet below 50&#xb0;C for three days. Prior to weighing of the samples, each pot was homogenised using a rinsed cleaned metal spatula. 5&#xa0;g of the sediment were weighed into three 50 mL polypropylene centrifuge tubes in a biological safety cabinet (BSC) with ventilation. Density separation was carried out by using a 1.5&#xa0;g mL<sup>-1</sup> solution of zinc chloride (ZnCl2). Approximately 35 mL of zinc chloride was added to each of the centrifuge tube and 37 mL was added to an empty tube as a control. The tubes were then well shaken to homogenise the samples. Each tube was centrifugated at 3900xG for 5 minutes. Each supernatant was transferred to a previously cleaned filtration unit and filtered using a 47&#xa0;mm diameter 0.2 &#x3bc;m porosity Whatman cellulose nitrate membrane. The whole process was repeated two more times and the supernatants combined on the same filter. Residues of zinc chloride were rinsed with 100 mL of RO water and particles stuck onto the funnels were rinsed using RO water. Each filter was then carefully transferred to previously cleaned 100 mL glass beakers with a glass lid for the alkaline digest process. Two alkaline digestion methods were investigated in this study. A 10% KOH digestion solution was applied and compared to a 30% KOH : NaClO v:v solution (<xref ref-type="bibr" rid="B70">Strand and Tairova, 2016</xref>; <xref ref-type="bibr" rid="B20">Enders et&#xa0;al., 2017</xref>). 40 mL of the digest solution was added to each beaker, in a biology safety cabinet, containing the extraction funnel on top to rinse the last particles potentially attached to the sides of the extraction apparatus. The beakers and funnels were covered with a glass cover to avoid room contamination. The covered beakers containing samples were placed in a Flowgen Bioscience incubator and incubated for three days at 40&#xb0;C while shaking at 120rpm. The cellulose nitrate membrane dissolved in approximately 10 minutes. Each digested sediment sample was transferred to a previously cleaned filtration unit and filtered using a 47&#xa0;mm diameter 0.2 &#x3bc;m porosity Whatman RC filter membrane. All filtrations were carried out in the BSC to minimise ambient contamination. Excess KOH : NaClO was washed down using 100 mL RO water. Approximately 5 mL of NR dissolved in ethanol was poured onto the filter disc and incubated for 30 minutes. Following incubation, NR was filtered through, and excess dye was rinsed off with 100 mL RO water. Particles stuck to the sides of the funnels were carefully washed down using a glass Pasteur pipette and RO water.</p>
</sec>
</sec>
<sec id="s3_5">
<title>2.5 Particle size analysis</title>
<p>Alongside samples for microplastic analysis, additional sediment was collected for particle sized analysis (PSA). This was subsampled from the Day grab using the same method as described in section 2.1. Samples were placed in a plastic bag within a plastic tub and stored at -18&#xb0;C until analysis. All samples were analysed at the Cefas laboratory, Lowestoft, following the NMBAQC method (<xref ref-type="bibr" rid="B51">Mason, 2011</xref>). This involves taking a subsample for laser diffraction and then wet-splitting the remaining sediment over a 1mm sieve. The sediment &gt;1mm is oven dried at 70&#xb0;C and then dried sieved at half phi intervals. The &lt;1mm sediment is left to settle for 24 hours, before the overlying water is syphoned off and the sediment is oven dried at 70&#xb0;C to calculate total weight of the &gt;1mm sediment. The subsample taken for laser diffraction is wet screened at 1mm and subsequently the &lt;1mm is analysed using the Beckman Coulter LS 13 320 laser sizer to produce detailed size distributions of the &lt;1mm at half phi intervals, down to 0.004 &#x3bc;m. The dry sieve and laser data are then combined to produce the final results for the full PSA distribution of the sediment. Accompanying statistical summaries were calculated using GRADISTAT (<xref ref-type="bibr" rid="B9">Blott and Pye, 2001</xref>).</p>
</sec>
<sec id="s3_6">
<title>2.6 Organic carbon and nitrogen analysis</title>
<p>Prior to processing for PSA, a subsample was taken from the sediment sample at each station for total particulate organic carbon and nitrogen (OCN) analysis. The subsample is taken from the whole sample and frozen, then freeze dried for a minimum of 7 days or until completely dry. The freeze-dried sediment is then screened over a 2mm sieve, the &gt;2&#xa0;mm sediment is discarded and the &lt;2&#xa0;mm sediment is ground to a fine powder using the Pulverisette 5 model IV planetary ball mill. All grinding equipment is cleaned with denaturated alcohol (IMS) before and between each sample to ensure there is no cross-contamination. Samples are then sent to the University of East Anglia for Organic Carbon and Nitrogen analysis. Inorganic carbon is removed using a sulphurous acid digest, samples are then freeze dried and ground. Ground samples are weighed into tin capsules for analysis. Total carbon samples are dried and ground. Samples are then weighed into tin capsules for analysis. Samples are analysed using an Exeter Analytical CE440 CHN combustion analyser. Quality assurance procedures include analysis of 3 repeats completed for 1 in 10 samples with RSD% &lt;10%, certified reference materials (CRM) and in-house reference materials (IHRM) are run every 4 determinations. Limits of detection are for organic carbon (&lt;0.01%) and nitrogen (&lt;0.001%), and measurement limits are calculated as 10 times the detection limit.</p>
</sec>
<sec id="s3_7">
<title>2.7 Quantification of microplastics</title>
<p>Quantification of microplastics was achieved using an automatic counting tool of the fluorescent items onto filters described below. The final count of microplastics was also compared to a manual counting for validation from the acquired digital imaging.</p>
<p>A Python-based model was created for the fast recognition and counting of the fluorescent images onto filters from the digital images. The tool utilises the package scikit-image within the Python scripting language (<xref ref-type="bibr" rid="B76">van der Walt et&#xa0;al., 2014</xref>). The image is first divided into separate wave bands for analysis (red, green, and blue). Segmentation of the image into background and foreground (plastics) is undertaken using a threshold value derived by the tool or by the user. The tool calculates a threshold value based on the Otsu method histogram of the red and green fluorescence of the whole image. The Otsu method looks to separate the image into two classes by identifying a threshold which reduces intra-class variance by maximising inter-class variability (<xref ref-type="bibr" rid="B62">Otsu, 1979</xref>). This type of threshold is particularly suited for where the histogram is bimodal, such as with the microscope images.</p>
<p>The tool uses a decision tree to decide whether to use the derived threshold from either the red band or the green band of the image or whether to use one of the pre-determined user defined thresholds to segment the image (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S9</bold>
</xref>). Once the image is separated into two classes (bright spots and background) the areas are merged to form objects from each class. Cleaning of the objects then takes place removing objects smaller than the user defined minimum area and filling in holes in objects below 10 pixels in size. For each of the plastic objects a series of statistics are calculated including: i) mean red value, ii) mean green value, iii) mean red value, iv) area (pixels) and v) eccentricity (scale between 0 and 1 on how round an object is). Outputs from the tool include an image of the plastics identified and a tale of statistics for each object identified as a plastic. The tool can run iteratively on a folder of images or multiple folders of images providing separate results tables for each folder. Units were expressed in number of particles kg<sup>-1</sup> dry weight (d.w.) sediment. Additional parameters were reported such as type of particle (e.g., spheres, fragments, film, pellets, or foam), polymer type and sizes of the items analysed using &#x3bc;-FTIR.</p>
<p>The mean number of fluorescent items onto the laboratory procedural controls (i.e. negative controls) were subtracted to the final count of fluorescent items onto filters for samples.</p>
</sec>
<sec id="s3_8">
<title>2.8 Polymer identification using micro-Fourier transform infrared spectroscopy</title>
