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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2024.1502825</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>Weak effects of conventional and biodegradable microplastics on marine microbial communities</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lora</surname>
<given-names>Ulises</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Schenone</surname>
<given-names>Luca</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Forn</surname>
<given-names>Irene</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Peters</surname>
<given-names>Francesc</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Piiparinen</surname>
<given-names>Jonna</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Kaartokallio</surname>
<given-names>Hermanni</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Lehtiniemi</surname>
<given-names>Maiju</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Sala</surname>
<given-names>Maria Montserrat</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Departament de Biologia Marina i Oceanografia, Institut de Ci&#xe8;ncies del Mar (ICM-CSIC)</institution>, <addr-line>Barcelona, Catalonia</addr-line>, <country>Spain</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Limnology laboratory, INIBIOMA-CONICET, Universidad Nacional del Comahue</institution>, <addr-line>San Carlos de Bariloche</addr-line>, <country>Argentina</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Marine and Freshwater Solutions Unit, Finnish Environment Institute (Syke)</institution>, <addr-line>Helsinki</addr-line>, <country>Finland</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Gordon T. Taylor, Stony Brook University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Sedat Gundogdu, &#xc7;ukurova University, T&#xfc;rkiye</p>
<p>Aditi Pandit, University of South Bohemia in &#x10c;esk&#xe9; Bud&#x11b;jovice, Czechia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Ulises Lora, <email xlink:href="mailto:ulora@icm.csic.es">ulora@icm.csic.es</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1502825</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>09</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Lora, Schenone, Forn, Peters, Piiparinen, Kaartokallio, Lehtiniemi and Sala</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Lora, Schenone, Forn, Peters, Piiparinen, Kaartokallio, Lehtiniemi and Sala</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>Microplastics are ubiquitous in marine ecosystems and are suitable matrices for bacterial attachment and growth. Studies on the microbes growing on plastics are mainly done using flow cytometry and massive sequencing, which do not allow for the quantification of specific groups and their activity. Here we present the results from a mesocosm experiment, designed to compare the effects of biodegradable and conventional microplastics on planktonic communities of the Baltic Sea. Our specific aim was to study the effects on bacterial activity and abundance using epifluorescence microscopy techniques. Specifically, we applied BONCAT-FISH which simultaneously allows for phylogenetic identification and the detection of the activity of individual bacterial cells. In our experiment, mesocosms were filled with Baltic brackish seawater and amended with 20 microplastic beads&#xb7;ml<sup>-1</sup> in triplicates for several treatments: (i) None (control), (ii) PS, (iii) PLGA and (iv) PS + PLGA. Our results show a low impact of the presence and quality of microplastics on marine bacterial communities during the first 11 days of exposure, with only weak differences in the activity of bacterial communities growing with biodegradable or conventional microplastics additions.</p>
</abstract>
<kwd-group>
<kwd>microplastics</kwd>
<kwd>CARD-FISH</kwd>
<kwd>BONCAT</kwd>
<kwd>mesocosm experiment</kwd>
<kwd>conventional plastic</kwd>
<kwd>biodegradable plastic</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="81"/>
<page-count count="11"/>
<word-count count="5047"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Aquatic Microbiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The term Plastic Age has been used to describe the current period of human history (<xref ref-type="bibr" rid="B70">Thompson et&#xa0;al., 2009</xref>). The intense consumption and rapid disposal of plastic products are leading to a visible accumulation of plastic debris (<xref ref-type="bibr" rid="B6">Barnes et&#xa0;al., 2009</xref>), with the global load of plastic on the open ocean surface estimated to be in the order of tens of thousands of tons (<xref ref-type="bibr" rid="B11">C&#xf3;zar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B73">Van Sebille et&#xa0;al., 2015</xref>), causing rising concern. When released into the environment, plastic litter undergoes fragmentation through various physical and chemical processes. Physical processes, such as UV radiation, wave action, and abrasion from sand or other particles, contribute to breaking down larger plastic items into smaller fragments (<xref ref-type="bibr" rid="B4">Andrady, 2011</xref>; <xref ref-type="bibr" rid="B25">Gewert et&#xa0;al., 2015</xref>). Additionally, chemical processes, including oxidation and hydrolysis, further degrade plastics by altering their molecular structure and increasing brittleness (<xref ref-type="bibr" rid="B21">Fotopoulou and Karapanagioti, 2012</xref>). Together, these processes lead to the formation of small plastic particles, commonly referred to as microplastics (MPs) (&lt;5 mm) (<xref ref-type="bibr" rid="B6">Barnes et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B16">Dussud