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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2023.1268695</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>Study of sustainable HDPE-based materials for aquaculture applications: effects on fouling</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Sanjuan</surname>
<given-names>Eva</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<xref ref-type="author-notes" rid="fn004">
<sup>&#x2021;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/500130"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Barriga-Cuartero</surname>
<given-names>Javier</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2021;</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Andreu-S&#xe1;nchez</surname>
<given-names>Oscar</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Gonz&#xe1;lez</surname>
<given-names>Alberto</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Fouz</surname>
<given-names>Bel&#xe9;n</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-group>
<aff id="aff1">
<sup>1</sup>
<institution>Instituto Universitario BIOTECMED, Universitat de Val&#xe8;ncia</institution>, <addr-line>Burjassot</addr-line>, <country>Spain</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Departamento de Biolog&#xed;a Vegetal, &#xc1;rea de Edafolog&#xed;a y Qu&#xed;mica Agr&#xed;cola, Facultad de Farmacia, Universitat de Val&#xe8;ncia</institution>, <addr-line>Burjassot</addr-line>, <country>Spain</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>AIMPLAS, Instituto Tecnol&#xf3;gico del Pl&#xe1;stico, Parque Tecnol&#xf3;gico Valencia</institution>, <addr-line>Paterna</addr-line>, <country>Spain</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: S. S. S. Sarma, National Autonomous University of Mexico, Mexico</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Matteo Oliva, Centro Interuniversitario di Biologia Marina ed Ecologia Applicata &#x201c;G. Bacci&#x201d; di Livorno (CIBM), Italy; Adri&#xe1;n Cervantes Mart&#xed;nez, University of Quintana Roo, Mexico</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Bel&#xe9;n Fouz, <email xlink:href="mailto:belen.fouz@uv.es">belen.fouz@uv.es</email>
</p>
</fn>
<fn fn-type="present-address" id="fn003">
<p>&#x2020;Present address: Eva Sanjuan, Dpto. Bioqu&#xed;mica, Microbiolog&#xed;a, Biol. Celular y Gen&#xe9;tica, Facultad de Farmacia, Universidad de La Laguna, La Laguna, Spain</p>
</fn>
<fn fn-type="equal" id="fn004">
<p>&#x2021;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>03</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1268695</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>09</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Sanjuan, Barriga-Cuartero, Andreu-S&#xe1;nchez, Gonz&#xe1;lez and Fouz</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Sanjuan, Barriga-Cuartero, Andreu-S&#xe1;nchez, Gonz&#xe1;lez and Fouz</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>This study addresses one of the most common problems faced by the marine sector, namely the accumulation of organic matter and organisms on submerged surfaces. This biological phenomenon causes structural problems in aquatic systems and its mitigation implies a large economic outlay for marine aquaculture industry. Antifouling paints are being developed to help control this undesirable process; however, these treatments are problematic as they degrade and release biocides and heavy metals into the environment. In this context, our study focuses on developing more environmentally friendly antifouling strategies. For this purpose, we designed high-density polyethylene (HDPE) material functionalized with different copper compounds or silica, and subsequently tested their effects on biofilm formation by aquatic organisms at both laboratory and pilot scale. Bacterial species (<italic>Vibrio harveyi and Cellulophaga lytica</italic>) and diatoms (<italic>Nitzschia ovalis</italic>) known for producing biofilm were used. Our study revealed that material including copper pyrithione (CuPT) was highly effective in inhibiting bacterial and algal biofilm formation. Moreover, the ecotoxicological study covering three trophic levels (bacteria, algae and rotifers) indicated that none of the materials developed and tested herein was toxic. HDPE is easily moldable and suitable to produce built-in aquatic structures, and our results show that its functionalization with CuPT greatly improves its antifouling capacity. These findings represent a step forward in the fight against fouling in marine environments.</p>
</abstract>
<kwd-group>
<kwd>antifouling (AF)</kwd>
<kwd>HDPE (high-density polyethylene)</kwd>
<kwd>bacterial biofilm</kwd>
<kwd>algae colonization</kwd>
<kwd>aquaculture</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="2"/>
<equation-count count="1"/>
<ref-count count="43"/>
<page-count count="10"/>
<word-count count="4575"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Fisheries, Aquaculture and Living Resources</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>In marine environments, any submerged surface is affected by biofouling. This phenomenon is described as the unwanted outcome of the accumulation of micro- and macro- organisms, including bacteria, seaweed and barnacles (<xref ref-type="bibr" rid="B5">Callow and Callow, 2011</xref>; <xref ref-type="bibr" rid="B36">Seo et&#xa0;al., 2021</xref>). It is a stepwise process encompassing three main stages: initially, different organic molecules adhere to the surface, creating a conditioning film that enables bacteria and diatoms to settle; the second step is reversible as bacteria and algae may detach from the surface; in the last stage, microorganisms have created an environment suitable for the attachment of protozoa and small invertebrates, which form macroscopic biofouling (<xref ref-type="bibr" rid="B7">Donlan, 2002</xref>; <xref ref-type="bibr" rid="B33">Salta et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B10">Ferrari et&#xa0;al., 2015</xref>).</p>
