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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2022.1067900</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>Investigation of the molecular mechanisms which contribute to the survival of the polychaete <italic>Platynereis</italic> spp. under ocean acidification conditions in the CO<sub>2</sub> vent system of Ischia Island (Italy)</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Signorini</surname>
<given-names>Silvia Giorgia</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2166177"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Munari</surname>
<given-names>Marco</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/354528"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cannavacciuolo</surname>
<given-names>Antonio</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2049930"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nannini</surname>
<given-names>Matteo</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1884589"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dolfini</surname>
<given-names>Diletta</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/823803"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chiarore</surname>
<given-names>Antonia</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1293265"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Far&#xe8;</surname>
<given-names>Fiorenza</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2166212"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fontana</surname>
<given-names>Manuela</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Caruso</surname>
<given-names>Donatella</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/35891"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gambi</surname>
<given-names>Maria Cristina</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/855276"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Della Torre</surname>
<given-names>Camilla</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/983679"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Biosciences University of Milan</institution>, <addr-line>Milan</addr-line>, <country>Italy</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Integrative Marine Ecology, Ischia Marine Centre, Stazione Zoologica Anton Dohrn</institution>, <addr-line>Ischia (Naples)</addr-line>, <country>Italy</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Unitech OMICs, Mass Spectrometry Platform, University of Milan</institution>, <addr-line>Milan</addr-line>, <country>Italy</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Pharmacological and Molecular Sciences, University of Milan</institution>, <addr-line>Milan</addr-line>, <country>Italy</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>National Institute of Oceanography and Applied Geophysics, OGS</institution>, <addr-line>Trieste</addr-line>, <country>Italy</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Peng Jin, University of Guangzhou, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Kai Xu, Jimei University, China; Jorg D. Hardege, University of Hull, United Kingdom</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Camilla Della Torre, <email xlink:href="mailto:camilla.dellatorre@unimi.it">camilla.dellatorre@unimi.it</email>; Marco Munari, <email xlink:href="mailto:marco.munari@szn.it">marco.munari@szn.it</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Global Change and the Future Ocean, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>1067900</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Signorini, Munari, Cannavacciuolo, Nannini, Dolfini, Chiarore, Far&#xe8;, Fontana, Caruso, Gambi and Della Torre</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Signorini, Munari, Cannavacciuolo, Nannini, Dolfini, Chiarore, Far&#xe8;, Fontana, Caruso, Gambi and Della Torre</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>The continuous increase of CO<sub>2</sub> emissions in the atmosphere due to anthropogenic activities is one of the most important factors that contribute to Climate Change and generates the phenomenon known as Ocean Acidification (OA). Research conducted at the CO<sub>2</sub> vents of Castello Aragonese (Ischia, Italy), which represents a natural laboratory for the study of OA, demonstrated that some organisms, such as polychaetes, thrive under acidified conditions through different adaptation mechanisms. Some functional and ecological traits promoting tolerance to acidification in these organisms have been identified, while the molecular and physiological mechanisms underlying acclimatisation or genetic adaptation are still largely unknown. Therefore, in this study we investigated epigenetic traits, as histone acetylation and methylation, in <italic>Platynereis</italic> spp. individuals coming from the Castello vent, and from a nearby control site, in two different periods of the year (November-June). Untargeted metabolomics analysis was also carried out in specimens from the two sites. We found a different profile of acetylation of H2B histone in the control site compared to the vent as a function of the sampling period. Metabolomic analysis showed clear separation in the pattern of metabolites in polychaetes from the control site with respect to those from the Castello vent. Specifically, a significant reduction of lipid/sterols and nucleosides was measured in polychaetes from the vent. Overall results contribute to better understand the potential metabolic pathways involved in the tolerance to OA.</p>
</abstract>
<kwd-group>
<kwd>ocean acidification</kwd>
<kwd>polychaetes</kwd>
<kwd>metabolomics</kwd>
<kwd>histone modifications</kwd>
<kwd>adaptation</kwd>
<kwd>CO<sub>2</sub> vents</kwd>
<kwd>Mediterranean Sea</kwd>
</kwd-group>
<contract-sponsor id="cn001">Universit&#xe0; degli Studi di Milano<named-content content-type="fundref-id">10.13039/100012352</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Stazione Zoologica Anton Dohrn<named-content content-type="fundref-id">10.13039/501100010685</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Universit&#xe0; degli Studi di Napoli Federico II<named-content content-type="fundref-id">10.13039/100007195</named-content>
</contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="65"/>
<page-count count="10"/>