<p>Suspected microlitter were identified for microplastic confirmation and polymer identification. A LUMOS II (Bruker, UK) using micro-ATR and transmission FT-IR with a liquid nitrogen-cooled MCT detector. For micro-ATR FT-IR, spectra (32 scans) were collected in reflectance mode in the range 4000-500 cm<sup>-1</sup> at a resolution of 4 cm<sup>-1</sup>. For particles that couldn&#x2019;t be analysed using micro-ATR FT-IR, transmission mode was used. For transmission mode, particles of interest were manually transferred to 25&#xa0;mm Anodiscs filters (0.2 &#x3bc;m porosity, Whatman, VWR, UK). Spectra (32 scans) were collected in transmission mode in the range 4000-1250 cm-1 at a resolution of 4 cm-1. For all cases, polymer identification was verified based on the % match against provided polymer libraries (ATR-FTIR-Library complete, Vol.1-4; Bruker Optics ATR-Polymer Library; IR-Spectra of Polymers, Diamond -ATR, IR-Spectra of Polymers, Geranium-AT &amp; IR-Spectra of Additives, Diamond-ATR). Only matches above 60% were selected for a positive microplastic validation and polymer identification (<xref ref-type="bibr" rid="B41">Leistenschneider et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s3_9">
<title>2.9 Statistical analysis</title>
<p>Due to the discrete nature of the variable, a Poisson or Negative binomial distribution was initially considered. However, because of numerical convergence difficulties for the statistical models for Poisson and Negative Binomial, a different approach was adopted: the raw data were square root transformed and Normal errors were assumed. A Mann-Kendall (MK) analyses and linear regressions (LR) were applied to investigate any trends. The MK analysis was conducted using the R function mannkendall in the R-library emon (<xref ref-type="bibr" rid="B7">Barry et&#xa0;al., 2017</xref>). For the statistical analysis and to make plots clearer, square root transformations were applied to the microplastic counts kg<sup>-1</sup> d.w. sediment. Because replications from the same station are not independent, means are taken of the transformed counts for each station. These mean values are used in the trend analyses.</p>
<p>To study variation among and between groups (i.e. sampling sites and sampling years), an ANOVA test was used to analyse the differences among group means, followed by Tukey HSD <italic>post hoc</italic> test as the multiple comparison procedure using IBM SPSS<sup>&#xae;</sup> Statistics (version 28.0.1.1) with &#x3b1;=0.05. Both ANOVA and Tukey&#x2019;s test assume independence of samples, homogeneity of variance and normality of residuals (<xref ref-type="bibr" rid="B83">Zar, 1999</xref>). Analysis was conducted as ANOVA is considered robust to such departure from normality where large data sets are employed (<xref ref-type="bibr" rid="B74">Underwood et&#xa0;al., 1997</xref>).</p>
</sec>
<sec id="s3_10">
<title>2.10 Validation using micro-FTIR-Focal plane array detector chemical imaging system</title>
<p>A spectroscopic based method was also developed in parallel to the NR method using a LUMOS II FTIR microscope with focal plane array (FPA) detector (Bruker, UK) and is summarised in Appendix 6. As a summary, 10&#xa0;g of dried sediment were weighed into three 50 mL polypropylene centrifuge tubes in a BSC with ventilation. Dried sediments were digested using the dropwise addition of filtered (0.2 &#x3bc;m) H2O2 (30%) until bubbling stops. Following the digestion step, the tubes were covered using a RO rinse filter membrane secured into place using a fine metal wire and subsequently placed in a drying cabinet &lt; 50&#xb0;C for 48 hours prior to density separation. Density separation was carried out by using a 1.5&#xa0;g mL<sup>-1</sup> solution of zinc chloride (ZnCl2). Approximately 35 mL of zinc chloride was added to each of the centrifuge tube and 37 mL was added to an empty tube as a control. The tubes were then well shaken to homogenise the samples. Each tube was centrifugated at 3900xg for 5 minutes. Each supernatant was transferred to a previously cleaned filtration unit and filtered using a 25&#xa0;mm diameter 0.2 &#x3bc;m porosity Whatman Anodisc (VWR, UK). The whole process was repeated one more time and the supernatants combined on the same filter. Residues of zinc chloride were rinsed with 100 mL of RO water and particles stuck onto the funnels were rinsed using RO water. Each filter was then carefully transferred to previously cleaned glass petri dish and transported to a drying cabinet for 24 to 48 hours under 50&#xb0;C prior to analysis using a LUMOS II &#x3bc;-FTIR with FPA detector (Bruker, UK). The whole area (100%) of the 25&#xa0;mm Anodiscs filters (0.2 &#x3bc;m porosity, Whatman, VWR, UK) was scanned. FTIR spectra were collected using FPA detector in transmission mode using a single scan in the range 4000-1300 cm-1 at a resolution of 8 cm-1 using a 4x4 binning (LOD of ~ 20 &#x3bc;m). Spectra were converted using a macro in Bruker OPUS (version 8.5) and particle identification was carried out using the siMPle software developed by Aalborg University (Denmark) and Alfred Wegener Institute (Germany) (<uri xlink:href="https://simple-plastics.eu/">https://simple-plastics.eu/</uri>). Results were expressed as number of microplastics, corresponding sizes (in &#x3bc;m). The software also allowed for the identification and counting of non-microplastic items including natural items (e.g., chitin) and fibres (e.g., cotton) decreasing the reporting of non-plastic items and related false positives as compared to the NR method.</p>
</sec>
</sec>
<sec id="s4" sec-type="results">
<title>3 Results</title>
<sec id="s4_1">
<title>3.1 Sample preparation</title>
<p>Visual inspection of the filters confirmed the presence of chemical resistant materials onto filters. 10% KOH appeared to interfere with the fluorescence tagging method using NR and a 30% KOH : NaClO (v:v) was investigated instead. KOH : NaClO has been applied in several studies as a chemical digestion solution for sediment and biota with no impairment of the identification of the tested polymers by Raman micro-spectrometry (<xref ref-type="bibr" rid="B70">Strand and Tairova, 2016</xref>; <xref ref-type="bibr" rid="B20">Enders et&#xa0;al., 2017</xref>). <xref ref-type="bibr" rid="B20">Enders et al (2017)</xref> developed and tested an alkaline digestion protocol to preserve small plastic particles while removing organic tissue materials. They concluded that using a 30% KOH : NaClO (v:v) solution was effective for the digestion of fish stomachs. The combination of KOH : NaClO was also found to be more effective than KOH and NaClO alone. As a result, a 30% KOH : NaClO (v:v) was prepared and tested in the laboratory for sediment samples. KOH and NaClO combined was effective at suppressing most of the fluorescence of biological residues while leaving intact the fluorescent behaviour of polymers (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>). As a result, a 30% KOH : NaClO (v:v) was selected as the alkaline digestion method for sediment samples.</p>
</sec>
<sec id="s4_2">
<title>3.2 Density separation and microplastics recovery</title>
<p>Recoveries of microplastics from spiked clean sediments ranged from 71 &#xb1; 10% (mean &#xb1; SD) for PP to 100 &#xb1; 0.01% for PA and PES (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S3</bold>
</xref>).</p>
</sec>
<sec id="s4_3">
<title>3.3 Contamination control procedures</title>
<p>Contamination detected on laboratory negative controls averaged 3.31 items per filter (n=24), which was subsequently subtracted from the total particle count for the environmental samples. Fibres were mainly found in the negative controls and were identified as predominantly natural (i.e. cotton and Rayon fibres) indicating an effective contamination control procedure for other types of microplastics such as fragments. Particles identified in the field blanks were mainly cellulose-based fibres and natural polyamides. (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S10</bold>
</xref>)</p>
</sec>
<sec id="s4_4">
<title>3.4 Monitoring of microlitter from seafloor sediments for the UK</title>
<sec id="s4_4_1">
<title>3.4.1 Spatial variations</title>