<p>The settlement of fouling organisms on the surface of submerged materials causes a series of biological, chemical and physical changes (levels of ions, oxygen, pH&#x2026;), which promote coating deterioration due to the microbiologically influenced corrosion (MIC) (<xref ref-type="bibr" rid="B11">Ford et&#xa0;al., 1991</xref>; <xref ref-type="bibr" rid="B14">Gu, 2003</xref>). The adverse effects of marine biofouling are well documented, and are related to economic, environmental and/or safety issues (<xref ref-type="bibr" rid="B9">Endresen et&#xa0;al., 2003</xref>). Fouling degrades dock protections and mooring structures as well as causing surface roughness, leading to higher frictional resistance and thus increasing fuel consumption of ships (<xref ref-type="bibr" rid="B9">Endresen et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B31">Rosenhahn et&#xa0;al., 2010</xref>). Moreover, it is a major management issue in the aquaculture industry, since the settlement of organisms on nets and other structures may increase cage loads and reduce water exchange in cages, resulting in poor water quality and related adverse effects (<xref ref-type="bibr" rid="B6">Cardia and Lovatelli, 2016</xref>). Hence, it is fundamental to take measures to reduce the negative impact of biofouling on the marine industry.</p>
<p>In recent decades, high-density polyethylene (HDPE) has become one of the most widely used polymers due to its resistance to acids or solvents, impacts, traction, and to high or low temperatures (<xref ref-type="bibr" rid="B13">Geyer et&#xa0;al., 2017</xref>). Besides, HDPE is nontoxic, noncontaminating and fully recyclable. For all these reasons and given its resistance to marine organisms, abrasive seawater and UV rays, HDPE is used extensively in various industries such as the marine sector to build materials for boats or plumbing systems in ships, and for cages in aquaculture facilities (<xref ref-type="bibr" rid="B34">Saputra et&#xa0;al., 2021</xref>). Since these aquatic surfaces are susceptible to bacterial colonization, materials functionalized with antifouling agents could provide an excellent strategy to control the growth of microorganisms.</p>
<p>The antimicrobial properties of copper-containing composites have been recognized by numerous ancient civilizations and are, therefore, considered as one of the oldest fouling-degrading strategies (<xref ref-type="bibr" rid="B41">Woods Hole Oceanographic Institution, 1952</xref>). Although the precise antimicrobial mechanism of copper is not fully understood, two pathways have been proposed: i) membrane depolarization, which causes cell lysis due to a decrease in the difference in electric potential between the interior and exterior of the cell, and ii) reactive oxygen species (ROS) simultaneously oxidize diverse cellular substances (e.g., nucleic acids, proteins, and lipids) crucial for proper cell function (<xref ref-type="bibr" rid="B26">Mitra et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B25">Maan et&#xa0;al., 2020</xref>). The copper-based compounds most frequently used in antifouling paints included cuprous oxide (Cu<sub>2</sub>O), copper pyrithione (CuPT) and cuprous thiocyanate (CuSCN) (<xref ref-type="bibr" rid="B29">Paz-Villarraga et&#xa0;al., 2022</xref>).</p>
<p>Furthermore, some additives can act as surface modifiers, increasing efficiency and promoting anti-adhesion properties by modifying the wettability or hydrophobicity of surfaces and the surface-organism interactions (<xref ref-type="bibr" rid="B42">Yang et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B8">Eduok et&#xa0;al., 2017</xref>). The inclusion of silicon dioxide, also known as silica, could increase the hydrophobicity of the coating, which would result in reduced adhesion strength between the organism and the surface, thus facilitating removal (<xref ref-type="bibr" rid="B17">Hu et&#xa0;al., 2020</xref>).</p>
<p>In this study, HDPE has been functionalized with different copper compounds (Cu<sub>2</sub>O, CuSCN and CuPT) or silica, with subsequent testing of the antifouling properties of these materials. Laboratory and pilot scale assays were performed using bacterial species known for producing large amounts of biofilm and/or for their relevance in marine aquaculture environments (<italic>Vibrio harveyi</italic> and <italic>Cellulophaga lytica)</italic>, as well as diatoms (<italic>Nitzschia ovalis)</italic> with high biofilm formation capacity. Moreover, to ensure that functionalized HDPE does not pose a hazard to marine environments, an ecotoxicological study was carried out using a battery of standardized bioassays covering three trophic levels: decomposers (bacteria), producers (algae) and primary consumers (rotifers).</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Bacterial and diatom culture conditions</title>