<word-count count="5759"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Anthropic pressures on marine environments are dramatically reducing biodiversity and ecosystem functionality. Currently, there is still uncertainty concerning the actual impacts of environmental disturbances at different hierarchical level of biological organization, from single species up to the community composition. Therefore, within this scenario the challenge is to identify mechanisms by which organisms respond to changes which lead some species to become &#x201c;winners&#x201d; and other &#x201c;loosers&#x201d; in future ocean ecosystems (<xref ref-type="bibr" rid="B60">Watson, 2018</xref>). Ocean acidification (OA) is one of the most relevant environmental threat to marine biodiversity. Therefore, understanding how organisms cope with low pH is extremely important to foster conservation and restoration of marine ecosystems under such global stressor. Although studies on OA have seen an important increase in the last 10 years, the great majority of them have been short- or middle-term experiments conducted in laboratory/mesocosms conditions, usually on a single organism <italic>per time</italic> and on a single stage of their life cycle. If in a hand they were useful to understand the physiological effects of OA and the tolerance window of a certain organism, in the other one they do not give enough information about the adaptation potential of a natural population or of a community of organisms to OA. In this context, the study of populations naturally subjected to acidified conditions- such as those living in CO<sub>2</sub> vent systems- can provide essential information to understand resistance and resilience of organisms and so to make comprehensive predictions of ecological processes which can occur in future acidified oceans (<xref ref-type="bibr" rid="B12">Foo et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B17">Gonz&#xe1;lez-Delgado and Hern&#xe1;ndez, 2018</xref>).</p>
<p>Naturally acidified systems, such as CO<sub>2</sub> vents, although cannot be considered perfect analogues to study the ocean acidification problem at large and global scale, due to their limited extension and depth and to variability in space and time in pH/carbonate chemistry conditions, give useful information on long term effects to exposure to high <italic>p</italic>CO<sub>2</sub>/low pH and carbonate chemistry alterations, on natural populations of various organisms. Therefore they represent a natural laboratory and model system for experimental studies, which allow to integrate effects on biogeochemical cycles over hundreds years or millennia contributing in identifying winner and looser organisms, test model species and scale-up laboratory and mesocosm experiments to test ecophysiological limits and performances, show what major ecological features and species interactions occur along gradients of increasing <italic>p</italic>CO<sub>2</sub>/low pH conditions.</p>
<p>The CO<sub>2</sub> vent systems off the Castello Aragonese at the Ischia island represents one of the best studied vent systems in the world (<xref ref-type="bibr" rid="B20">Hall-Spencer et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B12">Foo et&#xa0;al., 2018</xref>). The vents, distributed on both sides of the Castello islet, show a well-defined gradient of OA, due to different abundance and intensity of gas bubbling from the bottom, and going from mean values &lt;7.4 units into intermediate values of 7.8-7.9 and finally normal pH conditions (8.1) far from the bubbling. The vents host a rich cover of seaweeds of the shallow rocky reefs and the seagrass <italic>Posidonia oceanica</italic> habitat (<xref ref-type="bibr" rid="B12">Foo et&#xa0;al., 2018</xref>). Associated to these macrophytes, there are many invertebrates, some of which occur also in the most acidified areas of the vents and which have been object of many ecological studies (see <xref ref-type="bibr" rid="B12">Foo et&#xa0;al., 2018</xref> for a review). Among the invertebrates, polychaetes are one of the dominant groups, with up to more than 150 species recorded in the whole Castello area (<xref ref-type="bibr" rid="B26">Kroeker et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B14">Gambi et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B13">Gambi et&#xa0;al., 2019</xref>; unpublished data).</p>
<p>A first reciprocal transplant experiment carried out in the Castello vents showed that some polychaete species are genetically adapted to <italic>p</italic>CO<sub>2</sub>/low pH, while other employ physiological plasticity to persist under OA conditions (<xref ref-type="bibr" rid="B6">Calosi et&#xa0;al., 2013a</xref>). Conversely, a study by Lucey and co-authors (2016) pointed out that for the calcifying spirorbid polychaete <italic>Simplaria</italic> sp. neither local adaptations nor phenotypic plasticity could support the abundance of the species in the Castello vents, but that instead the species might be favored by some life traits and likely exploit the buffering capacity of <italic>Posidonia oceanica</italic> to persist to <italic>p</italic>CO<sub>2</sub>/low pH. Finally, some ecological and life history traits emerged as be favorable to thrive under low pH conditions, such as a filter feeding and herbivore feeding habit, small size and brooding of offspring (<xref ref-type="bibr" rid="B14">Gambi et&#xa0;al., 2016</xref>).</p>    <p>However, only a few of these species occur in relatively high abundances all along the gradient, including the most acidified zones, and are present all year around (<xref ref-type="bibr" rid="B46">Ricevuto et&#xa0;al., 2014</xref>). Among such taxa, two sibling species representatives of the genus <italic>Platynereis</italic>, <italic>P</italic>. cf <italic>dumerilii</italic> and <italic>P.</italic> cf <italic>massiliensis</italic>, are particularly interesting since both species have been intensively utilised as model species (mainly <italic>Platynereis dumerilii</italic>) (see the review by <xref ref-type="bibr" rid="B42">&#xd6;zpolat et&#xa0;al., 2021</xref>). At the Ischia vents both taxa have been investigated as regards their distribution (<xref ref-type="bibr" rid="B46">Ricevuto et&#xa0;al., 2014</xref>), reproductive biology and genetic differentiation around the vents (<xref ref-type="bibr" rid="B33">Lucey et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B58">W&#xe4;ge et&#xa0;al., 2017</xref>). The two sibling species which are morphologically indistinguishable, show a striking differences in their reproductive biology, with <italic>P.</italic> cf <italic>dumerilii</italic> as a free spawner, semelparous form with epitokous transformation at maturation, while <italic>P.</italic> cf <italic>massiliensis</italic> is a brooding (inside the tube), iteroparous and without epitoke&#x2019; transformation in mature worms (<xref ref-type="bibr" rid="B58">W&#xe4;ge et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">&#xd6;zpolat et&#xa0;al., 2021</xref>). Both species occur in the vents, although <italic>P.</italic> cf <italic>massiliensis</italic> seems to be more abundant, and in some vent systems restricted, to the acidified areas, while <italic>P.</italic> cf <italic>dumerilii</italic> occurs both inside and outside the vents (<xref ref-type="bibr" rid="B55">Vizzini et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B58">W&#xe4;ge et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B54">Valvassori et&#xa0;al., 2019</xref>).</p>