et&#xa0;al., 2018</xref>). These fragments, when smaller than 1 mm in size, are easily ingested by zooplankton and subsequently excreted within fecal pellets (<xref ref-type="bibr" rid="B28">Gunaalan et&#xa0;al., 2023</xref>). These pellets act as means of vertical transportation, in addition to providing a source of food for marine organisms. Biofouled plastics also transport non-native species (<xref ref-type="bibr" rid="B72">Urbanek et&#xa0;al., 2018</xref>) and, as a result, microorganisms that naturally occur in one part of the world can be transported by marine debris into new distinct habitats, potentially leading to adverse effects on marine ecosystems (<xref ref-type="bibr" rid="B81">Zettler et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B14">De Tender et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B13">Debroas et&#xa0;al., 2017</xref>).</p>
<p>Polyethylene (PE) prevails in the composition of plastic waste at sea surface, followed by polypropylene (PP) and polystyrene (PS) (<xref ref-type="bibr" rid="B5">Auta et&#xa0;al., 2017</xref>). PS is a long-lasting thermoplastic that is generally thought to be nonbiodegradable. Actually, biodegradation of PS does occur but at a very slow rate in natural environments, therefore PS can persist for long periods of time as solid waste (<xref ref-type="bibr" rid="B33">Ho et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B74">Vesam&#xe4;ki et&#xa0;al., 2022</xref>). <xref ref-type="bibr" rid="B36">Kaplan et&#xa0;al. (1979)</xref> stated that in cultivated soils containing a wide range of fungi, microbes, and invertebrates, degradation of PS is less than 1% after 90 days with no significant increase in degradation rate beyond this point. In contrast, <xref ref-type="bibr" rid="B53">Otake et&#xa0;al. (1995)</xref> reported that a sheet of PS buried in soil for 32 years showed no signs of degradation. As an alternative for these conventional plastics, the interest in biodegradable plastics has risen, although their degradation rates are very slow in nature (<xref ref-type="bibr" rid="B75">Wang et&#xa0;al., 2021</xref>) unless they are under certain industrial conditions (<xref ref-type="bibr" rid="B29">Haider et&#xa0;al., 2019</xref>). PolyLactic co-Glycolic Acid (PLGA) is a biodegradable plastic that showed a 100% degradation rate after 270 days in seawater (<xref ref-type="bibr" rid="B75">Wang et&#xa0;al., 2021</xref>).</p>
<p>In recent years, the environmental impacts of microplastics (MPs) have garnered increased attention, particularly regarding their prevalence and potential effects on marine ecosystems (<xref ref-type="bibr" rid="B12">Da Costa et&#xa0;al., 2020</xref>). Studies highlight that MPs are not only pervasive but may pose significant ecological risks due to their persistence and interaction with various marine organisms (<xref ref-type="bibr" rid="B57">Reichelt and Gorokhova, 2020</xref>). Recent research underscores the role of MPs as vectors for pollutant transport and potential disruptors of microbial community dynamics in the Baltic Sea and other marine environments (<xref ref-type="bibr" rid="B64">Schernewski et&#xa0;al., 2020</xref>). Additionally, findings from the Warnow Estuary in the southwestern Baltic Sea emphasize the diverse sources of MPs in urbanized estuaries, illustrating the complex pathways by which these pollutants enter marine systems and accumulate (<xref ref-type="bibr" rid="B55">Piehl et&#xa0;al., 2021</xref>).</p>
<p>Bacteria play a key role in the degradation of organic matter in the ocean as well as of anthropogenic materials such as microplastics (<xref ref-type="bibr" rid="B71">Torena et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B47">Miri et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B69">Thakur et&#xa0;al., 2023</xref>). To date, research on the MP-bacteria interaction has focused on three main areas: (a) the establishment of plastic-specific biofilms (the so-called plastisphere); (b) the enrichment of pathogenic bacteria, particularly members of the genus Vibrio, coupled to a vector function of MPs; and (c) the microbial degradation of MPs in the marine environment (<xref ref-type="bibr" rid="B50">Oberbeckmann and Labrenz, 2019</xref>). Although some authors have observed stimulation of bacterial activity after MP addition (<xref ref-type="bibr" rid="B60">Romera-Castillo et&#xa0;al., 2022</xref>), others found a decrease in extracellular enzyme activity (<xref ref-type="bibr" rid="B10">Caruso et&#xa0;al., 2018</xref>). However, fewer studies have attempted to identify the specific bacterial groups that exhibit increased activity (<xref ref-type="bibr" rid="B8">Birnstiel et&#xa0;al., 2022</xref>). New advances in culture-independent methods for measuring cellular activity, such as BioOrthogonal NonCanonical Amino acid Tagging (BONCAT) (<xref ref-type="bibr" rid="B31">Hatzenpichler et&#xa0;al., 2014</xref>) coupled with FISH (CAtalysed Reporter Deposition Fluorescence <italic>In Situ</italic> Hybridization) (<xref ref-type="bibr" rid="B54">Pernthaler et&#xa0;al., 2004</xref>), show promise in answering questions related to substrate preference, relative activity levels, and phylogenetic identity of active members of marine communities (<xref ref-type="bibr" rid="B9">Buongiorno, 2018</xref>).</p>