<p>Two marine bacterial strains, <italic>V. harveyi</italic> CECT (Spanish Collection of Type Cultures) 5156 and <italic>C. lytica</italic> CECT 5014 were selected for this study since both species are recognized as early colonizers in the fouling process and are natural inhabitants of the Mediterranean Sea (<xref ref-type="bibr" rid="B21">Karunasagar et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B22">Kientz et&#xa0;al., 2016</xref>). Bacteria were routinely grown in Marine Broth (MB), or Tripticase Soja Broth (TSB) supplemented with 2.5% of NaCl (TSB-3) at 28 &#xb0;C for 24&#xa0;h (<italic>V.harveyi</italic>), or 48&#xa0;h (<italic>C. lytica</italic>). Bacteria were stored at &#x2212;80&#xb0;C in MB supplemented with 20% (v/v) glycerol.</p>
<p>The benthic microalgae <italic>Nitzschia ovalis</italic> BEA (Spanish Bank of Algae) 0423B, selected for this study was routinely grown in flasks containing 100&#xa0;ml of natural seawater supplemented with Guillard f/2 medium (<xref ref-type="bibr" rid="B15">Guillard, 1975</xref>) inoculated with 1 x 10<sup>5</sup> cells/ml of the microalgae in pre-stationary phase and supplemented with sea water. Cultures were incubated for 7 days in climatic chambers at 21&#xb0;C under a light intensity of 100 &#xb5;mol photons m<sup>2</sup>/s.</p>
</sec>
<sec id="s2_2">
<title>Preparation of material (additives)</title>
<p>High Density Polyethylene (HDPE) was functionalized with Cu<sub>2</sub>O, CuPT, CuSCN and/or silica (biocides registered for use in the European Union). For this purpose, mixes were blended and extruded through a co-rotative twin-screw extruder. Once the compounds were obtained, sheets with a thickness of 300 &#xb5;m were extruded using an L/D 30 single-screw extruder and a 100&#xa0;mm wide flat head. These sheets were cut into 12&#xa0;mm diameter discs or 10x22 cm sheets, as required for the assays. Sterilization of 12&#xa0;mm discs was carried out by UV radiation in a laminar flow cabinet, with 2 hours of radiation total time (1 hour on each side). Rectangular sheets were washed with 96% ethanol before immersion in seawater tanks for biofilm formation assays.</p>
<p>Different sets of functionalized HDPE were prepared, with the compounds/additives separately/individually or combined at different concentrations (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) to carry out the tests on a laboratory or pilot scale.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Additives and concentrations used to functionalize High Density Polyethylene (HDPE).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Material</th>
<th valign="middle" align="left">Additive</th>
<th valign="middle" align="left">Final concentration (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">CuSCN-2</td>
<td valign="middle" align="left">copper thiocyanate</td>
<td valign="middle" align="left">2</td>
</tr>
<tr>
<td valign="middle" align="left">CuSCN-4</td>
<td valign="middle" align="left">copper thiocyanate</td>
<td valign="middle" align="left">4</td>
</tr>
<tr>
<td valign="middle" align="left">Cu<sub>2</sub>O-2</td>
<td valign="middle" align="left">copper oxide</td>
<td valign="middle" align="left">2</td>
</tr>
<tr>
<td valign="middle" align="left">Cu<sub>2</sub>O-4*</td>
<td valign="middle" align="left">copper oxide</td>
<td valign="middle" align="left">4</td>
</tr>
<tr>
<td valign="middle" align="left">CuPT-2</td>
<td valign="middle" align="left">copper pyrithione</td>
<td valign="middle" align="left">2</td>
</tr>
<tr>
<td valign="middle" align="left">CuPT-4*</td>
<td valign="middle" align="left">copper pyrithione</td>
<td valign="middle" align="left">4</td>
</tr>
<tr>
<td valign="middle" align="left">SiO<sub>2</sub>-3*</td>
<td valign="middle" align="left">Silica</td>
<td valign="middle" align="left">3</td>
</tr>
<tr>
<td valign="middle" align="left">SiO<sub>2</sub>-5</td>
<td valign="middle" align="left">Silica</td>
<td valign="middle" align="left">5</td>
</tr>
<tr>
<td valign="middle" align="left">HDPE*</td>
<td valign="middle" align="left">&#x2013;</td>
<td valign="middle" align="left">&#x2013;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>*Used for ecotoxicological studies.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_3">
<title>Characterization of material</title>
<p>The morphology of the functionalized HDPE was microscopically characterized by a scanning electron microscopy (SEM) (Hitachi FE-SEM S-4800) with an accelerated voltage of 10 kV. Samples were attached to a metal sample holder using double-sided adhesive tape with carbon and were coated with gold-palladium (Au-Pd) by sputtering to make them electrically conductive.</p>
</sec>
<sec id="s2_4">
<title>Bacterial biofilm formation assays</title>
<p>Biofilm formation assays were performed with selected bacteria at laboratory and pilot scale.</p>
<p>Laboratory scale. The biofilm formed onto the surface of the discs was quantified by a modified crystal violet (CV) staining method (<xref ref-type="bibr" rid="B28">Niu and Gilbert, 2004</xref>). Sterilized 12&#xa0;mm discs were glued to the bottom of 24-wells cell culture plates. Briefly, overnight cultures in modified artificial seawater basal media [50 mM MgSO<sub>4</sub>, 10 mM CaCl<sub>2</sub>, 300 mM NaCl, 10 mM KCl, 0.0058% (wt/vol) K<sub>2</sub>HPO<sub>4</sub>, 10 &#x3bc;M FeSO<sub>4</sub>, 50 mM Tris-HCl (pH 7.5)] supplemented with 0.3% glycerol as carbon source (ASWgly) (<xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2010</xref>) were used to inoculate fresh ASWgly to a concentration of 1 x 10<sup>6</sup> cells/ml (<italic>V. harveyi</italic>) or 1 x 10<sup>8</sup> cells/ml (<italic>C. lytica</italic>). Then, cultures were placed into a 24-well cell culture plate (3 wells per strain and treatment) and left for static growth at 30&#xb0;C 24 or 48&#xa0;h for <italic>V.harveyi</italic> or <italic>C. lytica</italic>, respectively. After