<p>Besides, some ecophysiological responses to OA stress by mean of reciprocal transplant experiments have been investigated. These studies have included investigations on metabolic rates (<xref ref-type="bibr" rid="B6">Calosi et&#xa0;al., 2013a</xref>), antioxidant capacity (<xref ref-type="bibr" rid="B48">Ricevuto et&#xa0;al., 2015b</xref>), gene expression, and metabolic machinery (<xref ref-type="bibr" rid="B57">W&#xe4;ge et&#xa0;al., 2018</xref>), and antioxidant efficiency (<xref ref-type="bibr" rid="B54">Valvassori et&#xa0;al., 2019</xref>). Specifically, the study by <xref ref-type="bibr" rid="B57">W&#xe4;ge et&#xa0;al. (2018)</xref> showed that individuals of <italic>Platynereis</italic> collected from the vent showed a lower transcription of the genes sodium- hydrogen antiporter (NHE) involved in acid-base regulation and in paramyosin, involved in cytoskeleton processes, while the NADH dehydrogenase gene, involved in energy metabolism, was significantly up-regulated. Moreover, <italic>Platynereis</italic> inhabiting the Castello vent displayed enhanced basal antioxidant efficiency compared to organisms living under ambient pH conditions (<xref ref-type="bibr" rid="B45">Ricevuto et&#xa0;al., 2015a</xref>), even though the activity of several antioxidant enzymes was not increased (<xref ref-type="bibr" rid="B54">Valvassori et&#xa0;al., 2019</xref>).</p>
<p>Up to now, the potential molecular mechanisms underpinning the tolerance of the species to OA remain mostly unknown. To overcome this gap of knowledge, this study aimed to investigate some molecular and metabolic endpoints that could underlie the adaptive response to OA in the polychaete <italic>Platynereis</italic> spp. in the CO<sub>2</sub> vent site of Ischia Island. In particular, we evaluated the potential involvement of epigenetic mechanisms in the adaptive response of these polychaetes to OA, through the analysis of histone modifications. Environmental epigenetics is at its infancy stage, but there is evidence that epigenetic modifications play a central role in the organisms&#x2019; adaptation to several environmental stressors (<xref ref-type="bibr" rid="B8">Eirin-Lopez and Putnam, 2019</xref>). Epigenetic modifications can contribute to physiological plasticity, but can also promote genetic adaptation (<xref ref-type="bibr" rid="B24">Jeremias et&#xa0;al., 2018</xref>). Two recent studies carried out on tropical corals showed that DNA methylation enhanced the ability to cope with OA (<xref ref-type="bibr" rid="B44">Putnam et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B31">Liew et&#xa0;al., 2018</xref>). In this view, the analysis of epigenetic changes, could provide relevant insight into the molecular mechanisms which promote the development of adapted phenotypes. Besides, we assessed the potential changes occurring in the metabolome of these polychaetes. Some studies carried out in population of ectotherms living in the CO<sub>2</sub> vent system of Ischia showed that adaptation to OA influences specific metabolic pathways such as the energetic and antioxidant and immune metabolism (<xref ref-type="bibr" rid="B6">Calosi et&#xa0;al., 2013a</xref>; <xref ref-type="bibr" rid="B45">Ricevuto et&#xa0;al., 2015a</xref>; <xref ref-type="bibr" rid="B39">Migliaccio et&#xa0;al., 2019</xref>). From these evidences, through the application of untargeted metabolomics analysis we aimed to achieve a broader picture of the metabolic changes occurring in the polychaetes under OA conditions. In particular, this analysis allows to understand two different aspects such as: the metabolic state and performance of organisms under acidic stress and the potential metabolic pathways involved in the acclimatization to OA.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Polychaete collection</title>
<p>Individuals of <italic>Platynereis</italic> spp. were collected in November 2019 and June 2020 for epigenetic analysis and a further collection has been carried out in September 2021 for metabolomics analysis. Organisms were collected from sites of the Castello Aragonese CO<sub>2</sub> vent system, named S2/S3 in previous studies (e.g., <xref ref-type="bibr" rid="B6">Calosi et&#xa0;al., 2013a</xref>; <xref ref-type="bibr" rid="B45">Ricevuto et&#xa0;al., 2015a</xref>; <xref ref-type="bibr" rid="B48">Ricevuto et&#xa0;al., 2015b</xref>) centered in 40&#xb0;43&#x2019;57.9&#x201d; N, 13&#xb0;57&#x2019;51.8&#x201d; E on the south side of the Castello (from now on named Vent). According to physico-chemical characterization carried out or summarized in previous studies (e.g., <xref ref-type="bibr" rid="B20">Hall-Spencer et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B26">Kroeker et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B12">Foo et&#xa0;al., 2018</xref>) the mean pH at this sites, is around 7.8, representing the realistic condition that could be reached by the end of this century. As reference, polychaetes were also collected from a non-acidified area (pH ~ 8.1) located at San Pietro promontory 40&#xb0;44&#x2019;47.6&#x201d; N, 13&#xb0;56&#x2019;40.42&#x201d; E, about 4 km from the vents and having hydrodynamic conditions, temperature and salinity similar to that of the vent site (<xref ref-type="bibr" rid="B45">Ricevuto et&#xa0;al., 2015a</xref>; <xref ref-type="bibr" rid="B39">Migliaccio et&#xa0;al., 2019</xref>) (from now on named Ctrl) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Location of the two sampling sites: Vent site at the Castello Aragonese (40&#xb0;43&#x2019;57.9&#x201d;N - 13&#xb0;57&#x2019;51.8&#x201d;E), Control site at San Pietro Point (40&#xb0;44&#x2019;47.6&#x2019;&#x2019; N; 13&#xb0;56&#x2019;40.42&#x2019;&#x2019;E).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1067900-g001.tif"/>
</fig>
<p>Since these polychaetes live in association with macroalgae species, mainly <italic>Halopteris scoparia</italic> and <italic>Dictyota</italic> spp., the macroalgae were collected by hand by scuba divers at 1-2 m depth in all collection sites and put in fabric bags subsequently inserted in larger plastic bags to avoid the animals to escape.</p>
<p>The collected material was transported to the lab within one hour from sampling and each fabric bag was placed on a 10 l bucket under current sea water flow so that the material was kept well oxygenated. Worms were sorted in the following 3-4 hours, and identified at the stereomicroscope. Individuals of <italic>Platynereis</italic> spp. were pooled in various sample replicates, and stored at -80&#xb0;C prior to epigenetics and metabolomics analysis.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Western blot analysis for histone modifications</title>
<p>Three pools of 10 individuals from each site were homogenized in 100 &#xb5;L of RIPA buffer (10 mM Tris HCl pH 8.0.1 mM EDTA, 0.5 mM EGTA, 0.1% SDS, 0.1% sodium deoxycholate, 140 mM NaCl, 1% Triton X-100, 1 mM protease inhibitor cocktail, phenilmethylsulfonyl fluoride) with TissueLyserII QIAGEN<sup>&#xae;</sup> set at a frequency of 30/s for 90 sec each and then centrifuged at 12,000 <italic>x</italic> g at 4&#xb0;C for 10 min. The supernatants were stored at -80&#xb0;C. The protein content was determined following the method described by <xref ref-type="bibr" rid="B4">Bradford (1976)</xref>, using bovine serum albumin (BSA) as standard (0.1-0.5 mg mL<sup>-1</sup> r<sup>2</sup> &gt; 0.99).</p>
