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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Soil Sci.</journal-id>
<journal-title>Frontiers in Soil Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Soil Sci.</abbrev-journal-title>
<issn pub-type="epub">2673-8619</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fsoil.2022.941837</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Soil Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Agricultural soils and microplastics: Are biosolids the problem?</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Radford</surname><given-names>Freya</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1711381"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Horton</surname><given-names>Alice</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hudson</surname><given-names>Malcolm</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1882597"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shaw</surname><given-names>Peter</given-names>
</name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Williams</surname><given-names>Ian</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Faculty of Engineering and Physical Sciences, University of Southampton</institution>, <addr-line>Southampton</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff2"><sup>2</sup><institution>National Oceanography Centre, European Way</institution>, <addr-line>Southampton</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff3"><sup>3</sup><institution>Air Quality Management Resource Centre, University of the West of England</institution>, <addr-line>Bristol</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff4"><sup>4</sup><institution>School of Geography and Environmental Science, Faculty of Environmental and Life Sciences, University of Southampton</institution>, <addr-line>Southampton</addr-line>, <country>United Kingdom</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Baljinder Singh, Panjab University, India</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Changyin Zhu, Nanjing University, China; Dominic Brose, Metropolitan Water Reclamation District of Greater Chicago (MWRDGC), United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Freya Radford, <email xlink:href="mailto:freya.radford@uwe.ac.uk">freya.radford@uwe.ac.uk</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Plant-Soil Interactions, a section of the journal Frontiers in Soil Science</p>
</fn>
<fn fn-type="other" id="fn003">
<p>&#x2020;ORCID: Alice Horton, <uri xlink:href="https://orcid.org/0000-0001-6058-6048">orcid.org/0000-0001-6058-6048</uri>; Peter Shaw, <uri xlink:href="https://orcid.org/0000-0003-0925-5010">orcid.org/0000-0003-0925-5010</uri>; Ian Williams, <uri xlink:href="https://orcid.org/0000-0002-0121-1219">orcid.org/0000-0002-0121-1219</uri></p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>2</volume>
<elocation-id>941837</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>05</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 Radford, Horton, Hudson, Shaw and Williams</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Radford, Horton, Hudson, Shaw and Williams</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>Biosolids are the solid by-product of the wastewater treatment system. They are regularly applied to agricultural land in the UK to fertilize and increase crop yields, but they have been shown to contain high concentrations of microplastics. Here we sampled a selection of agricultural soils in the Southeast of England which had received or never received biosolid treatment. Sites were sampled on two occasions in the summer and winter. Microplastic (MP) numbers were high in both the biosolid treated fields (874 MP/kg) and the untreated fields (664 MP/kg) and a wide variety of polymers were found across sites. However, there was a lack of significant difference between treated and untreated soils. This suggests the influence of other microplastic sources e.g. agricultural plastic and general littering, and external conditions e.g. farm management and rainfall. Microplastic concentrations were higher in the summer suggesting that erosion, runoff, and wind transport may be removing microplastics from these systems. The dynamic nature of the agricultural soils may result in them becoming a vector for microplastics into the wider environment. The high variability in results seen here highlights the complexity of microplastic concentrations in heterogeneous agricultural soils. This study suggests that biosolids, whilst are likely a contributor, are not the sole source of microplastics in agricultural soils. Further research is required to determine source and sink dynamics in these systems. Understanding the sources of microplastic contamination in soils is imperative for future mitigation strategies to be effective.</p>
</abstract>
<kwd-group>
<kwd>biosolids</kwd>
<kwd>microplastics</kwd>
<kwd>agricultural</kwd>
<kwd>soils</kwd>
<kwd>contamination</kwd>
</kwd-group>
<contract-sponsor id="cn001">Engineering and Physical Sciences Research Council<named-content content-type="fundref-id">10.13039/501100000266</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="62"/>
<page-count count="14"/>
<word-count count="6858"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Microplastics (&lt; 5 mm) are globally recognized as ubiquitous contaminants with the potential for long-lasting residence in the environment. As plastic demand continues to rise, with production rates already exceeding 360 Mt (<xref ref-type="bibr" rid="B1">1</xref>), it is inevitable that plastic pollution environment will also increase. This is especially true within the terrestrial environment, as estimates suggest that 80% of the plastic litter in the ocean originated on land (<xref ref-type="bibr" rid="B2">2</xref>). Meanwhile, there is growing evidence to suggest that terrestrial soils receive microplastics from varying sources and indications that they cause negative impacts on soil ecosystems. When added to soils, microplastics have the potential to alter their physical properties such as bulk density and water holding capacity, with consequences for plant growth (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>Of particular concern are agricultural soils. They are considered to have high microplastic inputs from plasticulture, fertilizers, atmospheric deposition, irrigation, littering, and surface runoff (<xref ref-type="bibr" rid="B4">4</xref>). Managed land is likely to have elevated numbers of microplastics (<xref ref-type="bibr" rid="B5">5</xref>), likely due to primary anthropogenic activities, particularly agricultural practices. Of high concern amongst these practices is the use of organic fertilizer, including the application of composts (<xref ref-type="bibr" rid="B6">6</xref>), animal manures (<xref ref-type="bibr" rid="B7">7</xref>), and biosolids (<xref ref-type="bibr" rid="B8">8</xref>). Biosolids (also known as sewage sludge) are a by-product of wastewater treatment, which, in many countries are often applied to land as a fertilizer to improve agricultural yields by increasing essential elements such and nitrogen and phosphorous. Some