incubation, bacterial growth was measured at A595 before carefully removing the media by aspiration and staining the biofilm with CV (1 ml/well) for 30&#xa0;min. Wells were rinsed with PBS (Phosphate Buffered Saline, pH 7) (1 ml/well) to remove the excess of CV stain until the non-disc control did not show visible traces of the dye and the violet stain was solubilized with 1&#xa0;ml of 96% ethanol. All the experiments were performed in triplicate. The OD540 of the solubilized biofilm was measured and quantification of biofilm formation was calculated with the formula:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtext>BFI&#xa0;</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mtext>Biofilm&#xa0;Formation&#xa0;Index</mml:mtext>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mtext>AB</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>CW</mml:mtext>
<mml:mn>540</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo stretchy="false">/</mml:mo>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mtext>CG</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>CW</mml:mtext>
<mml:mn>595</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where AB is the OD540 of stained attached bacteria, CW is the OD540 or OD595 of stained control wells with no bacteria and CG is the OD595 of cells growth in suspended culture (<xref ref-type="bibr" rid="B28">Niu and Gilbert, 2004</xref>; <xref ref-type="bibr" rid="B27">Naves et&#xa0;al., 2008</xref>).</p>
<p>Pilot scale. The experiments were carried out in the aquarium facilities of the SCSIE (Central Support Service for Experimental Research) of the University of Valencia. The environmental conditions (temperature, humidity, etc.) were monitored daily. Assays were performed in 200&#xa0;l tanks containing 100&#xa0;l of natural seawater UV-sterilized. Seawater mesocosms were inoculated with an overnight washed culture in TSB-3 to a final concentration of 10<sup>5</sup> CFU/ml (dilution 1/1000). Sheets were submerged in the inoculated seawater and incubated for 14 days. Bacteria population was monitored periodically by plate counting onto Marine Agar (MA).</p>
<p>Biofilm formation was determined with the CV staining protocol similar to the one described before. Briefly, sheets with antifouling coatings were taken out of the tanks and placed in a vessel containing 0.1% CV solution for 30&#xa0;min. Then, sheets were rinsed twice with PBS and air dried for 30&#xa0;min. Afterwards, 6 cm<sup>2</sup> strips were cut and placed in centrifuge plastic tubes containing 5&#xa0;ml of absolute ethanol. The amount of biofilm was estimated through the CV resuspended in the ethanol. Three different experiments were performed and two strips for each treatment were recorded.</p>
</sec>
<sec id="s2_5">
<title>Diatom colonization assays</title>
<p>The algae biofilm assay was performed in 30&#xa0;ml screw-tubes filled with 9&#xa0;ml of sterile seawater supplemented with Guillard f/2 medium plus 1&#xa0;ml of a culture of <italic>N. ovalis.</italic> Two discs were placed in each tube (one per treatment) and incubated 7 days at 22&#xb0;C under a light intensity of 100 &#xb5;mol photons m<sup>2</sup>/s.</p>
<p>Biomass adhered at the disc was indirectly measured by a colorimetric quantification of total carbohydrates using the phenol-sulfuric acid method, using glucose for the standard curve (<xref ref-type="bibr" rid="B12">Fournier, 2001</xref>). Basically, the two discs for treatment were washed with sterile seawater supplemented with Guillard f/2 medium and inserted into a new tube containing 500 &#xb5;l of 4% phenol and the biomass was resuspended by agitation with the vortex. Later, 2.5&#xa0;ml of sulfuric acid was added, and the mix was incubated for 5-10&#xa0;min. The OD490 was measured, and ng of carbohydrates were calculated using the standard curve. Three different experiments were performed for every treatment studied.</p>
</sec>
<sec id="s2_6">
<title>Production of the leachates and ecotoxicological studies</title>
<p>Production of the leachate on functionalized HDPE sheets. For this purpose, glass tanks (30&#xa0;cm height x 15&#xa0;cm width x 15&#xa0;cm depth) were filled with 5&#xa0;l of synthetic marine water generated with Instant Ocean&#x2122; sea salts and dechlorinated tap water (final salinity 37 g/l). HDPE sheets (22 x 22&#xa0;cm) were wrapped forming a cylinder, then a 36 Watt waterproof UV-C germicide lamp (JEBO<sup>&#xae;</sup>, 20&#xa0;cm long x 10&#xa0;cm in diameter) was placed inside (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). In order to avoid the water stratification and to assure a constant water movement, a 3.8-Watt (Sicce&#x2122;) circulation pump generating a flow rate of 300 l/h was fixed in the tank bottom. The water temperature was set at 35&#xb0;C. The total exposure time was 60&#xa0;d. Samples were taken at 0, 30 and 60 days. Evaporation was checked twice a week and lost water replaced with deionized water.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Leachate production setup. <bold>(A)</bold> Schematic diagram of the experimental setup to produce the leachates. <bold>(B)</bold> Experimental setup used for the environmental impact assessment of the leachates.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1268695-g001.tif"/>
</fig>
<p>The ecotoxicological effect of the HDPE formulations was assessed using a battery of three bioassays based on standardized ISO guidelines.</p>