<p>Western blot analysis has been carried out according to standard (<xref ref-type="bibr" rid="B30">Libetti et al., 2020</xref>) method properly adapted for <italic>Platynereis</italic>. Five or ten &#xb5;g (for histone modifications) of extracts were loaded on a 5&#x2013;14% SDS-polyacrylamide gel with 10 &#xb5;L of loading buffer (200 mM Tris HCl pH 6.8, 8% SDS, 40% glycerol, 20% &#x3b2; mercaptoethanol). Proteins were transferred to a nitrocellulose membranes, which were incubated in milk 3% dissolved in TBST for 45 minutes at room temperature, to avoid non-specific binding, and with primary rabbit antibodies diluted (diluted 1:2000 in TBST and BSA 4%) overnight at 4&#xb0;C on a shaker. The primary antibodies used for this analysis were specific for the detection of the following histones: &#x3b1;H2B and its modification H2BK16Ac (Active motif 39121), H3 and its respective modifications H3K27Ac (Active motif 39135) and H3K4Me2 (Abcam 32356). After three washes with TBST, membranes were incubated with the secondary horseradish peroxidase-conjugated anti-rabbit antibodies (diluted 1:2000 in TBST and Milk 3%) for 1 h at room temperature. Band detection was carried out using a Protein Detection System (Genespin) and a ChemiDoc (Bio-Rad). Gel images are shown as SI (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>). Images were exported using Image-Lab software (Bio-Rad) and were analyzed through ImageJ software, in order to calculate the ratio between the histone modification and the histone in each sample.</p>
<p>The differences on histone modifications were tested using a non-parametric PERMutational multivariate Analysis Of Variance (PERMANOVA, <xref ref-type="bibr" rid="B1">Anderson, 2001</xref>) applied on the Euclidean distance matrix of square root transformed data, including two crossed factors: site fixed with two levels (vents, control) and season fixed with two levels (November, June). In cases where results were significant, PERMANOVA was used to test for the interactive effect of site and season. The software package PRIMER 6 PERMANOVA Plus (PRIMER-E Ltd, Plymouth, UK was used for statistical analyses.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Untargeted metabolomics</title>
<p>The analysis was carried out on 4 pools of 30 individuals from each site. Metabolites were extracted from lyophilized polychaete pooled tissues with 500 &#xb5;L of methanol:ethanol mixture (1:1, v:v). Samples were vortexed for 30 seconds, shaked at 37&#xb0;C for 90 minutes, centrifuged at 14,000 x g for 10 min to 4&#xb0;C and the organic phase was evaporated under a stream of nitrogen. The residues were dissolved in 50 &#x3bc;L of methanol and five microliters of each sample extracted were analysed in LC-MS/MS.</p>
<p>All analysis were performed at the Unitech OMICs platform (University of Milano, Italy) using an ExionLC&#x2122; AD system connected to TripleTOF&#x2122; 6600 System equipped with Turbo V&#x2122; Ion Source with ESI Probe (SCIEX, MA, USA. Samples were separated on CORTECS UPLC T3 C18 - 2.1 x 150 mm x 1.6 &#xb5;m (Waters<sup>&#xae;</sup>). The temperature was set at 40&#xb0;C.The analytes were eluted with the following gradient: from 99% buffer A (0.1% formic acid in water) to 95% buffer B (0.1% formic acid in acetonitrile) in 8 min. Constant flow rate: 400 &#xb5;L min<sup>&#x2212;1</sup>. Total run: 20 min. MS spectra were collected, in both positive and negative polarities, in Full-Mass Scan from 50 to 1500 Da (100 ms accumulation time) and in IDA<sup>&#xae;</sup> mode (Information Dependent Acquisition) from 50 to 1500 Da (40 ms accumulation time, top 20 spectra per cycle 0.95 s). Nitrogen was used as a nebulizing gas (GS1, 40 psi), turbo spray gas (GS2, 55 psi), and curtain gas (CUR, 35 psi). Spray Voltage was fixed at 4.5 kV (-4.5 kV in negative mode), declustering potential (DP) was 60 eV, the collision energy was 30 eV with a collision energy spread (CES) of 15 eV and source temperature was 550&#xb0;C.</p>
<p>The data were analyzed using SCIEX OS 1.4 software (SCIEX&#x2122;), together with two processing functions: 1) FormulaFinder: to identify possible compound formula based on TOF-MS spectra (compound molecular weight); 2) LibraryView&#x2122; (ver 1.0): to search MS/MS spectra with built-in accurate mass spectral libraries (Natural Products and Metabolite High Resolution MS/MS Spectral Library) which contain over 1000 compounds. Each sample was injected in triplicate. The average value of the corresponding areas is reported, then normalized for the mg of extracted sample. The identifications (ID) were obtained based on the value m/z (parent ion) achieved and determined in high resolution. Statistical analysis was carried out by MetaboAnalyst ver. 5.0.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Histone post translational modifications (Histone PTMs)</title>
<p>Regarding histone H2B and in particular the lysine K16, the H2BAc/H2B ratio did not show significant effects related to the period or related to the site, while the interaction of both factors resulted in significant differences (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>; PERMANOVA). Specifically, a significant decrease in the ratio H2BAc/H2B has been observed in organisms from the control site collected in June with respect to November (<italic>p</italic>
<sub>(MC)</sub>= 0.007, t= 4.954 <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>); whereas no differences were detected in the individuals from the CO<sub>2</sub> vent site with respect to the different sampling time. A significant difference in H2BAc/H2B ratio was also observed between polychaetes from the control and the vent site in June (<italic>p</italic>
<sub>(MC)</sub>= 0.0078, t= 4.9196), with lower levels in individuals from the control site with respect to those from the vent.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Ratio of histone modifications H2BK16Ac/H2B <bold>(A)</bold>, H3K27Ac/H3 <bold>(B)</bold> and H3K4Me2/H3 <bold>(C)</bold> measured through western blotting in in <italic>Platynereis</italic> spp. collected in November and in June at the non-acidified control site and in the CO<sub>2</sub> vents of Castello Aragonese. Different letter means statistically significant differences among polychaetes from the two sites (p &#x2264; 0.05). The asterisk (*) means statistically difference among polychaetes from the same site at different collecting periods.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1067900-g002.tif"/>
</fig>