countries (e.g. Switzerland) have placed restrictions on the use of biosolid application to land based on the potential impact of persistent pollutants (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>). However, in the UK, almost all biosolids produced are spread on agricultural land (<xref ref-type="bibr" rid="B11">11</xref>). Wastewater treatment systems are designed to primarily remove biochemical oxygen demand, suspended solids, and ammonia. The settling of suspended solids during the treatment process results in the generation of biosolids, which includes detectable concentrations of pharmaceutical compounds and metals that partition to the solids (<xref ref-type="bibr" rid="B12">12</xref>). With respect to microplastics, while wastewater treatment systems are reported to remove up to 99.8% of microplastics from final effluents, these microplastics instead end up in the solid fraction resulting in their incorporation into biosolids (<xref ref-type="bibr" rid="B13">13</xref>). Numbers of microplastics have been steadily increasing in biosolids since the 1950s (<xref ref-type="bibr" rid="B14">14</xref>) with current estimates suggesting millions of microplastic particles per kilogram of biosolid (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>). Various sources have been suggested to contribute to these microplastics loads including washing of synthetic textiles (<xref ref-type="bibr" rid="B17">17</xref>), personal care products, industrial plastic particles and road runoff (including tire wear particles) (<xref ref-type="bibr" rid="B18">18</xref>)</p>
<p>Given these estimates, alongside high rates of biosolids applied to land which were reported in 2010 as 1,118,159 tonnes in the UK (<xref ref-type="bibr" rid="B19">19</xref>), microplastic quantities in soils where sludge is applied are expected to be high. To date, varying concentrations have been reported. While some studies have found biosolid augmented soils to have high microplastic concentrations, up to 10,400 microplastics per kilogram (MP/kg; <xref ref-type="bibr" rid="B20">20</xref>), others have found lower numbers, up to 288 MP/kg, (<xref ref-type="bibr" rid="B21">21</xref>). Higher concentrations, &gt; 2000 MP/kg have been observed in soils without previous biosolid treatment (<xref ref-type="bibr" rid="B22">22</xref>). Theoretical calculations of soil microplastic concentrations have been made in relation biosolid application (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B23">23</xref>). In the UK alone, it is suggested that 2.7 &#xd7; 10<sup>15</sup> microplastics are applied to agricultural soils annually (<xref ref-type="bibr" rid="B13">13</xref>). However, there are few real-world data relating to microplastic contamination in soils. To date, only 9.2% of microplastic studies looking at soil and biosolid matrices focused specifically on biosolid amended soils (<xref ref-type="bibr" rid="B24">24</xref>).</p>
<p>To be able to target and mitigate microplastic contamination in agricultural soils, sources must first be defined and quantified. The aim of this study was therefore to measure and compare microplastic contamination in agricultural soils with and without biosolid amendment within a defined geographical region (River Test, catchment, southern UK). Based on observed contamination, recommendations for programs of measures and priorities for further research are made.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study area</title>
<p>Study sites were chosen in the catchment area of the River Test, Hampshire, UK (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). The focus was on one catchment as this location comprises a well-defined landscape unit which allow for assessment of microplastics at an integrating scale (<xref ref-type="bibr" rid="B25">25</xref>). Characteristics of the catchment area (e.g., slopes and length of river, land use, and soil properties) may be used to inform the potential for diffuse pollution, including microplastics (<xref ref-type="bibr" rid="B23">23</xref>). The River Test is a designated SSSI (Site of Special Scientific Interest) chalk-bed river (<xref ref-type="bibr" rid="B26">26</xref>). It is 139 km in length, drains an area of 1269 km<sup>2</sup> ( (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>) and feeds into Southampton water through the Solent estuary. Its catchment area is predominantly rural with high agricultural land use (<xref ref-type="bibr" rid="B29">29</xref>) and comprises of two main soil types, the Andover and Carstens associations (<xref ref-type="bibr" rid="B30">30</xref>). The Andover series is a chalky soil which tends to be shallow and silty with high calcareous content; while the Carstens series is majorly clay based, often with a high flint content. Both have a low carbon content, loamy texture, are freely draining, and commonly utilized for grassland and arable agriculture (<xref ref-type="bibr" rid="B30">30</xref>).</p>
<fig id="f1" position="float">
<label>Figure 1</label>
<caption>
<p>The River Test catchment area in Hampshire, UK from which samples were collected from 10 fields. Exact locations of farms are concealed for anonymity.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsoil-02-941837-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sample collection</title>
<p>Ten arable fields were selected, five of which had historically been treated with biosolids and five that had never received biosolids. Fields were selected to minimize environmental variation between sites. Samples were taken from each field on two occasions during summer (August 2019) and winter (February 2020) seasons. The average rainfall in the month of the summer sampling occasion was 51mm in the South East of England, and 122mm in the month of the winter sampling occasion (<xref ref-type="bibr" rid="B31">31</xref>).</p>
<p>Environmental factors, including land use and farm management, were accounted for as much as possible when considering the samples to reduce the influence of confounding factors on observations and interpretation thereof. All selected fields were for arable use and had similar agricultural regimes with a typical crop rotation of winter and spring cereal crops and break crop (typically winter wheat, barley, or oilseed rape). Cultivation in all fields was done by using a minimum tillage method, meaning that soil is rotated only in the top layer (typically &lt;10cm). In the treated fields, biosolids were all from the same supplier and had been applied once within the last six months using a spraying method. No significant plasticulture was used on any of the farms (i.e. plastic mulching or the use of plastic film and tunnel covers).</p>