<p>Assays with the bacteria <italic>Aliivibrio fischeri</italic>. The ISO 11348-3 standard (<xref ref-type="bibr" rid="B18">ISO, 2022a</xref>) is based in the determination of the inhibitory effect of water samples on the light emission of <italic>A. fischeri</italic> (Luminescent bacteria) after exposure time of 15&#xa0;min using freeze-dried bacteria (<xref ref-type="bibr" rid="B43">Zhang et&#xa0;al., 2020</xref>). The procedure was conducted according to the Biotox-STD<sup>&#xae;</sup> kit user&#xb4;s manual of EPBI&#x2122; implemented in a handheld PD10 luminometer (Kikkoman&#x2122;).</p>
<p>Acute toxicity test to the marine rotifer <italic>Brachionus plicatilis</italic>. The ISO 19820 specifies a method for the determination of the lethal effects of toxicants to <italic>B. plicatilis</italic> after 24&#xa0;h or 48&#xa0;h exposure (<xref ref-type="bibr" rid="B20">Jo&#x15b;ko and Oleszczuk, 2012</xref>). The Rotoxkit M&#x2122; bioassay (MicroBioTests Inc.) was used in the study. Neonates of <italic>B. plicatilis</italic> were hatched from cysts 24&#xa0;h before the assay. Mortality of organisms was checked after 24&#xa0;h and 48&#xa0;h of exposure to the leachates.</p>
<p>Marine algal growth inhibition test with <italic>Phaeodactylum tricornutum</italic>. The bioassay was conducted following the ISO 10253 guideline (<xref ref-type="bibr" rid="B19">ISO, 2022b</xref>), using the commercially available Algaltoxkit Marine&#x2122; (Microbiotests Inc.). The algal growth rate (<italic>r</italic>) was monitored during 24, 48 and 72&#xa0;h in a spectrophotometric way at OD<sub>670</sub> by means of 2021 Aurius&#x2122; spectrophotometer (CECIL Instruments&#x2122;).</p>
<p>Bioassay data analysis. For the three bioassays, the 100%, 50%, 25%, 12.5% and 6.25% from the original leachate were assayed. According to ISO guidelines, all tests were conducted in triplicate. A probit regression (<xref ref-type="bibr" rid="B24">Litchfield and Wilcoxon, 1949</xref>) was used to determine the 50% Effective Concentration (EC<sub>50</sub>) in each bioassay: 72&#xa0;h ECr<sub>50</sub> in the algal bioassay, 15&#xb4; EC<sub>50</sub> for the bacteria and 24-48&#xa0;h EC<sub>50</sub> in the rotifer test.</p>
<p>The 50% effect endpoint values (in % of dilution) were converted into toxic units (TU) according to the formula TU = 100/EC<sub>50</sub>, 100/ECr<sub>50</sub> or 100/LC<sub>50</sub> for bacteria, algae, and rotifers, respectively (<xref ref-type="bibr" rid="B37">Sprague and Ramsay, 2011</xref>).</p>
<p>Quality assurance. The quality of the results obtained in the bioassays was verified by means of positive controls<italic>. A. fischeri, P. tricornutum</italic> and <italic>B. plicatilis</italic> were exposed to a standard toxic in order to assure their sensitivity. For this purpose, potassium dichromate (K<sub>2</sub>Cr<sub>2</sub>O<sub>7</sub>) was used as toxic reference according to ISO guidelines.</p>
</sec>
<sec id="s2_7">
<title>Chemical analysis</title>
<p>The presence of metals in elutriates after the exposure to UV-C irradiation was determined by conducting chemical trace analysis. After each exposure time (30&#xa0;d and 60&#xa0;d) water aliquots were taken from each tank and copper (Cu) analyzed in a single quadrupole inductively coupled plasma mass spectrometry instrument (model 7900 ICP-MSAgilent Technologies&#x2122;). Analyses were performed in the SCSIE.</p>
</sec>
<sec id="s2_8">
<title>Statistical analyses</title>
<p>Bacterial biofilm inhibition, algae colonization and ecotoxicological assays were statistically analyzed by ANOVA tests (p&lt; 0.05). Significant differences between the control and tested groups were detected using Dunett&#x2019;s test pairwise comparison method, with an &#x3b1; error of 0.05, obtained using RStudio version 2021.9.0.351 (<xref ref-type="bibr" rid="B32">RStudio Team, 2015</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Surface morphology</title>
<p>The surface morphology of the different samples was observed with SEM. Micrographs of the HDPE discs are shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>. No differences were observed between samples in the structure and morphology of their membranes.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Surface SEM micrographs of high-density polyethylene (HDPE) materials. <bold>(A)</bold> SEM micrographs of HDPE discs at 1000x magnification. <bold>(B)</bold> Micrographs of the HDPE discs at 500x magnification.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1268695-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Bacterial biofilm formation</title>
<p>In a first laboratory approach, the biofilm forming on the surface of the HDPE discs by the selected bacteria was investigated using a crystal violet assay and the BFI was calculated. In both bacterial species, CuPT-functionalized HDPE inhibited biofilm production (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), reducing it by between 12 and 40% with respect to the control (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>). By contrast, HDPE functionalization with CuSCN enhanced biofilm formation, mainly by <italic>V. harveyi</italic>, under test conditions, whereas no significant changes in biofilm formation were observed on discs treated with silica or Cu<sub>2</sub>O.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Quantification of biofilm. <bold>(A)</bold> Biofilm formed after 24h by <italic>Vibrio harveyi</italic> and <bold>(B)</bold> after 48h by <italic>Cellulophaga lytica</italic> on the surface of 12&#xa0;mm HDPE discs functionalized with different additives and concentrations (%). Biofilm formation was determined by crystal violet staining (and represented as the Biofilm Formation Index (BFI) mean &#xb1; SD of three biological replicates. (**) and (*) indicate statistical significance in comparison with the control HDPE disc (p&lt; 0.01 and p&lt; 0.05, respectively).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1268695-g003.tif"/>