<p>The persistence of both conventional and biodegradable plastics in marine environments presents complex ecological challenges, as they may alter microbial communities and biogeochemical processes (<xref ref-type="bibr" rid="B19">Eronen-Rasimus et&#xa0;al., 2022</xref>). Recent findings indicate that degradation rates and microbial colonization vary significantly among bioplastic materials, suggesting that specific environmental conditions, like those in the brackish Baltic Sea, may influence microbial responses and degradation dynamics. This highlights the need to evaluate the environmental fate of bioplastics across diverse marine ecosystems to inform sustainable material choices and pollution mitigation efforts. Therefore, the aim of our work was to elucidate the stimulation of bacterial growth of &#x3b1;-, &#x3b2;- and &#x3b3;-proteobacteria and Bacteroidetes in response to the addition of conventional (PS) and biodegradable (PLGA) microplastics, as well as a mixture of both (MIX). We hypothesized that PLGA, due to its higher lability, would show a stimulation of certain primary bacterial colonizer groups, such as &#x3b3;-proteobacteria, after the 10th day of incubation.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Experimental setup</title>
<p>Coastal Baltic seawater (salinity 5.34&#x2030;, temperature 14&#xb0;C) was pumped from 5 m depth in the middle of the Gulf of Finland (depth of the station 70m) on the research vessel <italic>Aranda</italic> into 4 m<sup>3</sup> tanks on 15<sup>th</sup> of August, 2019. The water was pre-filtered through a 100 &#xb5;m mesh into twelve mesocosms (320 l). Ammonium (~3 &#xb5;mol&#xb7;l<sup>-1</sup>) and phosphate (0.6-0.8 &#xb5;mol&#xb7;l<sup>-1</sup>) were present in the water and oxygen was 5.75 ml&#xb7;l<sup>-1</sup>.</p>
<p>Mesocosms were amended with 20 MP beads&#xb7;ml<sup>-1</sup> (10 &#xb5;m in diameter) in triplicates of each treatment group: None (K, control), conventional polystyrene (PS), biodegradable polylactic co-glycolic acid (PLGA), and a combination of both PS and PLGA (MIX). PS (Thermo Fisher) was fluorescent under green light (orange) and PLGA (Sigma-Aldrich) was fluorescent under blue light (green).</p>
<p>The experiment was conducted at a controlled temperature of 14&#xb0;C and light/dark cycle of 12 h/12 h from August 26<sup>th</sup> to September 6<sup>th</sup> at Syke Marine Research Laboratory, Finland. The mesocosms were sampled every two days for bacterial production, and for BONCAT, FISH and DAPI on the last day. Immediately following each sampling event, the samples underwent filtration and fixation, and filters were then transported frozen from Helsinki to the ICM to follow the hybridization, fluorescence and counting procedures.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Fluorescent techniques</title>
<p>We used three different fluorescent approaches for our study. In all instances, we filtered 5 ml of sampled water through a 0.2 &#xb5;m pore-size polycarbonate filter (Whatman<sup>&#xae;</sup> Cyclopore<sup>&#xae;</sup>) for free-living bacteria on the 11<sup>th</sup> day and they were observed under the microscope using: DAPI (4&#x2032;,6-diamidino-2-phenylindole), which stains all bacteria; CARD-FISH, which highlights specific targeted groups of bacteria; and BONCAT, which shows translationally active cells.</p>
<sec id="s2_2_1">
<label>2.2.1</label>
<title>Bacterial abundance</title>
<p>DAPI staining was used to estimate bacterial abundance, as well as to double-check cells analyzed with other fluorescent techniques such as CARD-FISH or BONCAT, following a modified protocol from <xref ref-type="bibr" rid="B56">Porter and Feig (1980)</xref>. Samples (4.5 ml) were fixed with 0.5 ml of 10% glutaraldehyde and incubated for at least one hour (but no more than 24 h) at 4&#xb0;C in the dark. The samples were stained by adding 50 &#xb5;l of DAPI (0.5 mg&#xb7;ml<sup>-1</sup>) to 5 ml of fixed sample and filtered through 0.2 &#xb5;m polycarbonate black filters.</p>
</sec>
<sec id="s2_2_2">
<label>2.2.2</label>
<title>BONCAT-FISH</title>
<p>Single-cell activity was estimated following a modification to the <xref ref-type="bibr" rid="B32">Hatzenpichler and Orphan (2015)</xref> protocol by applying a triple labelling with DAPI, CARD-FISH and BONCAT to assess the <italic>in situ</italic> translational activity of all cells and specific groups of bacteria.</p>
<p>This technique is based on the <italic>in vivo</italic> incorporation of artificial amino acids that carry modifiable chemical tags into newly synthesized proteins. After the chemical fixation of cells, surrogate-containing proteins can be detected by whole-cell fluorescence staining using azide-alkyne click chemistry.</p>
<p>For this experiment, 4.5 ml samples were collected from each treatment group and incubated with L-Homopropargylglycine (HPG; final concentration 1 &#x3bc;M) for 2 h. Incubations were performed in triplicate. Samples were fixed with 0.2 &#x3bc;m-filtered paraformaldehyde (PFA; final concentration 4% [v/v]) overnight at 4&#xb0;C, filtered onto a 0.2 &#x3bc;m pore size white polycarbonate filter, and stored at &#x2212;80&#xb0;C until further processing. After thawing, the filters were dipped in a previously boiled 0.1% (w/w) low-gelling-point agarose solution to ensure cell attachment to the filter and to prevent cell loss during permeabilization and downstream procedures. These were then dried at 37&#xb0;C and dehydrated with 95% ethanol. Bacterial cells were permeabilized with lysozyme (10 mg&#xb7;ml<sup>&#x2212;1</sup>; 0.05 M EDTA, 0.1 M Tris-HCL, 1 h) and achromopeptidase (2 &#x3bc;L&#xb7;ml<sup>&#x2212;1</sup>; 0.01 M NaCl, 0.01 M Tris-HCl, pH 8 30 min) at 37&#xb0;C.</p>