<p>In anticipation of the likely variability within fields (<xref ref-type="bibr" rid="B32">32</xref>), four replicate samples were taken per field, per sampling occasion, to increase the precision of microplastic measurements. Samples were taken using a stainless-steel pot corer (3 cm diameter, 10 cm height). Each field was split into four quarters, excluding a 4 m buffer zone around the edge to exclude external influences (<xref ref-type="bibr" rid="B33">33</xref>), and a composite sample was taken for each quarter. Each composite sample was composed of 25 cores taken at random points in accordance with the Sludge (Use in Agriculture) Regulations for soil testing (<xref ref-type="bibr" rid="B34">34</xref>), and homogenized by thoroughly mixed in a stainless-steel bucket with a metal trowel. A subsample of approximately 300 mL was then removed and stored in a glass jar with a metal lid. Samples were subsequently stored in darkness at ambient temperature.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Site characterization</title>
<p>Environmental factors, such as soil and landscape characteristics, that could not be externally controlled were measured and accounted for in the analysis and interpretation. Soil and field characteristics, including organic matter content and soil particle size distribution, and site characteristics, including slope and distance from roads, were measured. For each field, a further composite sample was taken for these measurements. For each sampling occasion (n=20) equal proportions of the original four replicates were combined for analysis. Soil organic matter content was measured using loss-on-ignition (LOI) at 550&#xb0;C. Soil particle size distribution was measured by sieving for the coarse fraction above 1 mm, and a Malvern Mastersizer 3000 granulometer for the &lt;1 mm fraction. Additionally, these samples were characterized using X-ray fluorescence (XRF) for elemental composition. Metals that are commonly regulated for in biosolids (zinc, copper, nickel; <xref ref-type="bibr" rid="B34">34</xref>) were measured as a comparison to microplastics, which are currently unregulated, using a Niton XL3t GOLDD+ Portable XRF analyzer.</p>
<p>Distance to roads and slope of fields were determined using ArcMap (version 10.8.0.12790). The slope of fields was determined using SRTM (Shuttle Radar Topography Mission, USGS) Digital Elevation data at 30 m resolution converted to slope using the Slope (Spatial Analyst) tool. The mean slope was determined within the field boundaries of each site using the Zonal statistics (Spatial Analyst) tool. Distance to roads was determined using the Generate Near Table (Analysis) tool to measure the minimum distance of a field to a major road based on the edge of field boundaries and open roads data (Ordnance Survey open roads, November 2021).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Sample processing</title>
<p>The microplastic extraction method was selected based on the soil characteristics according to Radford et&#xa0;al. (<xref ref-type="bibr" rid="B35">35</xref>). Samples were oven dried at 50&#xb0;C for 7 days to obtain dry weight of soils. As the soil samples contained a relatively small percentage of organic matter, oil extraction was selected as a density separation technique to remove the inorganic fraction of the soils. A sub-sample of homogenized dry soil was taken and weighed for extraction (ranging from 14.4 to 35.1g D.W.). Sub-samples were placed into 250mL glass beakers, 50mL of MiliQ water was added and left to stand for 1 hour to allow soil dispersion and aid in breaking up soil aggregates. An aliquot of 10mL of canola oil was added to each sample and mixed with a stainless-steel spoon for 30 seconds to break up any agglomerates and ensure oil dispersion throughout the sample. Residues on the spoon were rinsed back into the sample with additional water. Each beaker was then filled up with water, leaving a 1 cm gap to the top of the beaker, covered with aluminum foil, and left overnight to for the inorganic particles to settle. The top layer of oil, containing organics and separated microplastics, was poured into a smaller 150 mL glass beaker, which was covered in aluminum foil and set aside. A second round of oil extraction was performed to maximize extraction efficiency by adding another 10 mL of canola oil and mixed again with a stainless-steel spoon for 30 seconds. Beakers were then filled up with water and left overnight as before. Again, the top layer of oil was poured into the same 150 mL beaker as previously to combine the two rounds of oil extraction. The entire contents of the 150 mL beaker were filtered using a vacuum pump over a 25 &#xb5;m stainless steel filter to remove the oil fraction. The filter was placed into a 100 mL glass beaker and the filtering apparatus was rinsed with MiliQ water to collect any residues on the glassware.</p>
<p>In a fume cupboard, 30 mL of hydrogen peroxide (30% v/v) was then added to the samples, which were covered in aluminum foil and placed in a shaking incubator at 50&#xb0;C, 100rpm overnight. The same 25 &#xb5;m stainless steel filters were then rinsed off into the beaker using water and used to filter the contents of the beaker again using a vacuum pump to remove all remaining hydrogen peroxide. This time, the residues of the filter were rinsed, using minimal water, back into the beaker and the filter discarded. Each sample was then topped up with 30 mL of Decon90, chosen to remove any remaining oil residues that would impede later identification methods (<xref ref-type="bibr" rid="B36">36</xref>). After 48 hours, the Decon90 was filtered out using a vacuum pump over a 25 &#xb5;m stainless steel filter and rinsed with water until no bubble formation occurred. The residues were separated out by size using 1 mm stainless steel mesh and rinsed with ethanol (50% v/v) into a 20 mL glass vial for storage, one containing &gt;1 mm particles and one with &lt;1 mm. Only small microplastics (&lt;1 mm) were analyzed and will hereafter be referred to as microplastics.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Polymer identification</title>
<p>Polymers were identified using automated &#x3bc;Fourier-transform infrared spectroscopy (FTIR) (PerkinElmer Spotlight 400). Sub-samples of processed soils were taken to control quality of filters and ensure overloading did not reduce spectrum quality. Filter areas were limited using a silicone washer (8 mm diameter), placed on to a silver filter on a vacuum filter set up. The &lt;1mm vial for each sample was well mixed by pipetting up and down in the vial using a glass 10 mL pipette, before pipetting a subsample onto the silver filter (3 &#x3bc;m pore size, Sterlitech, Washington USA). The quantity of subsample was determined visually based on the amount of residual particles present in the initial sample and the subsequent amount of particles on the filter. This was quantified by weighing the vial before and after to determine the weight (and thus volume) of the subsample as per (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Filters were left to dry in a glass petri dish at room temperature for at least 24 hours prior to scanning. An area of 8.5 x 8.5 mm was scanned for each sample to cover the filter area. The filter was scanned with 2 &#xd7; 8 linear arrays in reflectance mode with 2 scans per pixel at a pixel resolution of 25 &#x3bc;m and spectral resolution of 8 cm<sup>&#x2212;1</sup> in the range of 4000&#x2013;700 cm<sup>&#x2212;1</sup>. A background spectrum was collected on a clean space of the silver filter with the same settings at 90 scans per pixel prior to each analysis.</p>