<p>Abundance of microplastics for seafloor sediment from individual CSEMP stations for all years is shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>. Higher concentrations of microplastics were consistently observed for stations 245 (Off Tyne), 345 (Off Humber/Wash), 655 (Cardigan Bay), 536 (Lyme Bay) and 575 (Off Tamar).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Mean number of particles kg<sup>-1</sup> d.w. sediment per station for <bold>(A)</bold> the East and <bold>(B)</bold> the West surveys. The vertical blue line at 2018 indicates the change in sampling method from the use of archive samples to dedicated microplastic samples.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1093815-g002.tif"/>
</fig>
<p>A total of 84 particles were analysed for particle characterisation including fluorescent and non-fluorescent items. Particles identified as microplastics consisted mainly of fragments (73%), followed by fibres (19%) and spheres (8%). Plastic fragments ranged from 46 to 3276 &#x3bc;m and plastic fibres from 300 to 1731&#xa0;&#x3bc;m length with a mean diameter of 16 &#x3bc;m.</p>
<p>Single particle analysis using &#x3bc;-FTIR indicated a prevalence of Rayon, PP, Rayon/Nylon/Polyester blends, Rubber, PS, PE, PA, PVC, Acrylic, EMAA and PET. Semi-synthetic fibres such as wool/cotton/acrylic/nylon were also detected (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Fragments were mainly white in colour (46%) followed by brown (38%), black (1%), blue (1%) and orange (1%). Fibres were mainly white in colour (57%) followed by black (14%), orange (14%) and red (14%). Particles were mainly in the 100 - 299 and 300 - 999 &#x3bc;m size fraction (33% each) followed by 1000 - 5000 &#x3bc;m (19%) and 20 - 99 &#x3bc;m (15%) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S14</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Particles identified using micro-FTIR classified per category (n=27).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1093815-g003.tif"/>
</fig>
</sec>
<sec id="s4_4_2">
<title>3.4.2 Spatial and temporal variations</title>
<sec id="s3_4_2_1">
<title>3.4.2.1 West vs East side</title>
<p>Investigation into the abundance of microplastics was carried out for the East and West side of the UK for the time-period 2013-2021 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Both LR (p=0.028) and MK (p=0.041) trend analyses on the East data suggest a negative trend. However, there was no such evidence for the West data (LR: p=0.64 and MK: p=0.89). For the time-period 2018-2021, no trends were observed for the East side (LR: p=0.63) and MK: p=0.79) and for the West side (LR: p=0.96 and MK p=0.71). Higher concentrations of microplastics were consistently observed for stations 245 (off Tyne), 345 (off Humber/Wash), 655 (Cardigan Bay), 536 (Lyme Bay) and 575 (off Tamar).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Mean particles kg<sup>-1</sup> d.w. sediment plotted against year for East (black) and West (red) survey data. Also shown are lines linking the means of the square root counts for each of the two surveys. The vertical blue line at 2018 indicates the change in sampling method from the use of archive samples to dedicated microplastic samples.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1093815-g004.tif"/>
</fig>
</sec>
<sec id="s3_4_2_2">
<title>3.4.2.2 UK regional seas</title>
<p>Investigation into the abundance of microplastics was carried out for UK regional seas (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). There is little visual evidence of any trends in the abundance of microplastics over time in any of the seas &#x2013; apart from the Northern North Sea with a reduction in abundance over time.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Mean number of particles kg<sup>-1</sup> d.w. sediment plotted for UK regional seas for different years. (Celt, Celtic Seas; Chan, English Channel; Irish, Irish Sea; NNS, Northern North Sea; SNS, Southern North Sea; WChan, Western English Channel; WCCS, Western English Channel &amp; Celtic Seas). Blue line indicates change in sampling method from the use of archive samples to dedicated microplastic samples.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1093815-g005.tif"/>
</fig>
</sec>
<sec id="s4_4_2_3">
<title>3.4.2.3 Coastal vs offshore stations</title>
<p>The abundance of microplastics was higher for coastal (n=11) as compared to offshore (n=5) locations with an overall mean concentration of 4,380 and 3,825 particles kg<sup>-1</sup> d.w. sediment respectively for all years investigated (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S12</bold>
</xref>). The difference was however not statistically significant (p=0.109). Statistical outputs are shown in SI section.</p>
</sec>
<sec id="s3_4_2_4">
<title>3.4.2.4 OSPAR areas</title>
<p>Investigation into the abundance of microplastics was carried out for the OSPAR regions Greater North Sea (region II) and Celtic Seas (region III) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). For the period 2013-2021, both LR (p=0.02) and MK (p=0.02) trend analyses on the Greater North Sea data suggested a negative trend. However, there was no such evidence for the Celtic Seas data (LR: p=0.84 and MK: p=0.79). For the period 2018-2021, no trends were observed for the Greater North Sea (LR: p=0.82 and MK p=0.85) and the Celtic Seas (LR: p=0.83 and MK p=1.00).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Mean number of particles kg<sup>-1</sup> d.w. sediment plotted against year for the Greater North Sea (black) and Celtic Seas (red) survey data. Also shown are lines linking the means of the square root counts for each of the two surveys. Blue line indicates change in sampling method from the use of archive samples to dedicated microplastic samples.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1093815-g006.tif"/>
</fig>
</sec>
<sec id="s3_4_2_5">
<title>3.4.2.5 Relationship between microplastics abundance and sediment particle size</title>
<p>The square root of the mean number of particles onto filters was plotted against the three substrate variables: %Gravel, %Sand and %Silt (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). Data indicated a positive relationship between the abundance of microplastics and the sediment in %silt/clay as confirmed by a MK trend analysis (p=0.001). For %sand, there was a statistically significant negative relationship (p=0.002).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Plots of square root of the mean number of particles kg<sup>-1</sup> d.w. sediment against PSA expressed as % Gravel, % sand and % Silt/clay.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1093815-g007.tif"/>
</fig>
</sec>
<sec id="s3_4_2_6">
<title>3.4.2.6 Relationship between microplastics abundance and organic carbon and nitrogen</title>
<p>The square root of the station means plotted against the four carbon and nitrogen variables is shown in <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>. MK analyses suggested a positive relationship between microplastic concentrations and OC2 (p=0.001) and Nit2 (p=0.002). There was a statistically significant negative relationship between microplastic concentrations and Nit63 (p=0.021).</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Plots of square root of the mean number of particles kg<sup>-1</sup> d.w. sediment against Organic carbon and Nitrogen (%m/m) for &lt; 63 &#x3bc;m and &lt; 2&#xa0;mm sediment size fractions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1093815-g008.tif"/>
</fig>
</sec>
</sec>
</sec>
</sec>
<sec id="s5" sec-type="discussion">
<title>4 Discussion</title>
<sec id="s5_1">
<title>4.1 Monitoring of microlitter from seafloor sediments for the UK (excluding Scotland and Northern Ireland)</title>
<sec id="s4_1_1">
<title>4.1.1 Spatial variations</title>
<p>The abundance of microplastics varied between locations. A higher abundance of microplastics was recorded for coastal locations as compared to offshore locations with mean concentrations of 4,380 and 3,823 particles kg<sup>-1</sup> dw sediment respectively. The difference was however not significantly different (p=0.109). While a decrease in concentration gradient was not evident from this study, other studies have reported a decrease in plastic abundance as distance from shore increases (<xref ref-type="bibr" rid="B27">Graca et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B3">Bakir et&#xa0;al, 2020a</xref>).</p>
<p>The north-west European Shelf is affected by natural physical bed disturbance (<xref ref-type="bibr" rid="B1">Aldridge et&#xa0;al., 2015</xref>), but it is also one of the sea regions most impacted by human activities (<xref ref-type="bibr" rid="B28">Halpern et&#xa0;al., 2008</xref>). These impacts are dominated by fishing, and it has been estimated that over 99% of human impact on the seabed is from trawling (<xref ref-type="bibr" rid="B21">Foden et&#xa0;al., 2011</xref>). These processes will cause spatial and temporal variation in microplastic abundance and should be taken into account for future monitoring outputs (<xref ref-type="bibr" rid="B57">Napper et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s5_1_1">