<p>A similar trend related to the sampling period has been observed also for the acetylation of the lysine K27 of histone H3, with a decrease of the ratio in the month of June in the individuals sampled in the control site with respect to the ratio measured in November, albeit the difference was not statistically significant (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Concerning the methylation of the lysine K4 of histone H3 there were no significant differences of the ratio, neither correlated with the period nor with the sampling site (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Effects on the metabolome</title>
<p>A clear separation in the profile of metabolites in polychaetes from the control site with respect to those from the Castello vent has been observed (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). PLS-DA analysis showed 50 metabolites with Variable Importance in Projection (VIP) &gt;1, belonging mostly to nucleosides, amino acids and osmolytes, and lipids/sterols (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Scores plot between the selected PCs <bold>(A)</bold>, the explained variances are shown in brackets. Important features identified by PLS-DA <bold>(B)</bold>. The colored boxes on the right indicate the relative concentrations of the corresponding metabolite in each group.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1067900-g003.tif"/>
</fig>
<p>The statistical analysis showed a significant modification in the level of 11 ID known and 8 unidentified metabolites (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Concerning the known metabolites, lipids/sterols, nucleosides and amino acids were significantly different among the two populations (control vs vent). Some fatty acids resulted significantly down-regulated in organisms from the vent with respect to the control. Several purines and pyrimidines were less abundant in organisms from the Castello vent respect to control. A lower content of homotaurine, thymoxiquinone and uric acid was also observed in polychaetes of the vent, with respect to organisms from control. Conversely the amino acids L-hystidine showed a higher content in organisms from the CO<sub>2</sub> vent.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Changes in the abundance of metabolites measured in individuals of <italic>Platynereis</italic> spp. collected in the Castello vent site with respect to the non-acidified San Pietro site.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Metabolite</th>
<th valign="middle" align="center">m/z</th>
<th valign="middle" align="center">Adduct type</th>
<th valign="middle" align="center">Formula</th>
<th valign="middle" align="center">Fol changes</th>
<th valign="top" align="center">p value</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="6" align="left">Amino acids</th>
</tr>
<tr>
<td valign="middle" align="left">L-Histidine</td>
<td valign="middle" align="center">156.0759</td>
<td valign="middle" align="left">[M+H]<sup>+</sup>
</td>
<td valign="middle" align="center">C6H9N3O2</td>
<td valign="middle" align="center">&#x2191;2.01</td>
<td valign="top" align="center">0.026</td>
</tr>
<tr>
<th valign="middle" colspan="6" align="left">Nucleosides</th>
</tr>
<tr>
<td valign="middle" align="left">Uridine</td>
<td valign="middle" align="center">243.0621</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">C9H12N2O6</td>
<td valign="middle" align="center">&#x2193;4.35</td>
<td valign="top" align="center">0.045</td>
</tr>
<tr>
<td valign="middle" align="left">1-Methyladenosine</td>
<td valign="middle" align="center">282.1197</td>
<td valign="middle" align="left">[M+H]<sup>+</sup>
</td>
<td valign="middle" align="center">C11H15N5O4</td>
<td valign="middle" align="center">&#x2193;2.27</td>
<td valign="top" align="center">0.021</td>
</tr>
<tr>
<td valign="middle" align="left">Uracil</td>
<td valign="middle" align="center">113.0345</td>
<td valign="middle" align="left">[M+H]<sup>+</sup>
</td>
<td valign="middle" align="center">C4H4N2O2</td>
<td valign="middle" align="center">&#x2193;2.86</td>
<td valign="top" align="center">0.024</td>
</tr>
<tr>
<td valign="middle" align="left">6-Dimethylaminopurine</td>
<td valign="middle" align="center">164.0926</td>
<td valign="middle" align="left">[M+H]<sup>+</sup>
</td>
<td valign="middle" align="center">C7H9N5</td>
<td valign="middle" align="center">&#x2193;2.33</td>
<td valign="top" align="center">0.014</td>
</tr>
<tr>
<td valign="middle" align="left">Deoxyuridine</td>
<td valign="middle" align="center">227.0675</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">C9H12N2O5</td>
<td valign="middle" align="center">&#x2193;2.17</td>
<td valign="top" align="center">0.019</td>
</tr>
<tr>
<th valign="middle" colspan="6" align="left">Lipids/sterols</th>
</tr>
<tr>
<td valign="middle" align="left">Myristic acid</td>
<td valign="middle" align="center">227.2020</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">C14H28O2</td>
<td valign="middle" align="center">&#x2193;4.35</td>
<td valign="top" align="center">0.025</td>
</tr>
<tr>
<td valign="middle" align="left">Pimelic acid</td>
<td valign="middle" align="center">159.0667</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">C7H12O4</td>
<td valign="middle" align="center">&#x2193;3.57</td>
<td valign="top" align="center">0.020</td>
</tr>
<tr>
<th valign="middle" colspan="6" align="left">Miscellanea</th>
</tr>
<tr>
<td valign="middle" align="left">Homotaurine</td>
<td valign="middle" align="center">138.0243</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">C3H9NO3S</td>
<td valign="middle" align="center">&#x2193;2.86</td>
<td valign="top" align="center">0.040</td>
</tr>
<tr>
<td valign="middle" align="left">Thymoxiquinone</td>
<td valign="middle" align="center">165.0904</td>
<td valign="middle" align="left">[M+H]<sup>+</sup>
</td>
<td valign="middle" align="center">C10H12O2</td>
<td valign="middle" align="center">&#x2193;4.35</td>
<td valign="top" align="center">0.0049</td>
</tr>
<tr>
<td valign="middle" align="left">Uric acid</td>
<td valign="middle" align="center">169.0357</td>
<td valign="middle" align="left">[M+H]<sup>+</sup>
</td>
<td valign="middle" align="center">C5H4N4O3</td>
<td valign="middle" align="center">&#x2193;2.44</td>
<td valign="top" align="center">0.021</td>
</tr>
<tr>
<th valign="middle" colspan="6" align="left">Unknown</th>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">216.1241</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">C10H19NO4</td>
<td valign="middle" align="center">&#x2191;2.00</td>
<td valign="top" align="center">0.042</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">249.1860</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">C16H26O</td>
<td valign="middle" align="center">&#x2193;13.9</td>
<td valign="top" align="center">0.050</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">345.2435</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">C22H34O3</td>
<td valign="middle" align="center">&#x2193;4.76</td>