<p>Spectral maps were processed and analyzed using siMPle software (<xref ref-type="bibr" rid="B37">37</xref>; available at <uri xlink:href="http://www.siMPle-plastics.eu">www.siMPle-plastics.eu</uri>). The Aalborg University pipeline using raw, and first derivatives was used, with a minimum particle size of one pixel (25 &#xb5;m). Particles were identified using the siMPle automated IR database (version 1.0.1) and classified by size and mass (as an estimate based on particle volume, polymer density, and an assumed ellipsoid 3-dimensional shape). Results are reported at microplastics per kilogram (MP/kg).</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Quality control</title>
<p>Stringent quality control measures were taken throughout the experiment. In the field, only metal and wooden sampling equipment was used, and clothing was limited to natural fibers where possible during sample collection, processing, treatment, and analysis. In the laboratory, extractions were carried out in an ISO-5 clean laboratory and in a laminar flow cabinet (Felcon), where non-shreddable Tyvex suits (Dupont, IsoClean) were worn at all times, with the exception of digestions which were carried out in a separate laboratory in a fume hood wearing a cotton lab coat, for the purpose of health and safety. All processing equipment was glass or metal. Metal equipment (i.e., stainless steel spoons and aluminum foil) was furnaced at 500&#xb0;C for 9 hours and all glassware was acid washed and rinsed thoroughly with Mili-Q water prior to use. All reagents were filtered prior to use over a GF/C glass-fiber filters (1.2 &#x3bc;m, Whatman GF-C) and all water used was Milli-Q. PTFE wash bottles were used to dispense Milli-Q and ethanol where required. All stainless steel and GF/C filters were furnaced at 500&#xb0;C for 9 hours prior to use to remove any particulate contaminants. Sample analysis using FTIR was conducted in a separate laboratory where cotton lab coats were worn. The FTIR microscope was encased with a Spotlight atmospheric enclosure made of Plexiglas to limit atmospheric contamination. Ten procedural blanks were conducted alongside the samples using the same methods for extraction identification methods. These were used to correct all data for procedural contamination using limit of detection (LOD) values. The LOD value for each was calculated as 3.3 times the standard deviation and accounted for based on individual polymers (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Additionally, spiked samples were processed as positive controls to determine recovery efficiency of the microplastic extraction method. A stock solution was created using known concentrations of four types of microplastic fragments: PET (66 MP/mL, size: 34- 149 &#x3bc;m), PE (8 MP/mL, size: 30- 96 &#x3bc;m), PP (711 MP/mL, size: 66-140 &#x3bc;m), PVC (73 MP/mL, size: 99- 333 &#x3bc;m), dispersed in MiliQ water. Six replicates of one soil sample were spiked with this stock solution and were processed as per the soil extraction and identification method. Recovery rate was then calculated as a percentage of the concentrations of each microplastic type added to the sample.</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Statistical analysis</title>
<p>All statistical analyses were conducted in R Studio (1.4.1106). Microplastic count and mass data were blank corrected using LOD values as per Horton et&#xa0;al. (<xref ref-type="bibr" rid="B13">13</xref>), whereby only data greater than the average + 3.3 SD of the blank samples were reported. Where required, data were checked for normality using Shapiro Wilk tests. Mixed models were used to analyze differences in microplastics counts, weights and average size across biosolid treatments and seasons. Data were converted to integers and a GLMM (Generalized Linear Mixed Model) was fitted to a Poisson distribution and log link. Field replicates were nested in each sampled field as a random effect to account for repeated measurements of the same field. All models included the two-way interaction between biosolid application and season, and Tukey&#x2019;s <italic>post hoc</italic> tests were used to determine differences across treatments. Data were transformed when required to ensure model fit&#x2013; mass data were cubed, and average size was square rooted. Residual distributions were checked to assess model fit.</p>
<p>For individual polymers, data were transformed to binary (presence or absence of polymer types) and a GLMM was fitted with a binary distribution. Again, field replicates were nested in field ID as a random and a two-way interaction between biosolid application and season was included. Shannon Diversity index was calculated for each field on each sampling occasion to determine polymer diversity (<xref ref-type="bibr" rid="B38">38</xref>). An average across the four replicates was taken per field and differences across treatments and sampling occasions were calculated using Kruskal Wallis tests as the data did not meet the requirements for parametric assessments. Additionally, a principal component analysis was applied to determine which polymers best accounted for the variability between treatments and seasons.</p>
<p>Co-variates were accounted for separately to rule out the influence of soil characteristics, including particle size distribution (as % clay particles), organic matter and metal content which were analyzed using a 2-way analysis of variance (ANOVA) or Kruskal-Wallis Rank Sum tests, depending on data distribution, to determine differences between seasons and treatments. Distance to roads and slope of field were analyzed using a Mann Whitney-U test and T-test, respectively, to determine differences between biosolid treatment groups. Factors that were not significant between treatments were excluded from the models to improve model accuracy.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Quality control</title>
<p>There was minimal contamination within the blanks with a mean of 2.5 microplastics per sample. Five polymer types were found across the blank samples which were &#x2018;Acrylates, Polyurethanes, and varnishes&#x2019; (APV), cellulose, &#x2018;Ethylene-Vinyl-Acetate&#x2019; (EVA), polyester, and polypropylene. Polyester was the most prevalent with a mean of 1.5 microplastics per sample whereas cellulose was only found in one blank sample. The LOD (3.3 x the SD of the blank samples) for individual polymers therefore ranged from 1 to 10.11 microplastics per sample meaning that, for microplastics to be detected, quantities within one sample vial needed to exceed these values for individual polymers. The average recovery of microplastics across the four types of spiked microplastics was 42%.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Covariates</title>