<p>For CARD-FISH, we followed a modified version of <xref ref-type="bibr" rid="B54">Pernthaler et&#xa0;al. (2004)</xref> protocol as previously outlined by <xref ref-type="bibr" rid="B65">Sebasti&#xe1;n et&#xa0;al. (2019)</xref>. Filter portions were hybridized with the following horseradish peroxidase (HRP)-labelled (fluorescent marker) probes which bind by complementarity to specific rRNA sequences: ALF968 which targets &#x3b1;-proteobacteria (<xref ref-type="bibr" rid="B49">Neef, 1997</xref>), BET42a which targets &#x3b2;-proteobacteria (<xref ref-type="bibr" rid="B44">Manz et&#xa0;al., 1992</xref>), GAM42a which targets &#x3b3;-proteobacteria (<xref ref-type="bibr" rid="B44">Manz et&#xa0;al., 1992</xref>) and CF968 which targets Bacteroidetes (<xref ref-type="bibr" rid="B1">Acinas et&#xa0;al., 2014</xref>). Specific hybridization conditions were established by addition of formamide to the hybridization buffers (45% formamide for the ALF968 probe and 55% for the other probes). Hybridization was performed overnight at 35&#xb0;C. For amplification, a tyramide labelled with Alexa488 was used.</p>
<p>Cu(I)-catalysed click chemistry was later conducted following a method by <xref ref-type="bibr" rid="B40">Leizeaga et&#xa0;al. (2017)</xref>. For the click reaction, the dye-premix was prepared by mixing 12.5 &#x3bc;L of copper sulphate (CuSO<sub>4</sub>(H<sub>2</sub>O)<sub>5</sub>; 20mM), 10 &#x3bc;L of Alexa594 azide dye and 25 &#x3bc;L of Tris[(1-hydroxypropyl-1H-1,2,3-triazol-4-yl)methyl]amine (THPTA; 50 mM), and left to react at room temperature for 3 minutes in absence of light. Meanwhile, 125 &#xb5;L of a freshly prepared 10 mM solution of sodium ascorbate (in phosphate buffer saline, PBS) and 125 &#xb5;L of a freshly prepared 10 mM solution of aminoguanidine hydrochloride (in PBS) were added to 2.21 ml of PBS solution. In order to prepare the click reaction mixture, the dye-premix was added to the PBS-ascorbate-aminoguanidine mix and the tube was inverted twice. The portions of filters were then placed in an empty 1.5 ml Eppendorf tube and the reaction mix was added up to the cap, to further avoid production of air bubbles and to maintain reducing conditions. The click reaction was incubated at room temperature for 30 minutes in the dark and the filters were then washed three times for 3 minutes each in PBS-filled petri dishes. A final 1 h wash with a 1:1 PBS: Ethanol solution was performed to reduce the fluorescence background.</p>
<p>Filters portions were counterstained with 4&#x2032;,6-diamidino-2-phenylindole (DAPI; final concentration 0.5 &#x3bc;g&#xb7;ml<sup>&#x2212;1</sup>) in order to quantify the relative abundance of each targeted phylogenetic group and their single-cell activity.</p>
<p>Black and white images were obtained using an Axio Imager.Z2m epifluorescence microscope connected to a Zeiss camera (AxioCam MRm, Carl Zeiss MicroImaging, S.L., Barcelona, Spain) at 630x magnification, through use of the Axiovision software. The coordinates of the samples were obtained using the <italic>SamLoc</italic> software and subsequently analyzed using <italic>ACMEtool</italic>. A Colibri LED light source (Carl Zeiss) with three light-emitting diodes was used and all images (between 10 and 48 images per filter) were acquired using 30-60 ms exposure time for DAPI, 100 - 150 ms exposure time for CARD-FISH and 150 - 350 ms exposure time for BONCAT (A594). The exposure times of each bacteria group were calculated for each treatment at each time point. The percentage of FISH+ and BONCAT+ cells was calculated in relation to the DAPI counts. <italic>ACMEtoo</italic>l was used for the analysis of the images, as described in <xref ref-type="bibr" rid="B40">Leizeaga et&#xa0;al. (2017)</xref>, and for subtracting the background of the samples. To address background noise, the signal-to-background ratio of the cells was adjusted.</p>
</sec>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Bacterial production</title>
<p>Bacterial production was measured by determining the incorporation of <sup>14</sup>C-leucine (Leu) for protein synthesis (BPL). At all sampling dates, five subsamples of 1 ml were taken from each mesocosm unit. Two of the subsamples were fixed with formaldehyde (final concentration 1.85%) and served as a blank of non-biological adsorption of the radio isotope. All samples were spiked with [14C (U)]-leucine (PerkinElmer) at a final saturating concentration of 150 nM. The samples were incubated at the experimental temperature (14&#xb0;C) for 1 h in darkness. The incubations were stopped by adding formaldehyde to a final concentration of 1.85%. The unincorporated radioactive substrate was removed, using the standard cold trichloroacetic acid (TCA) extraction method (<xref ref-type="bibr" rid="B22">Fuhrman and Azam, 1982</xref>). The samples (1 ml) were centrifuged (<xref ref-type="bibr" rid="B66">Smith and Azam, 1992</xref>) and the pellets were dissolved in an Insta-Gel Plus scintillation cocktail (PerkinElmer), and the radioactivity was determined with a Wallac WinSpectral 1414 counter.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Statistical analysis</title>
<p>To assess variability among the treatments set in the mesocosm experiments, statistical analyses were performed on our key response variables: bacterial abundance, activity, community composition and bacterial production. A one-way ANOVA was used for single-factor analyses, while multifactorial two-way ANOVA with interaction terms was employed to explore the combined effects of the treatments and incubation time on the response variables. Tukey&#x2019;s <italic>post-hoc</italic> tests were conducted following ANOVA to identify significant differences between treatment levels. Normality and homoscedasticity of residuals were assessed using the Shapiro-Wilk test for normality, and homoscedasticity was tested with the Brown-Forsythe test for one-way ANOVA or Spearman&#x2019;s test for two-way ANOVA. All statistical analyses were conducted in GraphPad Prism 9, with significance defined as p &lt; 0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>Bacterial concentrations on the last day of the experiment varied between 4.45 x 10<sup>6</sup> and 7.19 x 10<sup>6</sup> cells&#xb7;ml<sup>-1</sup> (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), with no statistical differences observed among treatments (one-way ANOVA test, p = 0.2401).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Bacterial concentration (mean &#xb1; standard deviation, n=3) at the end of the experiment (day 11) in the treatments. K: control; PS (polystyrene); PLGA (biodegradable MP); MIX (mixture of PS+PLGA).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1502825-g001.tif"/>
