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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
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<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2026.1771101</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Review</subject>
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<title-group>
<article-title>Marine environmental epigenetics: mechanisms, stress responses and applications to biomonitoring</article-title>
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<name><surname>David</surname><given-names>Ana Francisca dos Santos</given-names></name>
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<name><surname>Schmitz</surname><given-names>Ana Julia Gaspar</given-names></name>
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<name><surname>Vitor</surname><given-names>Maria Luiza Souza</given-names></name>
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<name><surname>Herkenhoff</surname><given-names>Marcos Edgar</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<aff id="aff1"><institution>Molecular Genetics Laboratory, Center for Higher Education, South Region, Santa Catarina State University</institution>, <city>Laguna</city>,&#xa0;<country country="br">Brazil</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Marcos Edgar Herkenhoff, <email xlink:href="mailto:marcos.herkenhoff@gmail.com">marcos.herkenhoff@gmail.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-27">
<day>27</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>13</volume>
<elocation-id>1771101</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>02</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>03</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 David, Schmitz, Garrote, Vitor, Bueno and Herkenhoff.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>David, Schmitz, Garrote, Vitor, Bueno and Herkenhoff</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-27">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p>The increasing exposure of coastal ecosystems to pollution, eutrophication, ocean acidification, hypoxia and accelerating climate change has highlighted the need for molecular tools capable of detecting sublethal and early biological responses before ecological deterioration becomes evident. In this context, epigenetic mechanisms such as DNA methylation, histone modifications and non-coding RNA expression provide sensitive and mechanistically informative indicators of organismal responses to environmental stress. This manuscript synthesizes current knowledge on how these epigenetic pathways respond to key anthropogenic and climate-driven stressors across marine taxa, emphasizing their roles in mediating plasticity, acclimatization and potential adaptive trajectories. We review methodological advances in environmental epigenomics, including high-throughput DNA methylation and chromatin-mapping techniques, and discussed the challenges posed by non-model marine species, including the scarcity of reference genomes. We also evaluate the practical application of epigenetic biomarkers as part of marine biomonitoring frameworks, with particular attention to their potential integration into effect-based assessment tools within the European Union Water Framework Directive. By connecting mechanistic insights with applied management perspectives, this manuscript highlights how epigenetic markers can improve early-warning capabilities, guide conservation planning and enhance the predictive power of coastal ecosystem assessments in the face of rapid environmental change.</p>
</abstract>
<kwd-group>
<kwd>biomonitoring</kwd>
<kwd>coastal ecosystems</kwd>
<kwd>DNA methylation</kwd>
<kwd>environmental stress</kwd>
<kwd>epigenetic biomarkers</kwd>
<kwd>histone modifications</kwd>
<kwd>hypoxia</kwd>
<kwd>marine environmental epigenetics</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="4"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="176"/>
<page-count count="18"/>
<word-count count="8974"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Marine Biology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Coastal ecosystems are regarded as biodiversity hotspots, fulfilling essential ecological and socioeconomic functions, such as climate regulation, the provision of fishery resources, and natural protection against extreme events (<xref ref-type="bibr" rid="B49">D&#xed;az et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B25">Brazil, 2025</xref>). The exquisite biological and functional diversity of these systems helps them remain stable and resilient despite natural environmental changes, thereby sustaining coastal communities that depend directly on marine resources (<xref ref-type="bibr" rid="B31">Cardinale et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B24">Brauman et&#xa0;al., 2020</xref>).</p>