<p>Covariate measurements are shown in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>. There was no difference in the amount of organic matter in the soils between the biosolid treatments or seasons (F (1, 16) =0.47, p = 0.505), the minimum organic matter content was 3.6% and the maximum was 8.9%. The particle size distribution (% clay particles, &lt;0.4&#xb5;m) did not vary between seasons or biosolid treatments (W=74, p=0.075; W=54, p=0.796, Mann Whitney-U tests) and ranged from 1.07 to 4.99%. Additionally, there were no differences in soil metal contents between biosolid treatments or seasons (zinc: seasons W=56.5, p=0.646, biosolid treatments W=29.5, p=0.126; copper: seasons W=66.5, p=0.197, biosolid treatments W=57.0, p=0.600) and nickel was below the LOD for all samples. Zinc concentrations ranged from 60 to 170 ppm across all samples while copper ranged from 0 to 40 ppm. The mean distance of sampling sites to roads was 33.78m and there was no difference between biosolid treatments (W=16, p=0.548, Mann Whitney-U test). The mean slope of sampling fields was 2.48&#xb0; and there were no differences across groups (t (7.83) = -0.0837, p-0.935, T-test).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Mean covariate measurements for soil characteristics and geographical features.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" colspan="2" align="left"/>
<th valign="middle" colspan="2" align="center">Biosolid treated</th>
<th valign="middle" colspan="2" align="center">Biosolid untreated</th>
</tr>
<tr>
<th valign="middle" align="center">Summer</th>
<th valign="middle" align="center">Winter</th>
<th valign="middle" align="center">Summer</th>
<th valign="middle" align="center">Winter</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="4" align="left"><bold>Particle size distribution (%)</bold>
</td>
<td valign="middle" align="left"><bold>Clay (&lt;4&#xb5;m)</bold>
</td>
<td valign="middle" align="center"><italic>2.36</italic>
</td>
<td valign="middle" align="center"><italic>1.99</italic>
</td>
<td valign="middle" align="center"><italic>3.25</italic>
</td>
<td valign="middle" align="center"><italic>1.92</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left"><bold>Silt (4-63&#xb5;m)</bold>
</td>
<td valign="middle" align="center"><italic>13.47</italic>
</td>
<td valign="middle" align="center"><italic>11.95</italic>
</td>
<td valign="middle" align="center"><italic>13.33</italic>
</td>
<td valign="middle" align="center"><italic>12.15</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left"><bold>Sand (63-1000&#xb5;m)</bold>
</td>
<td valign="middle" align="center"><italic>4.50</italic>
</td>
<td valign="middle" align="center"><italic>4.34</italic>
</td>
<td valign="middle" align="center"><italic>4.30</italic>
</td>
<td valign="middle" align="center"><italic>3.73</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left"><bold>&gt; Sand (&gt;1000&#xb5;m)</bold>
</td>
<td valign="middle" align="center"><italic>79.67</italic>
</td>
<td valign="middle" align="center"><italic>81.72</italic>
</td>
<td valign="middle" align="center"><italic>79.11</italic>
</td>
<td valign="middle" align="center"><italic>82.20</italic>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left"><bold>Organic matter (%)</bold>
</td>
<td valign="middle" align="center"><italic>6.62</italic>
</td>
<td valign="middle" align="center"><italic>5.4</italic>
</td>
<td valign="middle" align="center"><italic>6.94</italic>
</td>
<td valign="middle" align="center"><italic>6.42</italic>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left"><bold>Zinc (ppm)</bold>
</td>
<td valign="middle" align="center"><italic>80</italic>
</td>
<td valign="middle" align="center"><italic>90</italic>
</td>
<td valign="middle" align="center"><italic>106</italic>
</td>
<td valign="middle" align="center"><italic>102</italic>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left"><bold>Copper (ppm)</bold>
</td>
<td valign="middle" align="center"><italic>30</italic>
</td>
<td valign="middle" align="center"><italic>20</italic>
</td>
<td valign="middle" align="center"><italic>24</italic>
</td>
<td valign="middle" align="center"><italic>16</italic>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left"><bold>Nickel (ppm)</bold>
</td>
<td valign="middle" align="center"><italic>&lt;LOD</italic>
</td>
<td valign="middle" align="center"><italic>&lt;LOD</italic>
</td>
<td valign="middle" align="center"><italic>&lt;LOD</italic>
</td>
<td valign="middle" align="center"><italic>&lt;LOD</italic>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left"><bold>Distance to roads (m)</bold>
</td>
<td valign="middle" colspan="2" align="center"><italic>60.52</italic>
</td>
<td valign="middle" colspan="2" align="center"><italic>7.04</italic>
</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left"><bold>Slope (&#xb0;)</bold>
</td>
<td valign="middle" colspan="2" align="center"><italic>2.46</italic>
</td>
<td valign="middle" colspan="2" align="center"><italic>2.50</italic>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Values for particle size, organic matter and metals are given as means across the biosolid treated and untreated groups in summer and winter (n=20). Distance to roads and slope are given as mean per field sampled (n=10).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Microplastic quantities</title>
<p>Microplastics were found in all ten of the fields sampled on at least one occasion. There were only two instances where no plastic was found in fields, both on the summer sampling occasion. The highest number of microplastics was found in one of the biosolid treated fields with a mean of 1486 ( &#xb1; 1064 SE) MP/kg across the two sampling occasions. While another biosolid treated field had the lowest number of microplastics across the two sampling occasions with a mean of 202 ( &#xb1; 87 SE) MP/kg (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
<fig id="f2" position="float">
<label>Figure 2</label>
<caption>
<p>Microplastic concentrations in soils with and without biosolid application during summer (August 2019) and winter (February 2020) months shown as minimum, lower quartile, median, upper quartile and maximum values. Dots show values outside the interquartile range.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsoil-02-941837-g002.tif"/>
</fig>
<p>There were no differences in the overall number of microplastics in biosolid treated and untreated soils with means of 892( &#xb1; 289 SE) and 679 ( &#xb1; 165 SE) MP/kg, respectively (&#x3c7;2 (1) = 0.68, p = 0.411). The same was true for the mean size of microplastics, which was 605.1( &#xb1; 423 SE) &#xb5;m in the untreated soils and 291.2( &#xb1; 92 SE) &#xb5;m the treated soils (&#x3c7;2 (1) = 0.597, p = 0.441), and the mass of microplastics with means of 206846( &#xb1; 204162 SE) and 86612( &#xb1; 854814 SE) &#xb5;g/kg, in the treated and untreated soils respectively (&#x3c7;2 (1) = 0.013, p = 0.971).</p>
<p>Significant differences were evident in microplastic quantities and characteristics between summer and winter. There were more microplastics overall in the samples taken in the summer with a mean of 973( &#xb1; 302 SE) MP/kg compared with a winter with a mean of 579( &#xb1; 134 SE) MP/kg (&#x3c7;2 (1) = 2232.04, p &lt; 0.001). The soils treated with biosolids followed this trend and had significantly more microplastics in the summer (1391 &#xb1; 557 SE MP/kg) than the winter (394( &#xb1; 79 SE) MP/kg; Tukey Test: z =-98.88, p&lt;0.001). However, the soils without biosolid treatment had significantly more plastic in the winter than the summer (Tukey Test: z = 29.87, p &lt;0.001) with means of 803( &#xb1; 251 SE) and 556( &#xb1; 216 SE) MP/kg, respectively. Additionally, the size of microplastics was significantly larger overall in the winter where the mean was 482.4( &#xb1; 297.5 SE) &#xb5;m compared to summer where the mean size was 338.7( &#xb1; 126.2 SE) &#xb5;m (&#x3c7;2 (1) = 441.32, p &lt; 0.001). However, specifically within the treated soils the mean the mean microplastic size was smaller in the winter, with a mean of 179.1(&#xb1; 58.9 SE) &#xb5;m, compared to the summer with a mean of 481.7( &#xb1; 220.1 SE) &#xb5;m (Tukey Test: z = 4.24, p &lt;0.001; <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>).</p>