</fig>
<p>The percentage of BONCAT+, <italic>i.e.</italic> active bacteria (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), was significantly higher (one-way ANOVA test, p = 0.0010) in all treatments amended with MPs compared to the control K (53%): PS (67%, p = 0.0063**); PLGA (62%, p = 0.0275*) MIX (68%, p = 0.0007***). No differences were found between the MP-amended treatments (Tukey p &gt; 0.05).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Percentage of BONCAT+ bacteria at the end of the experiment (day 11) in the treatments. K: control; PS (polystyrene); PLGA (biodegradable MP); MIX (mixture of PS+PLGA). Different letters indicate significant differences among treatments [ANOVA followed by a <italic>post hoc</italic> Tukey&#x2019;s test (P &lt; 0.05)].</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1502825-g002.tif"/>
</fig>
<p>The four CARD-FISH probes chosen for our experiment (&#x3b1;-proteobacteria, &#x3b2;-proteobacteria, &#x3b3;-proteobacteria and Bacteroidetes) covered between 27% and 37% of all bacteria present in the experiment. For better clarity, results are presented based on the known part of the community. The most abundant group was found to be &#x3b2;-proteobacteria, accounting for between 50% and 56%, while the least abundant group was Bacteroidetes, accounting for 8%-11% (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). No significant differences in bacterial composition among treatments were detected (two-way ANOVA p = 0.3602) nor in the interaction between treatments and phylogenetic groups (p = 0.9962), leaving phylogenetic groups as the only significant source of variation (p &lt; 0.0001****). These probes targeted an average of 30% of the total bacteria detected, with a higher detection in the K treatment and similar detection rates among treatment groups amended with MPs (K: 37%; PS: 28%; PLGA: 27%; MIX: 27%).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Bacterial community composition (%) at the end of the experiment (day 11) in the treatments. K: control; PS (polystyrene); PLGA (biodegradable MP); MIX (mixture of PS+PLGA).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1502825-g003.tif"/>
</fig>
<p>The combination of the three fluorescence techniques (BONCAT, CARD-FISH and DAPI) allowed for observation of active bacteria within each phylogenetic group (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). No significant differences among treatments were found (two-way ANOVA test, p = 0.3879) nor interaction between treatments and phylogenetic groups (p = 0.2250), leaving phylogenetic groups as the only significant source of variation (p &lt; 0.0001****).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Percentage of active bacteria (mean &#xb1; standard deviation, n=3) at the end of the experiment (day 11) in the treatments. K: control; PS (polystyrene); PLGA (biodegradable MP); MIX (mixture of PS+PLGA).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1502825-g004.tif"/>
</fig>
<p>Bacterial production, measured through leucine incorporation, followed the same trend in all treatments with no significant treatment effect (two-way ANOVA test p = 0.4323), increasing from 1.73 &#xb1; 0.13 nmol&#xb7;l<sup>-1</sup>&#xb7;h<sup>-1</sup> on day 1 to 6.43 &#xb1; 1.26 nmol&#xb7;l<sup>-1</sup>&#xb7;h<sup>-1</sup> on day 5 and then decreasing to a level 5.33 &#xb1; 0.77 nmol&#xb7;l<sup>-1</sup>&#xb7;h<sup>-1</sup> for the rest of the experiment (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Total leucine incorporation (mean &#xb1; standard deviation, n=3) during the experiment. K: control; PS (polystyrene); PLGA (biodegradable MP); MIX (mixture of PS+PLGA).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1502825-g005.tif"/>
</fig>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Microplastics are present in the Baltic Sea, with average concentrations of 0.21 &#xb1; 0.15 particles&#xb7;m<sup>-3</sup> in water (<xref ref-type="bibr" rid="B7">Beer et&#xa0;al., 2018</xref>) and 1.34 particles per individual coastal fish (<xref ref-type="bibr" rid="B62">Sainio et&#xa0;al., 2021</xref>). However, no increase in MP concentration has been proven from 1987 to 2015 (<xref ref-type="bibr" rid="B7">Beer et&#xa0;al., 2018</xref>). Other studies have found up to 10 times higher concentrations (<xref ref-type="bibr" rid="B43">Lusher et&#xa0;al., 2014</xref>) or even up to 501 particles&#xb7;m<sup>-3</sup> (<xref ref-type="bibr" rid="B18">Enders et&#xa0;al., 2015</xref>), underscoring the need for standardized methods for the determination of microplastics in water to facilitate better comparison across studies. We amended our experiment with a lower concentration of MPs than previous studies (<xref ref-type="bibr" rid="B27">Grigorakis and Drouillard, 2018</xref>) which may be a more suitable approach to assess the impacts of higher concentrations of MPs in seawater in the future. By the time of the experiment, we did not