<p>However, the very ecosystems that provide these critical services are now massively threatened by anthropogenic drivers, including pollution, eutrophication, habitat destruction, and global climate change (<xref ref-type="bibr" rid="B52">Eirin-Lopez and Putnam, 2019</xref>). The combined effects of these profoundly alter the coastal physicochemical dynamics leading to coastal warming, acidification, and deoxygenation, which compromises fundamental physiological processes in marine species and interferes with the structure and functioning of ecosystems (<xref ref-type="bibr" rid="B15">Auffret et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B53">Exposito-Alonso et&#xa0;al., 2022</xref>).</p>
<p>Biomarkers are extensively used to track modifications to the coastal physicochemical environment, and traditional physiological and biochemical biomarkers, such as antioxidant enzymes and stress proteins, are well known for this purpose (<xref ref-type="bibr" rid="B127">Petrocheilou et&#xa0;al., 2026</xref>). Traditionally, physiological and biochemical biomarkers, such as antioxidant enzymes and stress proteins, have been widely used to monitor environmental impacts. However, these markers have limitations, as they often reflect late or non-specific responses (<xref ref-type="bibr" rid="B7">Allis and Jenuwein, 2016</xref>). In this context, epigenetics emerges as a promising tool for understanding adaptive responses at the molecular level, enabling the detection of changes in gene regulation that occur without alterations to the DNA sequence, yet significantly influence the expression of genes related to survival and phenotypic plasticity (<xref ref-type="bibr" rid="B3">Abdolmaleky et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B14">Assis et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B55">Feil and Fraga, 2012</xref>; <xref ref-type="bibr" rid="B176">Zhou et&#xa0;al., 2025</xref>).</p>
<p>Epigenetic modifications&#x2014;primarily DNA methylation, histone modifications, and non-coding RNAs (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>)&#x2014;are highly sensitive to environmental variations and can be inherited across generations, functioning as a link between the environment and the genome (<xref ref-type="bibr" rid="B114">Morgan et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B121">Oliveira, 2012</xref>). Epigenetic markers act as early stress sentinels by detecting rapid, dynamic adjustments in gene regulation (e.g., via DNA methylation) during exposure to pollutants, acidification, hypoxia, or thermal shifts. This provides near-real-time insights into stress responses&#x2014;often within hours&#x2014;enabling intervention before physiological decline occurs.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Epigenetic mechanisms and responses to environmental stressors in coastal marine organisms.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1771101-g001.tif">
<alt-text content-type="machine-generated">Flowchart graphic showing how pollutants, acidification, and hypoxia affect marine life via epigenetic mechanisms such as DNA methylation, histone modifications, and non-coding RNAs, leading to altered gene expression, reduced plasticity, and potentially ecological collapse if stress exceeds organism survival limits.</alt-text>
</graphic></fig>
<p>Despite recent advances, significant gaps persist in the understanding of marine environmental epigenetics, particularly in non-model species and complex ecological systems. Addressing these gaps requires the synthesis of comparative data across coastal taxa and the integration of epigenetic analyses with ecological parameters to support the development of robust biomonitoring and conservation strategies (<xref ref-type="bibr" rid="B162">Verhoeven and Preite, 2014</xref>). In this context, the present work reviews and discusses the epigenetic responses of coastal organisms to diverse environmental stressors, highlighting the potential of epigenetic markers as early diagnostic tools and as a scientific basis for marine conservation policies.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Epigenetics and environmental stress: general mechanisms</title>
<p>The term epigenetics originates from the Greek prefix epi, meaning &#x201c;above or over something, &#x201c; and it studies inherited changes in gene functions that are observed in genetics but do not alter the nucleotide base sequences of the DNA molecule (<xref ref-type="bibr" rid="B51">Egger et&#xa0;al., 2004</xref>). Epigenetic patterns are sensitive to environmental modifications that can trigger phenotypic changes to be transmitted to descendants (<xref ref-type="bibr" rid="B30">Caporali et&#xa0;al., 2025</xref>). There are several mechanisms through which epigenetics operates, including DNA methylation, histone modifications related to chromatin compaction, and non-coding RNAs.</p>