<td valign="top" align="center">0.050</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">233.0863</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2193;35.7</td>
<td valign="top" align="center">0.046</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">448.2853</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2193;6.25</td>
<td valign="top" align="center">0.041</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">250.1045</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2193;7.94</td>
<td valign="top" align="center">0.026</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">371.1536</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2193;24.4</td>
<td valign="top" align="center">0.023</td>
</tr>
<tr>
<td valign="middle" align="left"/>
<td valign="middle" align="center">373.1697</td>
<td valign="middle" align="left">[M+H]<sup>-</sup>
</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="middle" align="center">&#x2193;22.7</td>
<td valign="top" align="center">0.005</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The tolerance/adaptation of organisms to OA is a complex puzzle made by several pieces concerning mechanisms and processes, which remain mostly unknown. Therefore, this study aims to improve the current understanding of molecular and metabolic mechanisms that could underlie the adaptive response to OA in the polychaetes <italic>Platynereis</italic> spp. from the Castello CO<sub>2</sub> vent site of the Ischia Island.</p>
<p>Upon exposure to environmental stress, epigenetic mechanisms are identified to play a key role to maintain physiological and biological functions of the organisms (<xref ref-type="bibr" rid="B53">Turner, 2000</xref>; <xref ref-type="bibr" rid="B24">Jeremias et&#xa0;al., 2018</xref>). So far, the majority of the studies carried out on epigenetics in marine species focused on mollusks, cnidarians, crustaceans, echinoderms and on some fish species (reviewed by <xref ref-type="bibr" rid="B8">Eirin-Lopez and Putnam, 2019</xref>). In particular, recent studies carried out on the tropical coral <italic>Stylophora pistillata</italic> and on the pteropod <italic>Limacina helicina antarctica</italic>, pointed out that DNA methylation might enhance the ability to cope with OA (<xref ref-type="bibr" rid="B31">Liew et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B3">Bogan et&#xa0;al., 2020</xref>). As far as polychaetes, a study carried out on the Antarctic <italic>Spiophanes tcherniai</italic> assessed a correlation between the metabolic rate and the pattern of DNA methylation, linked to an increase of temperature (<xref ref-type="bibr" rid="B36">Marsh and Pasqualone, 2014</xref>). In all these studies, DNA methylation was the main epigenetic modification investigated. However, histone post-translational modifications (PTMs) may also play a relevant role in organisms&#x2019; adaptation to environmental stressors (<xref ref-type="bibr" rid="B10">Fallet et&#xa0;al., 2020</xref>). Indeed, the increase of histone acetylation in response to environmental stressors have been documented in different plants species. For instance, it has been observed that drought and heat stress increase the acetylation of histone H3 lysine 9 and histone H4 lysine 5 levels in maize and rice (<xref ref-type="bibr" rid="B32">Li et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B64">Zhao et&#xa0;al., 2014a</xref>; <xref ref-type="bibr" rid="B65">Zhao et&#xa0;al., 2014b</xref>; <xref ref-type="bibr" rid="B59">Wang et&#xa0;al., 2014</xref>). The involvement of histone acetylation in behavioral plasticity, including stress adaptation has been also observed in adult rats (<xref ref-type="bibr" rid="B52">Tsankova et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B61">Weaver et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B7">Chandramohan et&#xa0;al., 2007</xref>) and mice (<xref ref-type="bibr" rid="B11">Fischer et&#xa0;al., 2007</xref>) and in Cobb chicks (<xref ref-type="bibr" rid="B25">Kisliouk and Meiri, 2009</xref>). Besides, <xref ref-type="bibr" rid="B22">Hu et&#xa0;al. (2019)</xref> identified the histone acetyltransferase CBP-1 as one of the epigenetic regulators in heath stress in the nematode <italic>Caenorabditis elegans.</italic> Conversely, very few studies investigated this epigenetic mechanism in marine organisms. <xref ref-type="bibr" rid="B16">Gibson et&#xa0;al. (2011)</xref> focused on the potential presence of characteristic changes in these modifications throughout ontogeny (at representative stages from oocyte to adult) in the marine annelid <italic>Polydora cornuta</italic>. In particular, three modifications were detected throughout development (H3K14ac, H3K9me, and H3K4me2), indicating that histone modifications are present in a marine invertebrate and that they showed peculiar changes correlated with tissue differentiation and with life stages. In the Eastern oysters <italic>Crassostrea virginica</italic> exposed to the dinoflagellate <italic>Karenia brevis</italic> an increase in histone H2A.X phosphorylation (&#x3b3;H2A.X) has been measured likely related to the increase of oxidative damage induced by the brevetoxins produced by <italic>K. brevis</italic> (<xref ref-type="bibr" rid="B18">Gonz&#xe1;lez-Romero et&#xa0;al., 2017</xref>). In another study, Fellous and co-authors (2015) investigated methylation of H3 histone (H3K4, H3K9 and H3K27 residues) during larval stages of <italic>Crassostrea gigas</italic> upon exposure to thermal stress (both cold and heath). A significant hypermetilation was the most frequent modification observed, although also hypomethylation was also recorded at the lower temperature.</p>
<p>Based on the findings from previous studies, one would expect an increase of acetylation in summer. Nevertheless, during the summer season there are intense fluctuations of several environmental factors other than temperature, such as solar radiation, oxygen, food availability, algal coverage etc. which might contribute to change the profile of histone PTMs. To the best of our knowledge, only one study focused on the effects of seasonal fluctuation on these epigenetic end-points (<xref ref-type="bibr" rid="B23">Ishihara et&#xa0;al., 2019</xref>), where an increase in acetylation level of the histones H3 and H4 in the bullfrog <italic>Lithobates catesbeianus</italic> was observed during summer. Therefore, our study represents the first attempt to investigate PTMs in a marine species related to OA, and also contribute to improve current knowledge on the potential mechanisms underpinning histone acetylation in marine invertebrates.</p>
<p>Among the different histone PTMs, acetylation and methylation of key lysins were investigated in the present research. These modifications affect the inter-nucleosomal interactions and consequently they alter the overall chromatin structure (<xref ref-type="bibr" rid="B2">Bannister and Kouzarides, 2011</xref>).</p>