know the concentration of 10 &#xb5;m particles in natural waters but they have been detected later in the marine environment (<xref ref-type="bibr" rid="B59">Ripken et&#xa0;al., 2021</xref>). The concentration of 20 MP beads&#xb7;ml<sup>-1</sup> is higher compared to natural concentration of 350 &#x3bc;m &#x2013; 5.7 mm particles in seawater accounting for &lt; 1 - 7.73&#xb7;m<sup>-3</sup> (<xref ref-type="bibr" rid="B24">Gewert et&#xa0;al., 2017</xref>) in the Baltic Sea or 0.2 - 0.9&#xb7;m<sup>-3</sup> for particles &gt; 500&#x3bc;m globally (<xref ref-type="bibr" rid="B20">Everaert et&#xa0;al., 2018</xref>). MPs ranged between 3 &#x2013; 20 &#x3bc;m in size were found in concentrations up to 16800 particles&#xb7;m<sup>-3</sup> in Los Angeles river and up to 11950 particles&#xb7;m<sup>-3</sup> on its coastline (<xref ref-type="bibr" rid="B76">Wiggin and Holland, 2019</xref>). Since we used particles close to the nanoplastics range, which are more abundant due to fragmentation, we assumed their concentration would be a few orders of magnitude higher. Our concentrations, although still higher than in nature in order to trigger significant effects, were markedly lower than those added in similar experiments.</p>
<p>The results of our comparison of the effects of conventional and biodegradable microplastics on bacteria in the Baltic Sea show a general increase in the percentage of active bacteria with the addition of MPs. However, there were no differences in bacterial abundance, composition, or leucine incorporation. This minimal impact of both conventional and biodegradable microplastics (MPs) suggests that microbial communities in the Baltic Sea may have inherent resilience to short-term MP exposure. The weak microbial response could be influenced by the availability of other organic matter sources within the mesocosms, which may reduce the bacteria&#x2019;s dependence on MPs as carbon or nutrient sources. This is consistent with findings by <xref ref-type="bibr" rid="B61">Romera-Castillo et&#xa0;al. (2018)</xref>, who observed that microbial activity related to MP-derived organic matter tends to be more evident in environments where MPs are one of the main carbon sources. Similar observations were made by <xref ref-type="bibr" rid="B45">Marchant et&#xa0;al. (2023)</xref>, who found that even under nutrient enrichment, microplastic exposure did not significantly affect freshwater community composition or ecosystem function in semi-natural mesocosms. This aligns with findings suggesting that moderate MP levels may not disrupt microbial communities in complex environments with multiple resource inputs (<xref ref-type="bibr" rid="B67">Stankovi&#x107; et&#xa0;al., 2022</xref>, <xref ref-type="bibr" rid="B79">Y&#x131;ld&#x131;z et&#xa0;al., 2022</xref>). The Baltic Sea&#x2019;s specific environmental conditions, including lower temperatures, could also constrain microbial growth, preventing a pronounced response to MPs in the short term.</p>
<p>In comparison with previous studies, our results align with those that have observed weak or negligible effects of MPs on microbial communities (e.g., <xref ref-type="bibr" rid="B60">Romera-Castillo et&#xa0;al., 2022</xref>). While some studies report shifts in bacterial community composition following MP exposure (e.g., <xref ref-type="bibr" rid="B10">Caruso et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B26">Gong et&#xa0;al., 2023</xref>), such effects were generally observed over longer durations or at higher MP concentrations. This study, with lower MP concentrations and a shorter exposure time, reflects conditions closer to those in natural settings and supports the hypothesis that moderate MP levels may not significantly disrupt microbial communities in the early stages. Contrastingly, experiments with prolonged MP exposure, such as those by <xref ref-type="bibr" rid="B17">Eich et&#xa0;al. (2015)</xref>, reveal potential longer-term shifts in bacterial diversity and function, particularly under nutrient-enriched or closed-system conditions. Throughout the experiment, no microorganisms were observed to attach to the MPs. This finding is consistent with the results of a shorter, 6-day experiment conducted by <xref ref-type="bibr" rid="B60">Romera-Castillo et&#xa0;al. (2022)</xref>. However, microplastics not only provide a surface for bacterial growth (<xref ref-type="bibr" rid="B35">Jacquin et&#xa0;al., 2018</xref>), but can also leach carbon, enhancing bacterial growth (<xref ref-type="bibr" rid="B23">Galgani et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B61">Romera-Castillo et&#xa0;al., 2018</xref>) or decreasing extracellular enzyme activity (<xref ref-type="bibr" rid="B10">Caruso et&#xa0;al., 2018</xref>). In environments where plastics are the sole carbon source, it is likely that bacteria utilize this carbon for growth as suggested by <xref ref-type="bibr" rid="B33">Ho et&#xa0;al. (2018)</xref>. Nonetheless, in environments where other carbon sources are readily available, the rate of MP biodegradation may be significantly diminished. In contrast with our initial hypothesis, PLGA failed to stimulate growth nor promote changes in bacterial composition when compared to PS, despite its accelerated biodegradability (<xref ref-type="bibr" rid="B75">Wang et&#xa0;al., 2021</xref>). We expected to observe significant changes in bacterial concentrations and activity in the first 11 days of the experiment given that MPs leached carbon that could be used by bacterioplankton in a 6-day experiment (<xref ref-type="bibr" rid="B60">Romera-Castillo et&#xa0;al., 2022</xref>). Previous studies have demonstrated that biodegradable MPs enhance the uptake of exogenous carbohydrates and amino acids by bacteria after 60 days in soil experiments (<xref ref-type="bibr" rid="B68">Sun et&#xa0;al., 2022</xref>) as well as in sediment experiments amended with conventional plastics (<xref ref-type="bibr" rid="B78">Yao et&#xa0;al., 2023</xref>). This comparison underscores the need for studies across different temporal and spatial scales to accurately predict MP impacts on marine microbial ecosystems.</p>