<sec id="s2_1">
<label>2.1</label>
<title>Epigenetic mechanisms of action</title>
<sec id="s2_1_1">
<label>2.1.1</label>
<title>DNA methylation</title>
<p>Methylation consists of a covalent modification of DNA in which a methyl group (CH<sub>3</sub>) is transferred from S-adenosylmethionine to the carbon 5 of a cytosine (5mC) that typically precedes a guanine (CpG dinucleotide), through the action of a family of enzymes known as DNA methyltransferases (DNMTs) (<xref ref-type="bibr" rid="B151">Szyf, 2007</xref>; <xref ref-type="bibr" rid="B122">Oliveira et&#xa0;al., 2010</xref>). DNA methyltransferases are divided into two classes of representatives: those involved in the methylation of hemimethylated DNA strands (DNA strands in the replication process), known as maintenance methylases such as DNMT1; and another group responsible for most <italic>de novo</italic> methylation processes, which occur at sites with no indication of methylation, that is, without prior methylation, such as DNMT2, DNMT3a, and DNMT3b. The methyl radical donors are obtained from the diet and are primarily methionine, followed by folate, choline, and vitamin B12 (<xref ref-type="bibr" rid="B151">Szyf, 2007</xref>).</p>
<p>Another group of enzymes is responsible for DNA demethylation. The process known as active demethylation involves demethylases and appears to be necessary for activating specific genes or erasing the epigenetic mark during development or in responses to environmental perturbations (<xref ref-type="bibr" rid="B122">Oliveira et&#xa0;al., 2010</xref>). Demethylation can also be passive when there is no involvement of demethylases and occurs when maintenance by methyltransferases is inactive during the cell cycle. Thus, the level and pattern of 5mC are determined by both methylation and demethylation processes, and the enzymes involved in these processes must be highly regulated (<xref ref-type="bibr" rid="B114">Morgan et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B122">Oliveira et&#xa0;al., 2010</xref>).</p>
<p>Environmental factors have also been implicated in the modulation of methylation, including pollutants such as metal ions, as well as pharmaceuticals and fungicides (<xref ref-type="bibr" rid="B151">Szyf, 2007</xref>). These factors may induce methylation or demethylation within the genome, dramatically altering gene expression (<xref ref-type="bibr" rid="B122">Oliveira et&#xa0;al., 2010</xref>).</p>
</sec>
<sec id="s2_1_2">
<label>2.1.2</label>
<title>Histone modifications</title>
<p>In addition to DNA methylation, environmental cues can also affect chromatin structure through modifications of histone proteins. The nucleosome is the basic unit of chromatin, with its core composed of two molecules each of the histones H2A, H2B, H3, and H4, wrapped by 147 base pairs of DNA. Numerous post-translational modifications occur on these histone molecules, constituting important epigenetic mechanisms involved in the regulation of gene expression (<xref ref-type="bibr" rid="B83">Kouzarides, 2007</xref>; <xref ref-type="bibr" rid="B121">Oliveira, 2012</xref>).</p>
<p>Histone modifications act in the regulation of gene transcription, as they interfere with chromatin condensation, which is directly related to whether DNA regions are accessible or inaccessible to the transcriptional machinery, and may also recruit or prevent access to non-histone effector proteins (<xref ref-type="bibr" rid="B140">Sharma et&#xa0;al., 2010</xref>). The degree of histone methylation is also involved in transcriptional regulation. Trimethylation of lysine 4 on histone H3 (H3K4me3) is found in active promoters, whereas H3K9me3 and H3K27me3 are present in repressed promoters (<xref ref-type="bibr" rid="B145">Spada et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B83">Kouzarides, 2007</xref>; <xref ref-type="bibr" rid="B56">Franz et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B121">Oliveira, 2012</xref>).</p>
<p>The histone modification profile is regulated by numerous enzymes that actively add and remove covalent modifications on histone proteins. Histone acetyltransferases (HATs) and histone methyltransferases (HMTs) add acetyl and methyl groups, respectively, whereas histone deacetylases (HDACs) and histone demethylases (HDMs) remove these groups (<xref ref-type="bibr" rid="B141">Shi, 2007</xref>; <xref ref-type="bibr" rid="B64">Haberland et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B121">Oliveira, 2012</xref>). Many enzymes have been described in each family, and they interact with one another and with other mechanisms to ensure proper maintenance of chromatin conformation and transcriptional control (<xref ref-type="bibr" rid="B121">Oliveira, 2012</xref>).</p>