<fig id="f3" position="float">
<label>Figure 3</label>
<caption>
<p>Size categories for microplastics found in soils with and without biosolid treatment in summer and winter [<bold>(A)</bold>. No biosolids: summer; <bold>(B)</bold> Biosolids: summer; <bold>(C)</bold> No biosolids: winter; <bold>(D)</bold> Biosolids: winter]. Microplastic count represents the raw data and have not been blank corrected.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsoil-02-941837-g003.tif"/>
</fig>
<p>Overall, there was a higher mass of microplastics in the summer than the winter sampling occasion (&#x3c7;2 (1) = 3.95, p=0.045). This overall difference was driven by the significantly higher mass of plastic in the summer month in the treated soils which had a mean of 412130( &#xb1; 408265 SE) &#xb5;g/kg compared to the untreated which had a mean of 230( &#xb1; 112 SE) &#xb5;g/kg (Tukey Test: z = - 2.98, p 0.011). When considering the treated vs untreated soils separately there was a higher mass of microplastics in the summer for treated soils (Tukey Test: z = -10.51, p &lt;0.001). However, in line with the differences seen in microplastic numbers, there was more plastic, by mass, in the untreated soils in the winter than the summer (Tukey Test: z = 10.48, p &lt;0.001)</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Microplastic composition</title>
<p>Ten different polymer types were identified across the samples (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). The most common polymers were polypropylene and EVA. Polypropylene was found in 24 of the total 80 samples with an average of 122( &#xb1; 29 SE) MP/kg, whereas EVA was only found in 20 samples but in higher concentrations with a mean of 396( &#xb1; 150 SE) MP/kg. Nine of the polymer types were found in biosolid treated soils, whereas only 7 were found in the untreated soils. Polyethylene, chlorinated polyethylene, and polystyrene were the least common polymers found and were only present in the biosolid treated soils. Polyester was only found in the untreated soils. With the exception of polypropylene and cellulose, there were no significant differences in individual polymer types across the treatments and seasons. Polypropylene was found in more frequently in the winter months, occurring in all 10 of the sampling locations, whereas in the summer it was only found in four (&#x3c7;2 (1) = 12.41, p &lt;0.001). Similarly, cellulose was found in eight of the fields in winter but only three in the summer (&#x3c7;2 (1) = 4.05, p 0.044).</p>
<fig id="f4" position="float">
<label>Figure 4</label>
<caption>
<p>Polymer types of microplastics in soils with and without biosolid treatment. Counts are reported as number of microplastics of each polymer type per kilogram of soil and have been blank corrected using calculated LOD&#x2019;s.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fsoil-02-941837-g004.tif"/>
</fig>
<p>Diversity indices for polymers were very low across sites (mean 0.20 &#xb1; 0.04). Samples had uneven polymer distribution in terms of relative abundance of individual polymers and this diversity did not vary across treatments (&#x3c7;2 (1) = 0.74, p =0.389, Kruskal Wallis test). However, polymer diversity was higher in the winter months with a mean of 0.29 (&#x3c7;2 (1) = 6.90, p= 0.009, Kruskal Wallis test). Polyester, polyethylene, chlorinated polyethylene, and polystyrene were excluded from PCA analysis as they all only occurred once across all samples. The first principal component (PC1) explained 23.0% of the variance. Polypropylene, cellulose, and polyamide were all negatively correlated with this axis and made up the majority of the loadings. Principal component 2 (PC2) explained a further 17.9% of the variation in these data and was largely made up of APV and PVC. APV was negatively correlated with this axis and PVC was positively correlated. The untreated winter soils had the least amount of variation along this axis, suggesting low numbers of PVC and APV. Soils from different treatments and seasons cannot be clearly distinguished from each other based on polymer composition. Of the biosolid treated soils, in the summer PC2 looked to increase with PC1 whereas in the winter this was reversed and PC2 decreased with increasing PC1. However, there was an overall lack of differentiation between the composition of microplastics across treatments and seasons suggesting they cannot be clearly distinguished from each other based on polymer composition.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The observations of this study suggest that biosolids are not the only source of microplastics in the agricultural soils investigated. While the mean number of microplastics was slightly higher in the biosolid treated fields (874 MP/kg), than the untreated fields (664 MP/kg), there were no significant differences found in the number of microplastics between the two groups. Despite this, overall concentrations of microplastics were relatively high, with a maximum of 1461 MP/kg, and were found across all the sampled fields on at least one occasion. These results correspond with observations recorded elsewhere. Biosolid amended soils in Chile were found to have microplastic concentrations in the range of 600 to 10,400 MP/kg (<xref ref-type="bibr" rid="B20">20</xref>). In contrast, lower values were found in central Spain where soils recently treated with biosolids had microplastic concentrations ranging from 138 to 288 MP/kg, and 31 to 120 MP/kg in control soils that had not received biosolids (<xref ref-type="bibr" rid="B21">21</xref>). Other studies indicate that biosolid application is a main driver of soil microplastic concentrations (<xref ref-type="bibr" rid="B20">20</xref>), however, the lack of difference between biosolid treated and untreated fields here suggest that they are not solely responsible for microplastic contamination in agricultural soils.</p>
<p>There is no doubt that biosolids contain extremely high quantities of microplastics as this has been reported on multiple occasions. Reports of microplastic concentrations in biosolids vary between studies but have been reported in the millions (per kg D.W.) in several studies with a highest value of 10,380,000 MP/kg reported to date (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>). Despite these high numbers, overall indications from the present and previous studies are that numbers of microplastics are generally similar between biosolid-treated and untreated soils, although within both groups there is a great deal of variation within the data (<xref ref-type="bibr" rid="B24">24</xref>). For example, Crossman et&#xa0;al. (<xref ref-type="bibr" rid="B8">8</xref>), tested soils from three fields and showed that there was an increase in microplastic concentrations following biosolid application for two sites but not the third. This high variation suggests that there are other factors that contribute to the overall microplastic concentrations in soils.</p>