</fig>
<p>The second approach was to assess biofilm formation at pilot scale, which also included combined treatments of HDPE. For this purpose, biofilm formation was investigated after 14 days in 100&#xa0;l seawater mesocosms contaminated with bacterial populations, simulating natural environments (<xref ref-type="bibr" rid="B30">Pujalte et&#xa0;al., 1999</xref>). The number of bacteria in all these trials decreased slightly over time. For <italic>V. harveyi</italic>, the bacterial counts changed over the experimental period from 4.3x10<sup>5</sup> to 2x10<sup>5</sup> CFU/ml, and in the case of <italic>C. lytica</italic> from 7x10<sup>5</sup> to 9x10<sup>4</sup> CFU/ml).</p>
<p>We studied treatments with CuPT, (the most efficient additive in our laboratory assays) at a low concentration (2%), combined with Cu<sub>2</sub>O or silica, as well as a triple combination. We observed that CuPT was the only treatment that produced a notable reduction (at least 30%) in bacterial biofilm formation (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>), although this effect was not statistically significant. As occurred in the laboratory approach using CuSCN, the double combinations studied in mesocosms enhanced biofilm formation by both bacterial species under test conditions.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Quantification of biofilm. <bold>(A)</bold> Biofilm formed after 14 days of incubation for Vibrio harveyi and <bold>(B)</bold> <italic>Cellulophaga lytica</italic> on the surface of 10x22 cm sheets of HDPE functionalized with different additives and concentrations (%). Biofilm formation was determined with crystal violet staining and represented as OD540nm mean &#xb1; SD of three biological replicates.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1268695-g004.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Diatom colonization assays</title>
<p>Algae biomass formed by the selected diatomic algae was investigated after 7 days of incubation in suitable conditions. Total carbohydrates adhering to each type of functionalized HDPE were quantified and are represented in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>. The results show that all the additives studied were effective in reducing biofilm formation by algae. The highest inhibition levels were observed for CuPT- or silica-treated HDPE (% reduction from 35 to 95 with respect to untreated HDPE) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Quantification of algae colonization after 7 days for the algae <italic>Nitzschia ovalis</italic> on the surface of 12&#xa0;mm discs of HDPE functionalized with different additives and concentrations (%). Level of colonization was determined by the phenol-sulfuric acid quantification method and represented as the mean amount of carbohydrates (ng) adhered &#xb1; SD to the surface for three biological replicates. (*) indicates statistical significance in comparison with control HDPE disc (<italic>p&lt;</italic> 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1268695-g005.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Ecotoxicological studies</title>
<p>To evaluate the environmental impact, functionalized HDPE discs (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>) were subjected to a leaching test. When Cu<sub>2</sub>O or CuPT were added to HDPE, the amounts of copper released into the water registered low values of between 15 and &gt; 130 &#xb5;g/l of Cu (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Results of the ecotoxicological assays performed with the leachate from the different HDPE materials.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="3" align="left">Leachate from</th>
<th valign="middle" rowspan="3" align="left">Time of leaching<break/>(days)</th>
<th valign="middle" colspan="4" align="left">Toxicity assay performed with (TU)</th>
<th valign="middle" rowspan="3" align="left">&#xb5;g/l of Cu</th>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">Rotifer<sup>1</sup>
</th>
<th valign="middle" rowspan="2" align="left">Algae<sup>2</sup>
</th>
<th valign="middle" rowspan="2" align="left">Bacteria<sup>3</sup>
</th>
</tr>
<tr>
<th valign="middle" align="left">24 h</th>
<th valign="middle" align="left">48h</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="2" align="left">HDPE</td>
<td valign="middle" align="left">30</td>
<td valign="middle" align="center">4 &#xb1; 0.5</td>
<td valign="middle" align="center">5.2 &#xb1; 1.3</td>
<td valign="middle" align="center">&lt;1</td>
<td valign="middle" align="center">&lt;2</td>
<td valign="middle" align="center">NT</td>
</tr>
<tr>
<td valign="middle" align="left">60</td>
<td valign="middle" align="center">3.7 &#xb1; 0.4</td>
<td valign="middle" align="center">7.9 &#xb1; 0.6</td>
<td valign="middle" align="center">&lt;1</td>
<td valign="middle" align="center">&lt;2</td>
<td valign="middle" align="center">NT</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">Cu<sub>2</sub>O-4</td>
<td valign="middle" align="left">30</td>
<td valign="middle" align="center">1.5 &#xb1; 0.4</td>
<td valign="middle" align="center">2.2 &#xb1; 0.7</td>
<td valign="middle" align="center">1.2 &#xb1; 0.2</td>
<td valign="middle" align="center">&lt;2</td>
<td valign="middle" align="center">15</td>
</tr>
<tr>
<td valign="middle" align="left">60</td>