</sec>
<sec id="s2_1_3">
<label>2.1.3</label>
<title>Non coding RNAs</title>
<p>Beyond chromatin&#x2212;based mechanisms such as DNA methylation and histone modifications, epigenetic regulation also involves diverse classes of non&#x2212;coding RNAs. In addition, several types of non coding RNAs have been identified, the most prominent of which include long non coding RNAs, microRNAs (miRNAs), and small interfering RNAs (siRNAs) (<xref ref-type="bibr" rid="B98">Loganathan and Doss C, 2023</xref>). miRNA molecules are 21&#x2013;22 nucleotides in length and bind to proteins to form complexes (RNA induced silencing complex, or RISC) that subsequently target messenger RNA transcripts with base pair complementarity to the miRNA. The target messenger RNA may have its translation blocked or its transcript degraded (<xref ref-type="bibr" rid="B98">Loganathan and Doss C, 2023</xref>).</p>
<p>Long non-coding RNAs (lncRNAs) are a heterogeneous group of non-coding transcripts longer than 200 nucleotides, capable of interacting with DNA, RNA, or proteins and exerting transcriptional and/or post-transcriptional regulatory functions, processing multiple signals that are not yet fully elucidated (<xref ref-type="bibr" rid="B45">Deshpande et&#xa0;al., 2025</xref>). lncRNAs have gained attention for their role in several biological processes, including cell migration, proliferation, autophagy, and apoptosis (<xref ref-type="bibr" rid="B45">Deshpande et&#xa0;al., 2025</xref>). In addition to their important biological functions, long non-coding RNAs are also linked to various diseases, as the aberrant expression of lncRNAs and the associated dysregulation of mRNAs have been implicated in pathological conditions (<xref ref-type="bibr" rid="B169">Wu et&#xa0;al., 2014</xref>).</p>
</sec>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Epigenetic alterations induced by stress</title>
<p>Heat shock proteins are highly conserved in nature and act as molecular chaperones for other proteins, repairing and preventing misfolding or inappropriate interactions. They also assist in transporting these molecules between cellular compartments. Although these functions are performed under physiological conditions, the loss of protein stability under stressful conditions increases the expression of HSPs (<xref ref-type="bibr" rid="B165">Wei et&#xa0;al., 2020</xref>).</p>
<p>The regulation of heat shock proteins (HSPs)&#x2014;one of the most evolutionarily conserved cellular mechanisms&#x2014;occurs through the expression of inducible genes, that is, genes expressed under the influence of a stressor, such as heat shock, or substance. When cells are subjected to such stressors, they experience proteotoxic stress and other cellular disturbances that trigger specific signaling pathways, ultimately leading to the activation of the heat shock response. The expression of HSPs involves transcriptional activation mediated by a specific transcription factor, HSF (Heat Shock Factor). Under normal conditions, cells contain HSF in both the cytoplasm and the nucleus in its monomeric form, which does not bind to DNA (<xref ref-type="bibr" rid="B111">Mikhailova et&#xa0;al., 2025</xref>). Under basal conditions, the transcription factor HSF1 (Heat Shock Factor 1) remains in the cytoplasm in an inactive monomeric form, complexed with chaperone proteins such as HSP70 and HSP90, which keep it repressed (<xref ref-type="bibr" rid="B17">Banfi et&#xa0;al., 2025</xref>). In response to heat shock and other physiological stresses, HSF is phosphorylated by protein kinases and forms trimers that accumulate within the nucleus. These trimers bind to Heat Shock Elements (HSE), specific DNA sequences that trigger the transcription of HSP70 mRNA. The mRNAs then translocate to the cytosol, where they promote the synthesis of additional HSP70 proteins. These newly synthesized HSP70 molecules bind to damaged proteins, aiding in their stabilization and repair (<xref ref-type="bibr" rid="B142">Singh et&#xa0;al., 2024</xref>).</p>