<p>This lack in difference found in microplastic concentrations between the two groups may have several explanations. Firstly, whilst the main aim of this study was to determine the influence of biosolids as a source, there are likely other sources of plastic inputs in these sites. These other sources may input at varying scales, meaning that fields without biosolid treatment may be exposed to high numbers of microplastics. One of the main additional sources to consider are agricultural plastics. Although sites with plastic mulching were avoided, other agricultural items such as plastic films (including silage wrap), nets, irrigation pipe, fertilizers sacks, pesticide cans (<xref ref-type="bibr" rid="B39">39</xref>) and polymer seed coatings (<xref ref-type="bibr" rid="B40">40</xref>) may be contributing. The most common polymer types found in this study were polypropylene and EVA. Polypropylene has been frequently found in both biosolids and soils (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B41">41</xref>); however, it is also often used in agricultural packaging, piping, sheeting, nets, and twines (<xref ref-type="bibr" rid="B39">39</xref>) and more niche uses such as tree guards which are often found in field margins (<xref ref-type="bibr" rid="B42">42</xref>). Additionally, EVA is a copolymer frequently used in agricultural films and has previously been reported in soils that have not received biosolid amendments (<xref ref-type="bibr" rid="B5">5</xref>). The lack of differentiation in polymer diversity between treatments also suggests that there is more to consider than the biosolid application. Although there were three polymer types which were only found in the biosolid treated soils (polyethylene, chlorinated polyethylene, and polystyrene), these polymers only occurred once across all samples suggesting that they are rare and therefore harder to sample and account for (<xref ref-type="bibr" rid="B43">43</xref>).</p>
<p>Another source that may be considered is atmospheric deposition, which has shown to account for 136.5 to 512.0 MP/m<sup>2</sup>/day, even in rural areas (<xref ref-type="bibr" rid="B44">44</xref>). This deposition will depend on wind direction and speeds (<xref ref-type="bibr" rid="B45">45</xref>) and is suggested to be responsible for horizontal migration of microplastics across geographical locations, even with the possibility of the microplastic load in biosolid treated soils to be distributed to non-treated areas (<xref ref-type="bibr" rid="B46">46</xref>). This deposition is likely to be impacted by proximity to urban areas (<xref ref-type="bibr" rid="B47">47</xref>) and distance to main roads (<xref ref-type="bibr" rid="B48">48</xref>). So, given that all sampled fields were within proximity to roads (&lt;300m) there is high potential for microplastics to be entering these soils through such sources. Additionally, patterns of microplastic patchiness were shown in the present study, evident by the high variation in microplastic concentrations within sampled fields. This is a potential sign of fragmentation of larger plastic debris (<xref ref-type="bibr" rid="B32">32</xref>). Secondary sources such as the breakdown of larger plastic litter may contribute (<xref ref-type="bibr" rid="B49">49</xref>). The varied polymer composition and diversity found across all sites in the present study suggest a range of sources may be contributing to the overall microplastic contamination. It remains challenging to determine the exact origin of these microplastics, particularly from diffuse sources that are harder to identify (<xref ref-type="bibr" rid="B50">50</xref>).</p>
<p>In addition, the variation in the data may be attributable to individual farm management. Whilst all efforts were taken in this study to factor out influencing variables (crop rotations, cultivation methods, use of plasticulture), agricultural practices are complex and often farm-specific. Ploughing frequency and intensity, crop types and the use of fertilizers (inorganic and other organic e.g. animal slurry) may all impact the amount and distribution of microplastics (<xref ref-type="bibr" rid="B32">32</xref>). Although not considered in this study, the rate and frequency of biosolid application may also have an impact. Soils with historic biosolid treatment, as opposed to a recent one-off application, may have higher microplastic concentrations due to cumulative inputs (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>). The types of biosolids and associated methods of application may also have an impact on the overall microplastic distribution (<xref ref-type="bibr" rid="B51">51</xref>). For example, with the soils sampled here, spraying of sludge cake was implemented which generally leaves non-uniform distribution of biosolids and consequently the contained microplastics (see <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Information, Figure S3</bold></xref>). This may explain the patchiness in microplastic concentration and composition within the sampled fields.</p>
<p>Additionally, ploughing and tillage activity may influence microplastic behaviour in soils by further fragmenting plastics and incorporating them into the soil (<xref ref-type="bibr" rid="B22">22</xref>). As is common in modern UK farming practices, all farms sampled here used a minimum tillage approach, where only the top layer (&lt;10cm) of soil is turned over. This approach has the potential to reduce the retention of microplastics in soils, particularly at depth, as water infiltration is reduced (<xref ref-type="bibr" rid="B52">52</xref>), suggesting the greater potential for microplastics to be washed off <italic>via</italic> surface runoff.</p>