<p>No clear differences in the abundance of the four phylogenetic groups were observed between the MP-amended treatments. Furthermore, the proportion of active cells in all groups was similar. The CARD-FISH probes selected for this study were chosen based on their suitability for detecting the most abundant bacterial groups in the Baltic Sea. Although the Baltic Sea is predominantly populated by Bacteroidetes, it is significantly influenced by typical freshwater phylogenetic groups, such as &#x3b2;-proteobacteria, whose abundance is observed to increase during the summer months (<xref ref-type="bibr" rid="B58">Riemann et&#xa0;al., 2008</xref>). However, we must consider that the four CARD-FISH probes used in this experiment targeted, on average, a 30% of the total bacteria present in the experiment, a lower percentage than what is typically recovered in the Mediterranean. The absence of differences in the bacterial composition and the number of active cells in our experiment may hide the existence of a fast-responding group of bacteria which may not have been detected with our probes.</p>
<p>CARD-FISH offers a robust approach for quantifying diverse bacterial groups, although it has several limitations. First, the technique is dependent on the number and specificity of probes used, which are limited to previously identified lineages. Additionally, CARD-FISH may exhibit biases in both coverage and specificity due to the pronounced seasonality of microbial communities (<xref ref-type="bibr" rid="B2">Alonso-S&#xe1;ez et&#xa0;al., 2014</xref>). As a result, the taxonomic composition of targeted groups may fluctuate across seasons, potentially altering probe specificity and impacting abundance estimates. Furthermore, the accuracy of CARD-FISH can be affected by several factors, including incomplete probe coverage and specificity, variations in the amount and activity of endogenous peroxidases across different phylogenetic groups and environmental samples, challenges in detecting low-abundance or inactive community members, and difficulties in counting aggregated cells (<xref ref-type="bibr" rid="B54">Pernthaler et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B3">Amann and Fuchs, 2008</xref>).</p>
<p>The bacterial groups studied in our experiment have been found to be dominant in previous studies. In soil experiments with conventional MPs, Proteobacteria and Bacteroidetes were the dominant bacterial groups, with their relative abundances increasing after 90 days of incubation (<xref ref-type="bibr" rid="B41">Li et&#xa0;al., 2022</xref>). <xref ref-type="bibr" rid="B38">Koskinen et&#xa0;al. (2010)</xref> found that &#x3b3;-proteobacteria were the most prevalent group, representing 53% of all PCR reads. Generally, &#x3b3;-proteobacteria and &#x3b1;-proteobacteria have been identified as key players in primary colonization whereas Bacteroidetes stand out as a secondary colonizer (<xref ref-type="bibr" rid="B51">Oberbeckmann et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B15">D&#xed;az-Mendoza et&#xa0;al., 2020</xref>). However, with time, members of the Bacteroidetes phylum have also become increasingly abundant (<xref ref-type="bibr" rid="B39">Lee et&#xa0;al., 2008</xref>). Moreover, most bacteria that are able to degrade MPs belong to the phylum Proteobacteria, and have been studied in most biodegradation experiments (<xref ref-type="bibr" rid="B46">Matja&#x161;i&#x10d; et&#xa0;al., 2021</xref>) as well as Firmicutes, particularly the genus <italic>Bacillus</italic> (<xref ref-type="bibr" rid="B48">Muthukumar and Veerappapillai, 2015</xref>).</p>
<p>
<xref ref-type="bibr" rid="B26">Gong et&#xa0;al. (2023)</xref> found that Proteobacteria (15.3&#x2013;24.1%) were dominant in soil amended with 5 &#x3bc;m polystyrene beads, significantly increasing its abundance compared to a control. A study conducted in coastal sediments revealed that, after 14 days, communities were dominated by the genera <italic>Arcobacter</italic> and <italic>Colwellia</italic> (&#x3b3;-proteobacteria) which collectively accounted for 84%&#x2013;93% of sequences in the presence of polyethylene (<xref ref-type="bibr" rid="B30">Harrison et&#xa0;al., 2014</xref>).</p>
<p>BONCAT-FISH did not provide any significant differences in abundance or composition of the bacterial community, nor in the activity within those bacteria groups in the presence of biodegradable or conventional MPs. Nonetheless, significant differences were observed in the colonization over extended periods (6 weeks) of non-biodegradable and biodegradable plastics in terms of marine bacterial abundance, diversity and activity (<xref ref-type="bibr" rid="B17">Eich et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B16">Dussud et&#xa0;al., 2018</xref>). Similar to our findings, the presence of MPs did not have effects on the composition and abundance of the bacterial composition. However, it did influence the activity of these bacteria, as evidenced by a reduction in microbial extracellular enzymatic activities (<xref ref-type="bibr" rid="B10">Caruso et&#xa0;al., 2018</xref>), specifically those which are responsible for polymer degradation (<xref ref-type="bibr" rid="B63">Sala and G&#xfc;de, 2004</xref>).</p>