<p>These proteins are organized into families based on the similarity of their coding sequences and the molecular weight of the proteins, and are generally classified as HSP10, HSP40, HSP60, HSP70, HSP90, HSP100, and HSP110 (<xref ref-type="bibr" rid="B101">Makhoba, 2025</xref>). Examples of such stimuli include exposure to radiation or heavy metals, nutrient deprivation, hypoxia, infections, and inflammation, among others (<xref ref-type="bibr" rid="B79">Killian et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B84">Koyama et&#xa0;al., 2024</xref>). All known forms of stress, if sufficiently intense, induce the expression of these proteins. Associations of these groups with specific functions or phenotypes are also made, but this is questioned due to the difficulty in determining the stress to which the increased expression relates, since organisms rarely face a single adversity at a time (<xref ref-type="bibr" rid="B36">Chen et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B76">Jacob et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B142">Singh et&#xa0;al., 2024</xref>). Furthermore, since organisms face secondary impacts of multiple environmental stressors at a time, and the responses to stress are highly individual, and species-specific (<xref ref-type="bibr" rid="B74">Iyer et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B142">Singh et&#xa0;al., 2024</xref>).</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Comparative resilience &#x2013; epigenetic flexibility</title>
<p>The historical emphasis of evolutionary genetics on fixed genetic adaptations to stable or unstable environments hindered, for several decades, a fuller appreciation of the role of phenotypic plasticity in the evolution and diversification of organisms. Phenotypic plasticity is thought to be especially common in sessile organisms, which cannot readily move away from adverse conditions (<xref ref-type="bibr" rid="B108">McEwen, 2016</xref>; <xref ref-type="bibr" rid="B110">Metzger et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B143">Smeeth et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B154">Thorogood et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B174">Zhang et&#xa0;al., 2024</xref>).</p>
<p>However, it has been proposed that comparative studies with sessile animals are needed, since these organisms share similar life-history constraints&#x2014;namely, the inability to relocate to safer environments&#x2014;and therefore may be exposed to environmental challenges comparable to those faced by plants. Consequently, sessile animals may be expected to exhibit adaptive forms of phenotypic plasticity (<xref ref-type="bibr" rid="B22">Borges, 2008</xref>; <xref ref-type="bibr" rid="B88">Laitinen and Nikoloski, 2019</xref>; <xref ref-type="bibr" rid="B139">Schneider, 2022</xref>).</p>
</sec>
<sec id="s4">
<label>4</label>
<title>Epigenetic responses to specific stressors</title>
<p>Epigenetic mechanisms constitute one of the earliest cellular defense systems against environmental stressors, acting dynamically to modulate gene expression and metabolic activity (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). Through reversible processes such as DNA methylation, histone modifications, and the actions of non-coding RNAs, cells can rapidly adjust their molecular responses to environmental variation without requiring permanent alterations in the underlying genetic sequence (<xref ref-type="bibr" rid="B44">Dee et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B118">Nestler, 2016</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Environmental stressors and associated epigenetic responses in marine organisms.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Stressor</th>
<th valign="middle" align="center">Epigenetic response</th>
<th valign="middle" align="center">Representative taxa</th>
<th valign="middle" align="center">Ecological implication</th>
<th valign="middle" align="center">Representative references</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">Organic pollutants and heavy metals</td>
<td valign="top" align="center">DNA methylation alterations in detoxification gene promoters; silencing of metal-binding proteins</td>
<td valign="top" align="center">Mussels, oysters, polychaetes</td>
<td valign="top" align="center">Early detection of sublethal exposure; sensitive indicator of coastal contamination</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B151">Szyf, 2007</xref>; <xref ref-type="bibr" rid="B9">Aluru, 2017</xref>; <xref ref-type="bibr" rid="B23">Brander et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B102">Marczylo et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B73">Hook et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B148">Su&#xe1;rez-Ulloa et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B161">Trigg et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B11">Anastasiadi and Beemelmanns, 2022</xref></td>
</tr>
<tr>
<td valign="top" align="center">Ocean acidification</td>
<td valign="top" align="center">Hypomethylation of metabolic regulators (e.g., <italic>PDK4</italic>); histone remodeling in symbiosis-related genes</td>
<td valign="top" align="center">Corals, sea urchins, juvenile bivalves</td>