<td valign="middle" align="center">3.9 &#xb1; 0.3</td>
<td valign="middle" align="center">11.2 &#xb1; 0.4</td>
<td valign="middle" align="center">1.8 &#xb1; 0.4</td>
<td valign="middle" align="center">&lt;2</td>
<td valign="middle" align="center">47</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">CuPT-4</td>
<td valign="middle" align="left">30</td>
<td valign="middle" align="center">2.7 &#xb1; 0.6</td>
<td valign="middle" align="center">2.8 &#xb1; 0.9</td>
<td valign="middle" align="center">1.5 &#xb1; 0.3</td>
<td valign="middle" align="center">&lt;2</td>
<td valign="middle" align="center">27</td>
</tr>
<tr>
<td valign="middle" align="left">60</td>
<td valign="middle" align="center">3.5 &#xb1; 0.5</td>
<td valign="middle" align="center">11.5 &#xb1; 0.5</td>
<td valign="middle" align="center">2.5 &#xb1; 0.5</td>
<td valign="middle" align="center">&lt;2</td>
<td valign="middle" align="center">134</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">SiO<sub>2</sub>-3</td>
<td valign="middle" align="left">30</td>
<td valign="middle" align="center">3.2 &#xb1; 0.3</td>
<td valign="middle" align="center">3.2 &#xb1; 1.2</td>
<td valign="middle" align="center">1.7 &#xb1; 0.3</td>
<td valign="middle" align="center">&lt;2</td>
<td valign="middle" align="center">NT</td>
</tr>
<tr>
<td valign="middle" align="left">60</td>
<td valign="middle" align="center">10.1 &#xb1; 0.2*</td>
<td valign="middle" align="center">43.5 &#xb1; 2.7*</td>
<td valign="middle" align="center">1.7 &#xb1; 0.2</td>
<td valign="middle" align="center">3.2 &#xb1; 0.9*</td>
<td valign="middle" align="center">NT</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<sup>1</sup>Exposure time: 24 and 48h. <sup>2</sup>Exposure time 72h. <sup>3</sup>Exposure time 15 minutes. NT, Not tested.</p>
</fn>
<fn>
<p>Copper concentrations (&#xb5;g/l) and Toxic Units (TU) mean &#xb1; SD of three replicates obtained with rotifers, algae, and bacteria assays after two leaching times (30 and 60 days). (*) Denotes statistical significance in comparison with control HDPE (p&lt; 0.05). TU calculated as 100/EC<sub>50</sub>, 100/ErC<sub>50</sub> or 100/LC<sub>50</sub> for bacteria, algae and rotifers, respectively.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The leachates were assessed in a ecotoxicological study following a common methodology of evaluation at different levels of the trophic chain in the marine environment. Decomposer (bacteria), primary producer (algae) and consumer (rotifers) were selected. The toxicity of the leachates generated after 30 and 60 days was expressed in toxic units (TU) (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). No toxic effects were found in any of the bioassays at the beginning of the experiment (0 day-leachate), i.e., in the freshly prepared synthetic seawater.</p>
<p>The ANOVA (p&lt; 0.05) showed significant differences in toxicity values between the 30-day and 60-day leaching times for SiO<sub>2</sub>-3 with respect to <italic>B. plicatilis</italic>, as well as in the assays with <italic>A. fischeri</italic>. However, no statistically significant differences were observed in the <italic>P. tricornutum</italic> assays when comparing the control with the other functionalized material.</p>
<p>Except for HDPE-SiO<sub>2</sub>-3 in the 60-day leachate assayed with rotifers (TU: 43.5 &#xb1; 2.7), none of the generated leachates exhibited toxicity. Assays with the toxic standard (K<sub>2</sub>Cr<sub>2</sub>O<sub>7</sub>) showed that the sensitivity of the organisms was in agree with those values stablised by the ISO guidelines. The EC<sub>50</sub> for the toxic standard for <italic>A. fischeri</italic>, <italic>P. tricornutum</italic> and <italic>B. plicatilis</italic> were 51.2 mg/l, 17.9 mg/l and 324.3 mg/l, respectively.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Biofouling is an important and well-documented problem affecting the marine industry. An effective approach adopted to tackle this phenomenon is the use of antifouling paints, which include components able to inhibit or curb the settlement of marine organisms on submerged surfaces. These paints are designed to release biocides that prevent fouling organisms from becoming attached. In this context, frequently registered biocides are metal based, such as Cu<sub>2</sub>O, CuPT, zinc pyrithione, zineb and CuSCN. Cu<sub>2</sub>O is commonly used as the main biocide as it has a good cost, solubility and toxicity ratio (<xref ref-type="bibr" rid="B4">Brooks and Waldock, 2009</xref>).</p>
<p>Antifouling paints pose environmental risks as they are designed to be unstable and to dissolve in seawater during their service life. By contrast, the use of hard non-toxic coatings can reduce the input of paint components into the marine environment (<xref ref-type="bibr" rid="B40">Watermann and Eklund, 2019</xref>). HDPE is one of the polymers with the greatest number of industrial applications, including aquaculture. In the aquatic environment, the main advantages of HDPE include its resistance to corrosion and its 100% recyclability rates. In the present study, HDPE was functionalized with three different copper compounds to assess their efficacy in terms of inhibiting HDPE surface colonization by marine microorganisms. In addition, a surface modifying additive, silica, was also included in the experiments. Silica exerts a non-stick effect by modifying the wettability of the surface and, therefore, the interactions between the surface and the organisms present in seawater (<xref ref-type="bibr" rid="B8">Eduok et&#xa0;al., 2017</xref>). To our knowledge, this is the first report of research on functionalized HDPE implemented as an antifouling strategy in the marine environment.</p>