<title>4.1.2 UK data in a regional context</title>
<p>The abundance of microplastics collected from seafloor sediments varied according to sampling site and sampling year. For the two more recent years (2020 and 2021) the concentration of microplastics ranged from 0 to 6,933 particles kg<sup>-1</sup> d.w. sediment with a mean value of 3,057 &#xb1; 2,299 particles kg<sup>-1</sup> d.w. sediment. These microplastic concentrations were within the range of those previously reported for the North and Central North Sea as well as the English Channel with concentrations of 0 &#x2013; 3,146 (<xref ref-type="bibr" rid="B48">Maes et&#xa0;al, 2017a</xref>), 100 &#x2013; 3,600 (<xref ref-type="bibr" rid="B42">Leslie et&#xa0;al., 2017</xref>) and 180 &#x2013; 31,000 particles kg<sup>-1</sup> d.w. sediment (<xref ref-type="bibr" rid="B59">Norwegian Environment Agency, 2018</xref>).</p>
<p>A recent study by <xref ref-type="bibr" rid="B38">Kukkola et&#xa0;al. (2022)</xref> reported a mean concentration of microplastics (down to 10 &#x3bc;m) in sediment cores, collected in 2017. The authors reported concentrations as high as 1,050 particles kg<sup>-1</sup> d.w. sediment at the North-West of Jones Bank (Celtic Sea), 2,700 particles kg<sup>-1</sup> d.w. sediment at the Canyons (Celtic Sea) and 1,190 particles kg<sup>-1</sup> d.w. sediment at Dogger Bank (North Seas). Comparable results were obtained in this study for similar years for the Celtic Sea with concentrations of 1,800 &#xb1; 1,778 (mean &#xb1; SD) and 1,933 &#xb1; 757 (mean &#xb1; SD) particles kg<sup>-1</sup> d.w. sediment for 2016 and 2018 respectively indicating a good agreement and reproducibility between two separate studies applying the same method.</p>
</sec>
<sec id="s5_1_2">
<title>4.1.3 Identification of &#x2018;hotspots&#x2019; of microlitter contamination and likely sources</title>
<p>Consistently significantly (p&lt;0.05) higher concentrations of microplastics were observed over time for stations 245 (Off Tyne), 345 (Humber/Wash), 376 (Off Tyne), 655 (Cardigan Bay), 536 (Lyme Bay), 575 (Off Tamar) and 715 (Liverpool Bay) which can be considered as hotspots of contamination in this study.</p>
<p>Main identified hotspots were located near to rivers and harbours. Harbour sediments are known to act as sinks for anthropogenic contaminants (<xref ref-type="bibr" rid="B36">Knott et&#xa0;al., 2009</xref>) including microplastics (<xref ref-type="bibr" rid="B65">Preston-Whyte et&#xa0;al., 2021</xref>). While the concentrations of plastic marine litter, including microplastics, are expected to be high in ports, harbours, and navigation channels due to their links to the main sources of plastic pollution (anthropogenic activities, wastewater treatment plants, accidental spillages and littering etc.), it is not clear whether the disposal grounds and surrounding environment are significantly less contaminated. Several identified hotspots of contamination for microplastics were located near to dredge disposal sites (e.g., stations 575, 715) and could explain the high concentrations reported for those locations. Maintenance dredging is utilised in ports and harbours worldwide and little is known about the occurrence and fate of microplastics in dredge materials due to the scarcity of the scientific evidence from the available literature (<xref ref-type="bibr" rid="B52">Mason et&#xa0;al., 2020</xref>). Different sediment types (e.g., gravel, sand, or silt/clay) will have different degrees of retention - plastic particles with silt/clay matrices acting as &#x201c;traps&#x201d; for these items.</p>
<p>Rivers are known to be the main pathway for the entry of microplastics to the marine environment from land sources (<xref ref-type="bibr" rid="B68">Rochman, 2018</xref>). Studies on the abundance of microplastics in freshwater watercourses and estuaries are however limited (<xref ref-type="bibr" rid="B77">Wagner and Lambert, 2018</xref>). Settlement of microplastics in freshwaters is influenced by many factors including river morphology, rainfall events, hydrological conditions and vegetation cover (<xref ref-type="bibr" rid="B81">Yan et&#xa0;al., 2021</xref>). Recent studies have explored how riverine input of sediments, and wave and tidal energy regimes influence the geomorphology of the coastlines globally, and thus the dispersal and fate of plastic pollution (<xref ref-type="bibr" rid="B29">Harris, 2020</xref>; <xref ref-type="bibr" rid="B31">Harris et&#xa0;al., 2021b</xref>). Understanding transport of microplastics in riverine systems is therefore essential to assessing impacts and to guide policy actions (<xref ref-type="bibr" rid="B79">Whitehead et&#xa0;al., 2021</xref>). Modelling the transport of sediment and associated microplastic from rivers to the marine environment should therefore be a priority for future work (<xref ref-type="bibr" rid="B79">Whitehead et&#xa0;al., 2021</xref>).</p>
<p>The abundance of microplastics (20 &#x2013; 5000 &#x3bc;m) for the Thames (station 466) was also high over time with concentrations ranging from 467 &#xb1; 808 to 3,067 &#xb1; 757 particles kg<sup>-1</sup> d.w. sediment for 2019 and 2021 respectively (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Large microplastics (1 to 4&#xa0;mm) were previously reported in sediments of the tributaries of the Thames with concentrations ranging from 185 to 332 particles kg<sup>-1</sup> d.w. sediment (<xref ref-type="bibr" rid="B32">Horton et&#xa0;al., 2017</xref>). The higher values reported in our study were probably due to the differences in the smaller particle size reported (down to ~ 20 &#x3bc;m).</p>
<p>There is a lower abundance of microplastics reported for the Thames overall as compared to other rivers (e.g. station 245 - off Tyne and station 345 &#x2013; off Humber/Wash) which could be explained by the higher proportion of sand (~70%) in the Thames compared with other stations (~10% sand and generally much higher proportion of silt/clay than the Thames).</p>
</sec>
<sec id="s5_1_3">
<title>4.1.4 Validation of method and limitations</title>
<p>The NR screening method for microplastics was applied for a fast and cost-effective assessment of the occurrence of microplastics in seafloor sediment and has recently been used for the large-scale mapping of microplastics (<xref ref-type="bibr" rid="B78">Wang et&#xa0;al., 2018</xref>). The presence of false positives has been previously identified as a source of error when applying the NR screening method (<xref ref-type="bibr" rid="B49">Maes et&#xa0;al., 2017b</xref>). The introduction of a chemical digestion step did limit the fluorescence of biological and natural items. However, some weak fluorescence remained for some biological materials. Additional visual observation of the fluorescent particles as well as the use of the automated counting tool limited the occurrence of false positives. However, as all false positive samples could not be avoided in all cases, concentrations generated from this study were considered as indicative and comparative, rather than absolute.</p>
</sec>
<sec id="s5_1_4">
<title>4.1.5 Microlitter in the OSPAR maritime area</title>
<p>For the period 2018-2021, for which best practices for sample collection and contamination control were implemented, no temporal trends were observed for the Greater North Sea (region II) and the Celtic Seas (region III), indicating no variations in the abundance of microplastics over that period. In comparison to water and biota samples, seafloor sediment appears therefore to be a relatively stable matrix in the short term. For the time-period 2013-2021, no trend was observed for the Celtic Seas while a negative trend was observed for the Greater North Sea. It is worth noting that for the time-period 2013-2017, archive samples were used for microplastic analysis and could have been subjected to ambient particle contamination during previous sample collection and sample handling impacting the confidence in such negative trend for the area during that time-period. A significant reduction in the abundance of microplastics for the Greater North Sea would require further exploratory investigation including understanding the impact of removal parameters such as such as burial, uptake by biota and resuspension into the water column <italic>via</italic> several mechanisms including wind-driven waves, tidal streams, upwelling events and bioturbation as well as fishing activities such as trawling (<xref ref-type="bibr" rid="B55">N&#xe4;kki et&#xa0;al., 2019</xref>).</p>