<p>Our results highlighted a significant reduction of the H2BAc/H2B ratio in the individuals coming from the control site and sampled in the month of June, while no differences were observed between the two different periods of the year for the organisms thriving at the CO<sub>2</sub> vent. A similar result was assessed also for the acetylation of the histone H3. Histone acetylation is an epigenetic modification that generally leads to an open chromatin environment and consequently to gene activation (<xref ref-type="bibr" rid="B53">Turner, 2000</xref>; <xref ref-type="bibr" rid="B2">Bannister and Kouzarides, 2011</xref>; <xref ref-type="bibr" rid="B19">Guida, 2013</xref>; <xref ref-type="bibr" rid="B27">Kumar et&#xa0;al., 2021</xref>). In fact, the enzyme histone acetyltransferase (HATs) catalyzes the addition of acetyl groups to the lysine residues of the N-terminal tails of histones, which neutralizes the positive charge of this aminoacid and weakens the interactions with the DNA, making chromatin more accessible to enzymes.</p>
<p>Individuals coming from the control site showed a reduction of acetylation of both histone H2B and H3 in the month of June, with respect to November.</p>
<p>Besides, our result is in contrast with what has been observed in the bullfrog <italic>Lithobates catesbeianus</italic> by <xref ref-type="bibr" rid="B23">Ishihara et&#xa0;al. (2019)</xref>. Nonetheless, the modification analyzed in the bullfrog referred to different residues of lysine, specifically: the acetylation and methylation of K9 residue and the methylation of K36, which might explain the difference in respect to our results. Moreover, the discrepancy might be also due to the different ecological and physiological traits of polychaetes with respect to amphibians. Indeed, a species-specificity in epigenetic mechanisms related to environmental fluctuations, such as thermal variation, has already been pointed out (<xref ref-type="bibr" rid="B37">McCaw et&#xa0;al., 2022</xref>).</p>
<p>Conversely, the seasonal trend of H2BAc observed in organisms coming from the CO<sub>2</sub> vent suggests that these individuals seem to be forced in maintaining higher level of acetylation also in the summer season. Hence, this result suggests the potential involvement of this mechanism as an adaptive strategy toward OA in <italic>Platynereis</italic> spp. This higher level of acetylation of histone H2B may be indicative of a major accessibility of the DNA to enzymes involved in transcription. In fact, the acetylated lysine residues in histone H2B are necessary for the transcriptional activation of some genes, particularly those that play a role in NAD biosynthesis or vitamin metabolism (<xref ref-type="bibr" rid="B43">Parra et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B28">Kupkova et&#xa0;al., 2021</xref>). But this modification may also affect other important DNA processes, such as replication, recombination and repair of DNA damages (<xref ref-type="bibr" rid="B53">Turner, 2000</xref>; <xref ref-type="bibr" rid="B2">Bannister and Kouzarides, 2011</xref>; <xref ref-type="bibr" rid="B21">Hofmann, 2017</xref>; <xref ref-type="bibr" rid="B8">Eirin-Lopez and Putnam, 2019</xref>).</p>
<p>The lack of modulation of H3 methylation, neither correlated to the period nor to the sampling site, suggests that this specific histone modification might play a minor role in seasonal acclimatization, as already described in bullfrogs (<xref ref-type="bibr" rid="B23">Ishihara et&#xa0;al., 2019</xref>). Otherwise, this result might be due to the fact that other residues of lysine may be involved, through other PTMs that might counterbalance the effect.</p>
<p>Since histones are highly conserved across eukaryotic species (<xref ref-type="bibr" rid="B35">Mari&#xf1;o-Ramirez et&#xa0;al., 2006</xref>), our result highlights the importance of increasing the current knowledge concerning histone PTMs in marine wild populations naturally subjected to extreme environmental conditions, to contribute to the current understanding of the role of this epigenetic mechanism in shaping the tolerance/adaptation of organisms to future global changes. Indeed, it would also be important to understand whether these alterations occur at the expense of key physiological functions or whether such mechanisms might entail tolerance towards environmental disturbances.</p>
<p>The application of untargeted metabolomics in polychaetes has been carried out in few studies so far, focused mostly on the evaluation of the effects on the metabolic profile of different environmental pollutants such as hydrocarbons, microplastics (<xref ref-type="bibr" rid="B40">Missawi et&#xa0;al., 2022</xref>) and metals (<xref ref-type="bibr" rid="B49">Sinclair et&#xa0;al., 2019</xref>). On the contrary, no information is currently available regarding the effects of environmental stressors related to climate changes on the metabolome of polychaetes.</p>
<p>Concerning our results, the classes of metabolites that contributed most to distinguish the metabolic profile of vent organisms compared to controls are amino acids and osmolytes, fatty acids and nucleosides.</p>
<p>An imbalance of purine and pyrimidine metabolism seems to occur in polychaetes from the vent, also confirmed by the reduction in these organisms of uric acid, which is the end product of purine catabolism (<xref ref-type="bibr" rid="B34">Maiuolo et&#xa0;al., 2016</xref>). A similar down regulation of purine and pyrimidine metabolism has been observed in juveniles of the Dungeness crab subjected to low pH (7.45) for 32 days (<xref ref-type="bibr" rid="B51">Trigg et&#xa0;al., 2019</xref>) suggesting that this cellular mechanism could be a target of OA, which could lead to an alteration of the synthesis of RNA and DNA and of the DNA repair mechanism. This result agrees with our observations concerning acetylation of histone H2B.</p>
<p>The content of some fatty acids was reduced in polychaetes from the vent site compared to controls. This suggests an increase of fatty acid beta oxidation to boost energy necessary to meet the energetic demand requested to survive under OA conditions. Our findings are consistent with what has been observed for populations of purple sea urchin (<italic>Strongylocentrotus purpuratus</italic>) locally adapted to upwelling phenomenon, leading to low pH, which showed an up-regulation of genes involved in fatty acids beta oxidation (<xref ref-type="bibr" rid="B9">Evans et&#xa0;al., 2017</xref>). In line with our results, a strong decrease of fatty acid content has been measured also in larvae of the American lobster (<italic>Homarus americanus</italic>) subjected to OA (<xref ref-type="bibr" rid="B41">Noisette et&#xa0;al., 2021</xref>). These findings are in agreement also with observations made in a previous study by <xref ref-type="bibr" rid="B6">Calosi et&#xa0;al. (2013a)</xref>. The authors observed that <italic>Platynereis</italic> and other polychaete species living in the Castello vent displayed a higher metabolic rate with respect to organisms living under non-acidified conditions; at the same time, <italic>Platynereis</italic> worms had significantly lower size than those of the control site, likely due to allocation of energy reserve to maintain basic metabolism penalizing growth. In the present study, however, a measurement of the size of the worms was not made, to confirm this.</p>