<p>The outputs of materials from such agricultural soil systems may influence the number of microplastics found. It is known that large amounts microplastics are being applied in biosolids to these soils, but as this was not reflected in the soil microplastic concentrations, it suggests many of these microplastics are not staying where they are applied. Samples taken are a snapshot in time and outputs due to erosion, runoff and wind transport should be taken into account when considering overall microplastic concentrations, which may not be retained indefinitely. This was indicated by the difference in microplastic numbers between summer and winter samples. During the month of the summer sampling occasion, the total rainfall was 51 mm, and a mean of 967 MP/kg was found across all sites, whereas in the winter month, rainfall was much higher (122 mm) and the mean microplastic concentration was lower at 571 MP/kg. Rainfall and resultant surface runoff may cause microplastics to be removed from the soils (<xref ref-type="bibr" rid="B53">53</xref>). Previous studies have shown similar patterns of lower microplastic concentrations, with losses of 30-45% from soils, following heavy rainfall events (<xref ref-type="bibr" rid="B8">8</xref>). In addition, the resulting erosion of agricultural land is seasonal, with increased erosion prevalent in winter months (<xref ref-type="bibr" rid="B54">54</xref>). This will depend on the soil type as more dense soils are more susceptible to runoff and will therefore likely retain less plastic (<xref ref-type="bibr" rid="B8">8</xref>). The mean microplastic size found here was larger in the winter suggesting that smaller microplastics may be more susceptible to transport out of soils subjected to higher rainfall. This transport is also dependent on crop cover, as bare soils become saturated quickly and generate increased runoff. Given that crop cover is generally lower in the winter months after summer crops are harvested, this may also be influencing the output of microplastics from these soils. However, in the untreated soils there were more microplastics in the winter and significantly higher, although still relatively low, polymer diversity. This highlights the complexity of these systems and suggests the influence of external factors, for example different types of vegetation cover may influence microplastic concentrations and distributions in different ways (<xref ref-type="bibr" rid="B55">55</xref>). Moreover, inputs of microplastics from atmospheric deposition have been shown to increase during periods of high rainfall as a result of scavenging of particles into water droplets (<xref ref-type="bibr" rid="B56">56</xref>). This process may be particularly pronounced for light density polymers such as polypropylene, which was found more frequently in the winter month, that are more likely to be transported by wind. In addition, some reports suggest that surface runoff only contributes to a small proportion of mobilising microplastics (<xref ref-type="bibr" rid="B21">21</xref>), therefore this may depend on the polymer type, size, and morphology of the plastics, and requires further investigation. The influence of biota must also be considered as it has been shown that soil invertebrates such as earthworms are likely to incorporate microplastics into the soil (<xref ref-type="bibr" rid="B57">57</xref>). Similarly microbial communities have been shown to increase microplastic degradation in soils, particularly for biodegradable polymers (<xref ref-type="bibr" rid="B58">58</xref>).</p>
<p>Whilst the sampling strategy in this study aimed to gather representative samples across fields, it is possible that soil heterogeneity at field-scale may impact microplastic concentrations. Future studies may further consider this in relation to individual field and soil characteristics (e.g., slopes, presence of and proximity to hedgerows, soil grain size and density), especially as soil texture and organic carbon have been shown to influence the retention and transport of organic pollutants (<xref ref-type="bibr" rid="B59">59</xref>). It is important to consider that soils are a complex medium for which the development of microplastic extraction methods are currently in progress (<xref ref-type="bibr" rid="B35">35</xref>). Given that the spiked recoveries were generally low (42%), the values reported here may be an underestimate- in line with microplastic extraction methods generally which are estimated to be underestimated by 14% across all environmental media (<xref ref-type="bibr" rid="B60">60</xref>). Additionally, while the use of &#x3bc;FTIR allows for rapid detection of small microplastics, it is limited to the aperture size (10&#x2013;20 &#x3bc;m) (<xref ref-type="bibr" rid="B61">61</xref>) and is therefore likely to underestimate fibres which generally have a diameter below this limit.</p>
<p>We now know that there are microplastics in agricultural soils at appreciable levels, but to reduce or prevent the input of these plastics we must first elucidate their sources. Additionally, it is important to understand further the behaviour of microplastics in soils, and their fate once they are transported out of agricultural systems; farm fields may act as a sink and a pathway for microplastic to move through the environment. In particular, this may have implications for surrounding waterbodies that may receive the exported microplastics. In a local context, the River Test estuary downstream of agricultural areas has been shown to have high numbers of microplastics present in the water (<xref ref-type="bibr" rid="B28">28</xref>) to which agricultural soils may be contributing. Future studies should focus on how microplastics move through terrestrial systems, ideally at a catchment level (<xref ref-type="bibr" rid="B25">25</xref>). Simultaneously, we need to know what impact these microplastics are having in soils, including effects on soil fauna, food security and crop yields (<xref ref-type="bibr" rid="B62">62</xref>).</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>Understanding the sources of microplastic contamination in soils is imperative for future mitigation strategies to be effective. Overall, this study suggests that biosolids, whilst are likely a contributor, are not the sole source of microplastics in agricultural soils. The variability in results seen here highlights the complexity of determining microplastic concentrations in heterogeneous agricultural soils&#x2019; and given the variety of microplastic types found here suggests that multiple sources may be contributing. Additionally, the difference in microplastic concentrations between seasons here suggests that the dynamic nature of the agricultural soil environment may result in soils being a vector for microplastics into the wider environment, so further research is required to determine source and sink dynamics.</p>
</sec>
<sec id="s6" 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="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>FR contributed to conceptualization, methodology, formal analysis, investigation and, writing. AH, MH, PS and IW contributed to conceptualization, review, editing, and supervision. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by Engineering and Physical Sciences Research Council funded Centre for Doctoral Training in Sustainable Infrastructure Systems (&#x2018;Managing emerging pollutants in wastewater systems&#x2019;, grant number EP/L01582X/1), and Southern Water.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to thank Harold Makant of Natural England for assisting with fining study sites and the landowners for their cooperation with soil sampling throughout the study.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The authors declare that this study received funding from Southern Water. The funder was not involved in the study design, collection, analysis, interpretation of data, the writing of this article, or the decision to submit it for publication.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fsoil.2022.941837/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fsoil.2022.941837/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
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