<p>To date, only a few studies have focused on the occurrence of microplastics in seafloor sediments for the OSPAR maritime area with most studies focusing on beach and subtidal compartments. Despite the variation in applied extraction and analytical techniques, there is a clear agreement that microplastics are present in all sediments across the OSPAR area (available data for regions I-V) acting as potential sinks (<xref ref-type="bibr" rid="B42">Leslie et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B49">Maes et&#xa0;al., 2017b</xref>; <xref ref-type="bibr" rid="B46">Lorenz et&#xa0;al., 2019</xref>). Microplastic levels were reported for deep-sea sediments from the Arctic of 42 to 6,595 particles kg<sup>-1</sup> d.w. sediment (<xref ref-type="bibr" rid="B8">Bergmann et&#xa0;al., 2017</xref>) which was substantially higher than the maximum concentration of microplastics reported in seafloor sediment for the North Sea (3,146 and 3,600 particles kg<sup>-1</sup> d.w. sediment reported by <xref ref-type="bibr" rid="B49">Maes et&#xa0;al. (2017b)</xref> and <xref ref-type="bibr" rid="B42">Leslie et&#xa0;al. (2017)</xref>, respectively). North Sea sediments were also considerably more contaminated than surface waters (<xref ref-type="bibr" rid="B46">Lorenz et&#xa0;al., 2019</xref>). Reported polymer types appeared to be consistent across regions with a prevalence of PE, PP, PS, PVC, and polyester. Main reported type of microplastics were fibres, followed by fragments.</p>
<p>Fragments were the most common microplastic items found in UK seafloor sediments (73%), followed by fibres (19%) and spheres (8%). Previous studies in the North Sea reported fibres and spheres but not fragments (<xref ref-type="bibr" rid="B42">Leslie et&#xa0;al., 2017</xref> and <xref ref-type="bibr" rid="B48">Maes et&#xa0;al., 2017a</xref>). Common polymers identified in this study (PP, PS, PE, PA, PVC, PET, and Acrylic) were consistent with other studies in similar areas (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Rayon was a very common microfibre in seafloor sediment samples (21%) and has been frequently reported in deep-sea sediments (<xref ref-type="bibr" rid="B15">Comnea-Stancu et&#xa0;al., 2017</xref>). Micro-rubbers were also detected in our samples that were most probably attributed to tyre particles. <xref ref-type="bibr" rid="B63">Parker-Jurd et&#xa0;al. (2020)</xref> demonstrated the importance of land-based sources of tyre particles to the marine environment, detecting these microplastics in treated wastewater effluent, in storm water drains adjacent to roads and deposited from urban dusts near roadsides (<xref ref-type="bibr" rid="B63">Parker-Jurd et&#xa0;al., 2020</xref>). Land-based sources have been generally assumed to be the main contributors for the entry of plastic waste to the marine environment (<xref ref-type="bibr" rid="B26">Gilardi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B53">Meijer et&#xa0;al., 2021</xref>). Tyre wear and (macro) litter were identified as the largest land-based sources of microplastics in the OSPAR regions, with estimated amounts of around 100,000 tons year<sup>-1</sup> entering the marine environment (<xref ref-type="bibr" rid="B60">OSPAR, 2017</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Number of particles kg<sup>-1</sup> dry weight (d.w.) sediment reported in the literature by OSPAR region (mean &#xb1; SD, range in brackets).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Region</th>
<th valign="top" align="center">OSPAR region</th>
<th valign="top" align="center">Sampling area</th>
<th valign="top" align="center">Location</th>
<th valign="top" align="center">Sampling year</th>
<th valign="top" align="center">Characteristics</th>
<th valign="top" align="center">Number of particles kg<sup>-1</sup> dw sediment</th>
<th valign="top" align="center">Size range(&#x3bc;m)</th>
<th valign="top" align="center">Particle type</th>
<th valign="top" align="center">Polymer type</th>
<th valign="top" align="center">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Arctic</td>
<td valign="top" align="center">I</td>
<td valign="top" align="left">Arctic Ocean</td>
<td valign="top" align="left">HAUSGARTEN observatory, Fram Strait</td>
<td valign="top" align="center">2015</td>
<td valign="top" align="left">Deep-sea</td>
<td valign="top" align="center">42 &#x2013; 6,595</td>
<td valign="top" align="center">&#x2264; 25</td>
<td valign="top" align="left">Fragments (fibres not considered)</td>
<td valign="top" align="left">18 polymers detected, mainly: PE, PA, PP</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B8">Bergmann et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">I</td>
<td valign="top" align="left">Arctic Ocean</td>
<td valign="top" align="left">HAUSGARTEN observatory,</td>
<td valign="top" align="center">2016</td>
<td valign="top" align="left">Deep-sea</td>
<td valign="top" align="center">239 &#x2013; 13,331</td>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="left">PE-chlorinated</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B72">Tekman et&#xa0;al., 2020</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">I</td>
<td valign="top" align="left">Arctic central Basin</td>
<td valign="top" align="left"/>
<td valign="top" align="center">2016</td>
<td valign="top" align="left">Deep-sea</td>
<td valign="top" align="center">0 &#x2013; 200</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="left">Fibres, fragments</td>
<td valign="top" align="left">PA, PAN, PES, PP, PS, PVC</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B39">La Daana et&#xa0;al., 2019</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">I</td>
<td valign="top" align="left">Barents Sea</td>
<td valign="top" align="left">Norwegian Continental Shelf</td>
<td valign="top" align="center">2017</td>
<td valign="top" align="left">Seafloor</td>
<td valign="top" align="center">830 &#x2013; 3,900</td>
<td valign="top" align="center">&#x2265; 45</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B59">Norwegian Environment Agency, 2018</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">II</td>
<td valign="top" align="left">Belgium</td>
<td valign="top" align="left">Harbours (Nieuwpoort, Oostende, Zeebrugge)<break/>Belgian continental shelf (coast and offshore)<break/>Beach sections (Groenendijk, Koksijde-Bad, Knokke)</td>
<td valign="top" align="center">n.s.</td>
<td valign="top" align="left">Harbour<break/>Subtidal<break/>Beach</td>
<td valign="top" align="center">166.7 &#xb1; 92.1<break/>(66.9 &#x2013; 390.7)<break/>97.2 &#xb1; 18.6<break/>(71.5 &#x2013; 269.5)<break/>92.8 &#xb1; 37.2<break/>(48.7 &#x2013; 156.2)</td>
<td valign="top" align="center">38 &#x2013; 1000<break/>38 &#x2013; 1000<break/>38 &#x2013; 1000</td>
<td valign="top" align="left">Fibres, granules, films, spherules</td>
<td valign="top" align="left">PP, PS, PE, PVA, nylon</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B13">Claessens et&#xa0;al., 2011</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">II</td>
<td valign="top" align="left">Norwegian Continental Shelf</td>
<td valign="top" align="left">Central North Sea, Northern North Sea and Barents Sea</td>
<td valign="top" align="center">2017</td>
<td valign="top" align="left">Central North Sea<break/>Northern North Sea<break/>Barents Sea</td>
<td valign="top" align="center">6,800 &#xb1; 7,600<break/>(180 &#x2013; 31,000)<break/>2,500 &#xb1; 2,900<break/>(180 &#x2013; 8,800)<break/>2,400 &#xb1; 1,300<break/>(830 &#x2013; 3,900)</td>
<td valign="top" align="center">&#x2265; 45</td>
<td valign="top" align="left">n.s.</td>
<td valign="top" align="left">n.s.</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B59">Norwegian Environment Agency, 2018</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">N/A</td>
<td valign="top" align="left">Denmark</td>
<td valign="top" align="left">Kalundburg</td>
<td valign="top" align="center">2015 - 2017</td>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">88 &#xb1; 33</td>
<td valign="top" align="center">1550 &#xb1; 450</td>
<td valign="top" align="left">Fibres, films, fragments</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B47">Lots et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">I</td>