<p>The modulation of amino acids observed in organisms from the vent with respect to controls might be correlated with the need of organisms to keep osmoregulation and acid-base regulation under hypercapnia, as already suggested for the Dungeness crab by <xref ref-type="bibr" rid="B51">Trigg et&#xa0;al. (2019)</xref> and could be responsible for the non-bicarbonate buffering capacities, which protect extracellular pH during acute CO<sub>2</sub> exposure (<xref ref-type="bibr" rid="B38">Melzner et&#xa0;al., 2009</xref>). Indeed, the ability of an organism to maintain the acid-base balance and the ionic regulation is considered a key feature that allow to persist under high <italic>p</italic>CO<sub>2</sub>/low pH conditions (<xref ref-type="bibr" rid="B5">Calosi et&#xa0;al., 2013b</xref>; <xref ref-type="bibr" rid="B29">Lewis et&#xa0;al., 2016</xref>) and our results suggest that this condition could occur also in <italic>Platynereis</italic>. Moreover, histidine has an antioxidant role, being a scavenger of reactive oxygen species (<xref ref-type="bibr" rid="B56">Wade and Tucker, 1998</xref>). Since OA is considered a prooxidant stressor, based on <italic>in vivo</italic> and <italic>in situ</italic> studies (<xref ref-type="bibr" rid="B47">Ricevuto et&#xa0;al., 2016</xref> and citation therein), the observed increase in histidine suggests that the organisms activated a homeostatic response to counteract the prooxidant condition generated by OA, which could contribute to boost their ability to survive in the vent system.</p>
<p>A significant decrease of homotaurine was also observed in <italic>Platynereis</italic> spp. of the CO<sub>2</sub> vent system, with respect to those of the control. Homotaurine is a homolog of taurine naturally present in several seaweeds (<xref ref-type="bibr" rid="B50">Terriente-Palacios and Castellari, 2022</xref>), hence, a low content of this metabolite might suggest a different food availability or different assimilation/consumption processes for the two populations. To this respect, food availability, represented by <italic>Platynereis</italic> spp. by various macroalgae and epiphytes of <italic>Posidonia oceanica</italic> where they live as mesograzer (<xref ref-type="bibr" rid="B15">Gambi et&#xa0;al., 2000</xref>), in the vents show a higher coverage and higher seasonal persistence, respect to control (<xref ref-type="bibr" rid="B48">Ricevuto et&#xa0;al., 2015b</xref>). In addition, nitrogen content in plant tissues under OA conditions showed higher values respect to control (<xref ref-type="bibr" rid="B48">Ricevuto et&#xa0;al., 2015b</xref>). Therefore, the pattern of homotaurine, observed in worms from the vents, could be somehow related to this feature.</p>
<p>Given the key role of this osmolyte in osmoregulation and protection against oxidative stress (<xref ref-type="bibr" rid="B63">Yancey, 2005</xref>), further researches are warranted to clarify the potential mechanisms underlying the observation.</p>
<p>The changes in the metabolome observed in <italic>Platynereis</italic> spp. from the Castello vent are not totally consistent with the previous observations made on polychaetes and other invertebrates of the vent, which showed that antioxidant and immune metabolism were involved in the adaptation to OA (<xref ref-type="bibr" rid="B45">Ricevuto et&#xa0;al., 2015a</xref>; <xref ref-type="bibr" rid="B39">Migliaccio et&#xa0;al., 2019</xref>). In particular, in our study we did not detect metabolites with immunomodulation role, furthermore only few metabolites involved in the antioxidant response were modulated in organisms from the Castello vent with respect to controls in the present study. These discrepancies could be related to the different analytical approach used, namely metabolomics vs biochemical measurements and proteomics (<xref ref-type="bibr" rid="B45">Ricevuto et&#xa0;al., 2015a</xref>; <xref ref-type="bibr" rid="B39">Migliaccio et&#xa0;al., 2019</xref>). In addition, among the 19 significantly modified metabolites, 8 metabolites were unidentified. In this view, the application of other <italic>omic</italic> analyses might improve the outcomes of this research. Another explanation for the differences is likely due to the fact that the response to OA stress is known to be species-specific (<xref ref-type="bibr" rid="B62">Wilson-McNeal et&#xa0;al., 2020</xref>), thus it is possible that different organisms, such as sea urchins, show a different mechanism of tolerance to OA.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>Overall results from the analysis of histone modifications and metabolomics suggested that OA interfere in energy-yelding metabolic reactions. Based on the first evidences provided from this study future investigation should look at evaluating whether the physiological adaptation mechanism to OA occur at the expense of life-history traits such as for instance body growth, feeding or reproduction, that could have repercussions at higher hierarchical levels. Our study confirmed the importance of CO<sub>2</sub> vent systems as natural analogues to study the effects of OA, since they provide realistic information on the impacts of this phenomenon on marine organisms and contribute to understand the potential of some species to thrive under future-predicted acidified oceans.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>MM, CDT, and MCG conceptualization; MN, ACh, MM, and AC performed the field samplings; SS, performed epigenetics analysis; MF, FF, and DC performed metabolomics analysis; MF and ACh, data elaboration; SS, MCG, and CDT paper writing; CDT and MM provided resources; all authors contributed to writing and revision of the text and figures. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The project was financed by the grant Line 2 of the Research Support Plan from the University of Milan. During this study MN was supported by a fellowship from the Stazione Zoologica Anton Dohrn, ACh was supported by a fellowship from the Stazione Zoologica Anton Dohrn in collaboration with the University of Naples Federico II &#x2013; AFRIMED. During the initial period of this research MCG was senior investigator at the Ischia Marine Center of the Stazione Zoologica Anton Dohrn, Naples (Italy).</p>
</sec>
<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>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2022.1067900/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.1067900/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="DataSheet_2.zip" id="SM2" mimetype="application/zip"/>
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