<p>It is noteworthy to mention that biodegradable plastics can only be considered so under specific conditions, as demonstrated in both controlled and uncontrolled environments (<xref ref-type="bibr" rid="B37">Kim et&#xa0;al., 2023</xref>). Biodegradable MPs have been observed not only to increase bacterial diversity but also to enrich environmentally friendly taxa (<xref ref-type="bibr" rid="B34">Hu et&#xa0;al., 2022</xref>), while conventional MPs have been shown to reduce biodiversity (<xref ref-type="bibr" rid="B52">Ogonowski et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B77">Xiang et&#xa0;al., 2024</xref>) and likely promote the growth of harmful taxa while hindering the recovery of community richness (<xref ref-type="bibr" rid="B41">Li et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B42">Li and Xiao, 2023</xref>). Additionally, the concentration of conventional MPs also seems to play an important role in diversity, with high concentrations enriching dominant bacteria and decreasing diversity indexes, whilst low MP concentrations seemed to have the opposite effect (<xref ref-type="bibr" rid="B80">Yuan et&#xa0;al., 2023</xref>).</p>
<p>Our findings hold important implications for environmental management and plastic pollution policies. The weak microbial response to MPs observed here suggests that, in the short term, the current levels of MPs in the Baltic Sea may not pose a substantial risk to microbial communities. However, as highlighted by <xref ref-type="bibr" rid="B55">Piehl et&#xa0;al. (2021)</xref> and <xref ref-type="bibr" rid="B64">Schernewski et&#xa0;al. (2020)</xref>, the accumulation of MPs over time, particularly in enclosed or semi-enclosed seas like the Baltic, could alter microbial functions critical for ecosystem health. Such changes may affect processes like organic matter decomposition and nutrient cycling, which are essential for maintaining marine ecosystem balance. Given the regulatory challenges associated with microplastic pollution, <xref ref-type="bibr" rid="B12">Da Costa et&#xa0;al. (2020)</xref> emphasize the importance of effective legislative frameworks that focus not only on plastic waste reduction but also on the mitigation of its long-term ecological impacts. Understanding the microbial interactions with MPs is therefore essential to inform strategies for plastic waste management and support the development of policies aimed at minimizing plastic pollution in marine ecosystems.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>The addition of microplastics showed a weak increase in the percentage of active cells compared to the control. This could lead to an increase in the concentration of those bacterial groups that are able to degrade plastics. However, this was not reflected by an increase in the activity of the specific groups targeted with the CARD-FISH probes used in this experiment. No significant differences were observed between the composition nor activity of the bacterial community in the presence of conventional or biodegradable MPs. The weak effect of MPs observed might be due to the low concentration of the additions made (20 MP beads&#xb7;ml<sup>-1</sup>) and the short duration of the experiment. This also suggests that the low MP concentrations that are found in nature do not have any clear effects in the first stages of MP addition. Many studies are carried out with unrealistically high MP concentrations, so more experiments with MP additions closer to natural conditions are needed.</p>
</sec>
</body>
<back>
<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>UL: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. LS: Writing &#x2013; review &amp; editing. IF: Methodology, Writing &#x2013; review &amp; editing. FP: Writing &#x2013; review &amp; editing. JP: Data curation, Formal analysis, Investigation, Methodology, Writing &#x2013; review &amp; editing. HK: Data curation, Formal analysis, Methodology, Writing &#x2013; review &amp; editing. ML: Funding acquisition, Project administration, Resources, Supervision, Writing &#x2013; review &amp; editing. MS: Conceptualization, Data curation, Funding acquisition, Methodology, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This project (PLASMIC: Effects of conventional and biodegradable microPLAStics on marine MICrobial communities; PIs: U. Lora and M.M. Sala) was supported by the EU H2020-INFRAIA project [grant number 731065] AQUACOSM: Network of Leading European AQUAtic MesoCOSM Facilities Connecting Mountains to Oceans from the Arctic to the Mediterranean - funded by the European Commission. Additional funding was partly provided by the EU HORIZON-CL6-2023-ZEROPOLLUTION-01 project ONE-BLUE (Ref No. 101134929)" and by the European Union - NextGeneration EU - as part of the MITECO program for the Spanish Recovery, Transformation and Resilience Plan (Recovery and Resilience Facility of the European Union established by the Regulation (EU) 2020/2094), and was entrusted to CSIC, AZTI, SOCIB, and the universities of Vigo and Cadiz.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank Marta Sebasti&#xe1;n for her contributions and suggestions on writing this paper. We also thank all the researchers in Syke that gave a helping hand in sampling and technical assistance making this project possible. And thanks to Nicole Peto for her selfless advice in helping to write and check this work. The study utilized Syke Marine Research Laboratory infrastructures as a part of the national FINMARI consortium.</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 author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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