<td valign="top" align="left">Denmark</td>
<td valign="top" align="left">Bjergje Nord</td>
<td valign="top" align="center">2015 - 2017</td>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">128 &#xb1; 31</td>
<td valign="top" align="center">1340 &#xb1; 440</td>
<td valign="top" align="left">Fibres, films, fragments</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B47">Lots et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">I</td>
<td valign="top" align="left">Denmark</td>
<td valign="top" align="left">Fyns Hoved</td>
<td valign="top" align="center">2015 - 2017</td>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">164 &#xb1; 21</td>
<td valign="top" align="center">1260 &#xb1; 440</td>
<td valign="top" align="left">Fibres, films, fragments</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B47">Lots et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">II</td>
<td valign="top" align="left">Denmark</td>
<td valign="top" align="left">Danish part of the open North Sea</td>
<td valign="top" align="center"/>
<td valign="top" align="left">Subtidal</td>
<td valign="top" align="center">192-675</td>
<td valign="top" align="center">20 &#x2013; 5000</td>
<td valign="top" align="left">Fibres (&gt; 90%), fragments</td>
<td valign="top" align="left">n.s.</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B70">Strand and Tairova, 2016</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">N/A</td>
<td valign="top" align="left">Denmark</td>
<td valign="top" align="left">Belt Sea and its fjords, Kattegat and Limfjord.</td>
<td valign="top" align="center">2021</td>
<td valign="top" align="left">Seafloor</td>
<td valign="top" align="center">508 &#x2013; 23,340</td>
<td valign="top" align="center">10 - 5000</td>
<td valign="top" align="left">Fragments (84%), Fibres (16%)</td>
<td valign="top" align="left">PP, PET, PE, Acrylic paint, PS, PVC</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B43">Liu et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">III</td>
<td valign="top" align="left">France</td>
<td valign="top" align="left">Normandy</td>
<td valign="top" align="center">2015 - 2017</td>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">143 &#xb1; 13<break/>156 &#xb1; 29</td>
<td valign="top" align="center">1360 &#xb1; 420<break/>910 &#xb1; 280</td>
<td valign="top" align="left">Fibres, films, fragments</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B47">Lots et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">N/A</td>
<td valign="top" align="left">France</td>
<td valign="top" align="left">Cassis</td>
<td valign="top" align="center">2015 - 2017</td>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">124 &#xb1; 36</td>
<td valign="top" align="center">1280 &#xb1; 320</td>
<td valign="top" align="left">Fibres, films, fragments</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B47">Lots et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">III</td>
<td valign="top" align="left">France</td>
<td valign="top" align="left">Bay of Brest</td>
<td valign="top" align="center"/>
<td valign="top" align="left">Subtidal</td>
<td valign="top" align="center">0.97 &#xb1; 2.08</td>
<td valign="top" align="center">335 &#x2013; 5000</td>
<td valign="top" align="left">Fragments, Fibres</td>
<td valign="top" align="left">PE, PP, PS</td>
<td valign="top" rowspan="2" align="left">(<xref ref-type="bibr" rid="B22">Frere et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">IV</td>
<td valign="top" align="left">France</td>
<td valign="top" align="left">Bay of Biscay</td>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="center">67 &#xb1; 76</td>
<td valign="top" align="center"/>
<td valign="top" align="left">Fragment</td>
<td valign="top" align="left">PP, PE, PS, PVC, Polyester</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">I</td>
<td valign="top" align="left">Iceland</td>
<td valign="top" align="left">Vik</td>
<td valign="top" align="center">2015 - 2017</td>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">792 &#xb1; 128</td>
<td valign="top" align="center"/>
<td valign="top" align="left">Fibres, films, fragments</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B47">Lots et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">I</td>
<td valign="top" align="left">Norway</td>
<td valign="top" align="left">Troms&#xf8;</td>
<td valign="top" align="center">2015 - 2017</td>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">72 &#xb1; 0.48</td>
<td valign="top" align="center">1600 &#xb1; 480</td>
<td valign="top" align="left">Fibres, films, fragments</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B47">Lots et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">II</td>
<td valign="top" align="left">Norway</td>
<td valign="top" align="left">Dr&#xf8;bak</td>
<td valign="top" align="center">2015 - 2017</td>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">100 &#xb1; 21</td>
<td valign="top" align="center">1500 &#xb1; 360</td>
<td valign="top" align="left">Fibres, films, fragments</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B47">Lots et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">I</td>
<td valign="top" align="left">Norway</td>
<td valign="top" align="left">Sm&#xf8;la</td>
<td valign="top" align="center">2015 - 2017</td>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">92 &#xb1; 21</td>
<td valign="top" align="center">960 &#xb1; 240</td>
<td valign="top" align="left">Fibres, films, fragments</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B47">Lots et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">IV</td>
<td valign="top" align="left">Portugal</td>
<td valign="top" align="left">Porto</td>
<td valign="top" align="center">2015 - 2017</td>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">140 &#xb1; 26</td>
<td valign="top" align="center">1340 &#xb1; 320</td>
<td valign="top" align="left">Fibres, films, fragments</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B47">Lots et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">IV</td>
<td valign="top" align="left">Portugal</td>
<td valign="top" align="left">Madeira</td>
<td valign="top" align="center">2015 - 2017</td>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">92 &#xb1; 15</td>
<td valign="top" align="center">1980 &#xb1; 730</td>
<td valign="top" align="left">Fibres, films, fragments</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B47">Lots et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">IV</td>
<td valign="top" align="left">Portugal</td>
<td valign="top" align="left">Portuguese coastline</td>
<td valign="top" align="center"/>
<td valign="top" align="left">Beach</td>
<td valign="top" align="center">0.7 &#x2013; 11</td>
<td valign="top" align="center">50 &#x2013; 5000</td>
<td valign="top" align="left"/>
<td valign="top" align="left">PE, PET, PS</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B50">Martins and Sobral, 2011</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">II</td>
<td valign="top" align="left">The Netherlands</td>
<td valign="top" align="left"/>
<td valign="top" align="center">2012-2013</td>
<td valign="top" align="left">Subtidal</td>
<td valign="top" align="center">100 &#x2013; 3,600</td>
<td valign="top" align="center">&lt; 300</td>
<td valign="top" align="left">Spheres, fibres and foils</td>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B42">Leslie et&#xa0;al., 2017</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">II</td>
<td valign="top" align="left">Germany</td>
<td valign="top" align="left">Norderney</td>
<td valign="top" align="center">2011</td>
<td valign="top" align="left">Subtidal</td>
<td valign="top" align="center">1.0 &#x2013; 2.0</td>
<td valign="top" align="center">&lt; 1000</td>
<td valign="top" align="left">Fibres, Fragments</td>
<td valign="top" align="left">PP, PE, PET, PVC, PS and PA</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B17">Dekiff et&#xa0;al., 2014</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">II</td>
<td valign="top" align="left">Germany</td>
<td valign="top" align="left">North Sea</td>
<td valign="top" align="center">2014</td>
<td valign="top" align="left">Seafloor</td>
<td valign="top" align="center">2.8 &#x2013; 1,188.8</td>
<td valign="top" align="center">Mainly &lt; 500</td>
<td valign="top" align="left"/>
<td valign="top" align="left">PP, acrylates, PUR, varnish, PA</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B46">Lorenz et&#xa0;al., 2019</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">II</td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">Swedish West coast</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="left">Subtidal</td>