<p>For biofilm formation experiments, we selected two bacterial species; <italic>C. lytica</italic>, a microfouler commonly used in lab-based fouling assays (<xref ref-type="bibr" rid="B3">Briand, 2009</xref>; <xref ref-type="bibr" rid="B23">Leonardi and Ober, 2019</xref>) and <italic>V. harveyi</italic>, a natural inhabitant of seawater (<xref ref-type="bibr" rid="B2">Austin and Zhang, 2006</xref>). The diatom <italic>N. ovalis</italic> was also included in the tests as a representative of the benthic diatoms, reported as dominant contributors to marine biofilms (<xref ref-type="bibr" rid="B1">Abarzua and Jakubowski, 1995</xref>). Our results evidenced that the biofilm formed by algae on the functionalized HDPE surfaces was considerably reduced. Likewise, albeit to a lesser extent, CuPT functionalization was effective in reducing bacterial biofilm formation at both laboratory and pilot scales. Prior research describes that the first colonizers in biofilms are mainly bacteria whereas other more complex organisms, such as diatoms, adhere later on (<xref ref-type="bibr" rid="B33">Salta et&#xa0;al., 2013</xref>). This biological succession may explain the low algae biomass detected on the surface of the materials under study. With respect to additive combinations, CuPT concentration of around 4% seem necessary to gain benefits given that lower concentrations of this additive combined with Cu<sub>2</sub>O or silica did not give good results. None of these differences in colonization or biofilm formation would appear to be related to the surface morphology.</p>
<p>To assess the ecotoxicity of the new materials, except for the CuSCN-functionalized HDPE because of its poor results in laboratory-scale experiments with bacteria, they were exposed to the most unfavorable conditions, i.e., continuous UV-C light for 60 days in warm recirculating seawater (35&#xb0;C). These experimental conditions are very harsh given the high material/seawater ratio in our artificial environment. By contrast, this ratio is practically negligible in the open sea, where the dilution factor under real conditions could be, at least, three orders of magnitude higher than in lab-based tests. The environmental impact study, following a common methodology of evaluation at different levels of the trophic chain, demonstrated that none of the additives were toxic.</p>
<p>Dissolved copper concentrations measured in aquatic habitats vary in time and space but often range from 0.069 to 16.0 &#x3bc;g/l, with the highest values found in marinas and harbors (<xref ref-type="bibr" rid="B16">Hall and Anderson, 1999</xref>). <xref ref-type="bibr" rid="B35">Schiff et&#xa0;al. (2004)</xref> estimated the copper emission rates from hard vinyl and modified epoxy coating with antifouling paints to be around 3.7 mg cm<sup>-2</sup> day<sup>-1</sup> and 4.3 mg cm<sup>-2</sup> day<sup>-1</sup>, respectively. Despite the differences in the environmental conditions of their study and ours, the amount of copper released into seawater from functionalized HDPE in our assays was much lower than that reported for paints, indicating the low ecological impact of our additives. With reference to the higher copper emission rates from CuPT-functionalized HDPE, this finding may be due to the higher sensitivity of this compound to degradation by UV light (<xref ref-type="bibr" rid="B38">Thomas and Brooks, 2010</xref>).</p>
<p>In conclusion, our study revealed that CuPT was highly effective in inhibiting the formation of biofilm by both bacteria and algae. This reduction in biofilm formation would lead to a delay in the development of biofouling affecting installations in marine environments. Thus, CuPT-functionalized HDPE could be an environmentally friendly candidate to produce built-in structures or even for coating surfaces employed in the marine industry. Here we present the results of biofilm formation on HDPE-based materials submerged in controlled environments; however, further research should be done to confirm their antifouling effects in natural ecosystems.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>ES: Conceptualization, Formal Analysis, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review and editing. JB-C: Formal Analysis, Investigation, Methodology, Writing &#x2013; original draft. OA-S: Formal Analysis, Investigation, Methodology, Writing &#x2013; original draft. AG: Formal Analysis, Methodology, Resources, Writing &#x2013; original draft. BF: Conceptualization, Data curation, Funding acquisition, Project administration, Resources, Supervision, Visualization, Writing &#x2013; original draft, Writing &#x2013; review and editing.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by grants INNEST/2020/55 and INNEST/2020/66 from Ag&#xe8;ncia Valenciana de la Innovaci&#xf3; (Generalitat Valenciana, GV) and THINKINAZUL/2021/027 from MCIN (Ministerio de Ciencia e Innovaci&#xf3;n de Espa&#xf1;a) with funding from European Union NextGeneration EU (PRTR-C17.I1) and GV.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank Dr. Antonia Rodrigo her help with the management of algae cultures.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" 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="s10" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2023.1268695/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1268695/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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