<td valign="top" align="center">16 &#x2013; 2,590</td>
<td valign="top" align="center">ns</td>
<td valign="top" align="left">Fragments, spheres</td>
<td valign="top" align="left">ns</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B58">Nor&#xe9;n, 2007</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">II, III</td>
<td valign="top" align="left">UK</td>
<td valign="top" align="left">North Sea, English Channel, Celtic Seas &amp; Irish Sea</td>
<td valign="top" align="center">2013-2021</td>
<td valign="top" align="left">Seafloor</td>
<td valign="top" align="center">2013: 667-22,867<break/>2014: 533-7,067<break/>2015: 2,533-9,000<break/>2016: 200-1,800<break/>2017: 0-23,600<break/>2018: 400-12,800<break/>2019: 200-7,000<break/>2020: 133-6,200<break/>2021: 0-6,933</td>
<td valign="top" align="center">46 to 3276 &#x3bc;m for fragments and from 300 to 1731 &#x3bc;m length for fibre with a mean diameter of 16 &#x3bc;m.</td>
<td valign="top" align="left">Fragments, Fibres</td>
<td valign="top" align="left">PP, PS, PE, PA, PVC, PET and Acrylic.<break/>Rubber, particle paints and Rayon also detected</td>
<td valign="top" align="left">This study</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">II</td>
<td valign="top" align="left">UK</td>
<td valign="top" align="left">North Sea and English Channel</td>
<td valign="top" align="center">2013-2014</td>
<td valign="top" align="left">Seafloor</td>
<td valign="top" align="center">0 &#x2013; 3,146</td>
<td valign="top" align="center">260 &#xb1; 194</td>
<td valign="top" align="left">Fibres, spheres</td>
<td valign="top" align="left">ns</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B49">Maes et&#xa0;al., 2017b</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left">UK</td>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="left">Beach, Estuarine<break/>Subtidal;</td>
<td valign="top" align="center">8<break/>31<break/>86</td>
<td valign="top" align="center"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B73">Thompson et&#xa0;al., 2004</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">II, III</td>
<td valign="top" align="left">UK</td>
<td valign="top" align="left">Southern England and Wales</td>
<td valign="top" align="center">2018</td>
<td valign="top" align="left">Sediment in seagrass and unvegetated habitats</td>
<td valign="top" align="center">215 &#xb1; 163 (seagrass)<break/>221 &#xb1; 236 (unvegetated habitats)</td>
<td valign="top" align="center"/>
<td valign="top" align="left">Mainly Fibres followed by films, fragments</td>
<td valign="top" align="left">Ns</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B75">Unsworth et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">IV</td>
<td valign="top" align="left">Spain</td>
<td valign="top" align="left">R&#xed;as Baixas and Mi&#xf1;o River shelf (NW Spain)</td>
<td valign="top" align="center">2016</td>
<td valign="top" align="left">Depth range: 17-395 m</td>
<td valign="top" align="center">70.2 &#xb1; 74.2</td>
<td valign="top" align="center">50 &#x2013; 5000</td>
<td valign="top" align="left">Mainly fibres (88.8%), fragments (5.80%), films (1.79%) and filaments (1.34%)</td>
<td valign="top" align="left">PP (43%), HDPE (29%), LDPE (14%) and PA (14%)</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B11">Carretero et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">IV</td>
<td valign="top" align="left">Portugal</td>
<td valign="top" align="left">Algarve</td>
<td valign="top" align="center">2016</td>
<td valign="top" align="left">Subtidal</td>
<td valign="top" align="center">10 &#xb1; 1</td>
<td valign="top" align="center">&lt;500?</td>
<td valign="top" align="left">Fibres and fragments</td>
<td valign="top" align="left">RA and PP</td>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B23">Frias et&#xa0;al., 2016</xref>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>OSPAR Region I: Arctic Waters, Region II: Greater North Sea, Region III: Celtic Seas, Region IV: Bay of Biscay and Iberian Coast, Region V: Wider Atlantic.</p>
</fn>
<fn>
<p>ns. not specified.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
</sec>
<sec id="s6">
<title>5 Validation using focal plane array detector-based micro-Fourier-transform infrared imaging</title>
<p>FPA detector-based micro-Fourier-transform infrared imaging has been proposed as an effective tool for the accurate assessment of microplastics in environmental samples (<xref ref-type="bibr" rid="B45">L&#xf6;der et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B44">L&#xf6;der and Gerdts, 2015</xref>; <xref ref-type="bibr" rid="B54">Mintenig et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B66">Primpke et&#xa0;al., 2017</xref>). While most laboratories are already equipped with micro-FTIR facilities, the cost of FPAs is often a limiting factor for many laboratories restricting their use in routine monitoring programmes. At an OSPAR level, proposing the use of an FPA detector-based micro-Fourier-transform infrared imaging for the monitoring of microplastics in seafloor sediments is not a cost-effectively viable option. As a result, this technique is proposed as a complementary technique for the validation of data generated using the cheaper NR technique. While the data produced using both methods were generally in agreement (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>), FPA analysis allowed the identification of polymers not identified using the NR technique such as EVA. FPA also allowed the identification of items too small for manual transfer from stained filters to Anodiscs for micro-FTIR analysis with identification of particles down to ~ 20 &#x3bc;m. Furthermore, both micro-FTIR-FPA and NR were applied for a pilot study for the monitoring of microplastics in Dutch marine sediments and were found to be comparable (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S15</bold>
</xref>) (<xref ref-type="bibr" rid="B2">Bakir, 2022</xref>).</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>Microplastics analysis from micro-FTIR-FPA and comparison to NR output for some selected sampling sites (n=8).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1093815-g009.tif"/>
</fig>
<p>
<xref ref-type="bibr" rid="B43">Liu et&#xa0;al. (2021)</xref> also used FTIR-FPA for the analysis of microplastics for Danish seafloor sediments collected in 2021. They reported concentrations in the range of 508 to 23,340 particles kg<sup>-1</sup> d.w. sediment for a particle size range of 10 &#x2013; 5,000 &#x3bc;m which is substantially higher than the range of 0 &#x2013; 6,933 particles kg<sup>-1</sup> d.w. sediment reported in our study for 2021.</p>
</sec>
<sec id="s7">
<title>6 Relationship between abundance of microplastics and other parameters</title>
<sec id="s7_1">
<title>6.1 Microplastics and sediment grain size</title>
<p>A positive relationship was observed between the abundance of microplastics and the silt/clay content of sediments (MK: p=0.001) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). <xref ref-type="bibr" rid="B48">Maes et&#xa0;al. (2017a)</xref> also reported a higher abundance of microplastics from seafloor sediment from the Southern North Sea for sediments with a lower grain size <xref ref-type="bibr" rid="B49">Maes et&#xa0;al, 2017b</xref>
</p>
<p>It has been suggested that the transport of microplastics in rivers may behave similar to the transport of sediments with fine sediments and microplastics being carried in suspension <italic>(</italic>
<xref ref-type="bibr" rid="B24">Galgani et&#xa0;al., 2000</xref>
<italic>;</italic> <xref ref-type="bibr" rid="B10">Browne et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B16">Costa et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B6">Ballent et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B4">Bakir et&#xa0;al., 2014</xref>). Particle position in the water column and sinking and deposition velocities onto sediments is mainly influenced by the environment&#x2019;s turbulence level. With a decreasing level of turbulence along a depth-gradient from coastal environments, seafloor environments are likely sinks for the very fine sediments (&lt; 63 &#x3bc;m) and thus microplastics correlating with that particle fraction size such as fibres, low density polymers and microplastics &lt; 500 &#x3bc;m (<xref ref-type="bibr" rid="B19">Enders et&#xa0;al., 2019</xref>). <xref ref-type="bibr" rid="B19">Enders et&#xa0;al., 2019</xref> also suggested that higher density polymers exhibited a sedimentation closer to source, limiting their long-distance transport in the marine environment. However, such a hypothesis is difficult to validate as additional factors such as particle shape, density, conglomeration with suspended particulate matter, interactions with biota (e.g., ingestion and excretion), biofouling and physical resuspension will affect deposition mechanisms and affect short to long-range transport of microplastics.</p>
</sec>
<sec id="s6_2">
<title>6.2 Microplastics and OCN</title>
<p>Results from this study demonstrated the integration of microplastics in sediment aggregates along with other pieces of organic matter, especially for sediments with high silt/clay content (section 6.1). Microplastics are also known to influence soil organic carbon fraction distribution as well as contributing to sediment carbon storage (<xref ref-type="bibr" rid="B67">Rillig, 2018</xref>; <xref ref-type="bibr" rid="B82">Yu et&#xa0;al., 2021</xref>). As a result, microplastics in sediment can be detected as carbon using methods used to quantify sediment organic carbon (<xref ref-type="bibr" rid="B35">Kim et&#xa0;al., 2021</xref>) and may also affect sediment parameters such as bulk density which is important to estimate carbon concentration to stocks (e.g. in kg C ha<sup>-1</sup>) (<xref ref-type="bibr" rid="B67">Rillig, 2018</xref>).</p>
<p>Positive relationships were observed between the abundance of microplastics and the organic carbon (OC) (LR: p=0.003 and MK: p=0.002) and nitrogen (&lt; 2&#xa0;mm) (LR: p=0.003 and MK: p=0.002) in the present study (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). <xref ref-type="bibr" rid="B48">Maes et&#xa0;al. (2017a)</xref> also reported a positive relationship between the abundance of microplastics in seafloor sediment collected from the Southern North Sea and total organic carbon (TOC) in sediment (<xref ref-type="bibr" rid="B49">Maes et&#xa0;al, 2017b</xref>). It is however unclear whether the observed positive relationship with organic carbon is due to the presence of microplastics or due to the high silt/clay % in sediment. Further work is recommended to understand the relative contribution of microplastic-carbon in sediment.</p>
</sec>
</sec>
<sec id="s8" sec-type="conclusions">
<title>7 Conclusions</title>
<p>A rapid screening approach using fluorescence tagging using NR coupled with digital imaging and using a semi-automated data processing was further developed and validated for microplastics from environmental samples. This method was in alignment with previous recommendations that the Nile Red method is a promising approach for the large-scale mapping of microplastics in a monitoring context.</p>
<p>The novel method was applied to sediment samples and was compared to a spectroscopic based technique referred to as micro-FTIR FPA analysis. A summary of the pros and cons of each technique is given in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Advantages and disadvantages of the use of the NR and &#x3bc;-FTIR-FPA methods for the monitoring of microplastics in sediment samples.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Applied method</th>
<th valign="top" align="center">Advantage</th>
<th valign="top" align="center">Disadvantage</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="8" align="left">Nile Red</td>
<td valign="top" align="left">Fast and cost-effective technique</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Suitable for large-scale mapping in a monitoring context <sup>[1]</sup>
</td>
<td valign="top" align="left">Concentration indicative and comparative rather than absolute</td>
</tr>
<tr>
<td valign="top" align="left">Identification between low and high impacted sites</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Method peer-reviewed and already published</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">LOD of 20 &#x3bc;m under current settings</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Low cost</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Manually picking and transfer of suspected particles for FTIR identification guided by fluorescence</td>
<td valign="top" align="left">Manually picking and transfer of suspected particles for FTIR identification &#x2013; bias towards bigger size classes</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Potential for reporting of false positives</td>
</tr>
<tr>
<td valign="top" rowspan="8" align="left">&#x3bc;-FTIR-FPA</td>
<td valign="top" align="left">Spectroscopic based technique, higher level of accuracy</td>
<td valign="top" align="left">Requires some level of expertise</td>
</tr>
<tr>
<td valign="top" align="left">Identification of multiple particles onto filter</td>
<td valign="top" align="left">Anodisc sample easily saturated</td>
</tr>
<tr>
<td valign="top" align="left">Production of 1000s of spectra in minutes</td>
<td valign="top" align="left">Use of SiMPle does require conversion of files, slow process</td>
</tr>
<tr>
<td valign="top" align="left">Simple software for treatment of spectra</td>
<td valign="top" align="left">Efficient sediment removal step required to avoid filter coverage</td>
</tr>
<tr>
<td valign="top" align="left">Outputs include number of particles onto filters, including microplastics, polymer type, size, volume and mass</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">LOD of 20 &#x3bc;m under current settings</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left">Fully automated process</td>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">High cost</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Microplastics were detected in all the 189 sediment samples from the stations selected around the UK for the time period 2013-2021. To the best of our knowledge, this represents the longest data series for seafloor sediments currently available globally. The results from this study supported the argument that seafloor sediments represent suitable matrices for the monitoring of microlitter (including microplastics) for the UK (England and Wales). The adoption of seafloor sediments as a common indicator for microlitter for the OSPAR area would allow for future assessments at a regional level and to allow for regional action plans rather than isolated national remediation measures. Regional assessments will also allow the identification of knowledge gaps in monitoring data. Addressing those knowledge gaps would allow the creation of &#x201c;exposure risk maps&#x201d; for the area with the mapping of accumulation zones for microplastics and more sensitive areas (e.g. marine protected areas, fishing zones). Exposure risk maps would be the first step in developing robust and reliable risk assessment frameworks based on environmental relevant conditions such as concentrations, size and type of plastics items in the natural environment.</p>
</sec>
<sec id="s9" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s10" sec-type="author-contributions">
<title>Author contributions</title>
<p>AB and TM contributed to conception and design of the study. BS collected the samples. AB and DD processed and analysed the samples. CL carried out the PSA/OC and N analysis. SAR developed the automatic counting tool. JBarry performed the statistical analysis. AB wrote the first draft of the manuscript and JR, TM, CL, CM, JBarber and EEMN reviewed and edited the manuscript. All authors contributed approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s11" sec-type="funding-information">
<title>Funding</title>
<p>This study was mainly funded by the Department for Environment Food &amp; Rural Affairs (Defra) in the UK (sampling for CSEMP through a Grant-In_Aid to Cefas and analysis through Defra R&amp;D project code ME4165) with the support of the NERC Current and Future Effects of Microplastics on Marine Ecosystems (MINIMISE) project, reference NE/S003967/1.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to thank Dr Stefan Bolam (Cefas) for kindly agreeing to internally review earlier versions of the manuscript.</p>
</ack>
<sec id="s12" 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="s13" 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="s14" 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.2022.1093815/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.1093815/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
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