<td valign="top" align="center">Anticipatory biomarker of chronic pH stress; diagnostic of carbonate system disruption</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B128">Putnam et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B133">Rodr&#xed;guez-Casariego et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B8">Alter et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B15">Auffret et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B96">Liu et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B26">Brennan et&#xa0;al., 2025</xref></td>
</tr>
<tr>
<td valign="top" align="center">Hypoxia</td>
<td valign="top" align="center">Altered non-coding RNA expression; histone acetylation in oxidative metabolism genes</td>
<td valign="top" align="center">Coastal fish, benthic polychaetes</td>
<td valign="top" align="center">Sensitivity to dead zones and water quality deterioration; rapid response indicator</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B71">Hindle, 2020</xref>; <xref ref-type="bibr" rid="B78">Johnston et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B10">Aluru et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B97">Liu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B6">Alderdice et&#xa0;al., 2022</xref></td>
</tr>
<tr>
<td valign="top" align="center">Thermal stress and marine heatwaves</td>
<td valign="top" align="center">Redistribution of H3K27ac marks; methylation changes in thermally responsive genes</td>
<td valign="top" align="center">Corals, fish, mollusks</td>
<td valign="top" align="center">Diagnosis of extreme thermal events; early warning of climate-driven stress</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B57">Fuller et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B171">Xu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B34">Chang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B27">Bump and Lubeck, 2023</xref>; <xref ref-type="bibr" rid="B47">Diao et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B18">Beemelmanns et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B104">Mart&#xed;nez et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="center">Eutrophication and nutrient loading</td>
<td valign="top" align="center">ncRNA profile shifts; altered chromatin accessibility in nutrient-sensing pathways</td>
<td valign="top" align="center">Benthic invertebrates, macroalgae</td>
<td valign="top" align="center">Spatial mapping of degradation gradients; ecosystem-level stress indicator</td>
<td valign="top" align="center"><xref ref-type="bibr" rid="B65">Hagger et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B23">Brander et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B11">Anastasiadi and Beemelmanns, 2022</xref>; <xref ref-type="bibr" rid="B135">Rubbens et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B112">Miller et&#xa0;al., 2025</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Taxon-specific epigenetic responses to major environmental stressors in coastal marine organisms. Heatmap showing the dominant epigenetic mechanisms triggered by four environmental stressors (heavy metals, hypoxia, heat stress, and ocean acidification) across four representative marine taxa (bivalves, corals, polychaetes, and coastal fish). Cell colors indicate the primary epigenetic response: deep blue represents hypermethylation, light blue represents hypomethylation, green represents histone acetylation, purple represents histone methylation, and orange represents altered non-coding RNA (ncRNA) expression. Each cell is labeled with the specific epigenetic mechanism, enabling rapid identification of taxon-stressor combinations and facilitating comparison of response patterns across phylogenetically distant groups. This visualization highlights both conserved epigenetic responses (e.g., ncRNA dysregulation under multiple stressors) and taxon-specific sensitivities (e.g., pronounced histone remodeling in corals under acidification), supporting the selection of appropriate sentinel species and biomarkers for coastal monitoring programs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1771101-g002.tif">
<alt-text content-type="machine-generated">Matrix chart titled &#x201c;Epigenetic Responses&#x201d; compares four stressors&#x2014;heavy metals, hypoxia, heat stress, and acid&#x2014;across bivalves, corals, polychaetes, and coastal fish, mapping stressor-organism pairs to color-coded epigenetic mechanisms: hypermethylation (dark blue), hypomethylation (light blue), histone acetylation (green), histone methylation (purple), and altered non-coding RNA (orange).</alt-text>
</graphic></fig>
<p>Cells or organisms can rapidly adjust their molecular responses to environmental stressors. In coastal organisms, this epigenetic plasticity plays a crucial role in ecological resilience, allowing species exposed to abrupt fluctuations in temperature, salinity, oxygenation, and pollutant levels to maintain physiological balance and cellular viability. These epigenetic adjustments function as molecular acclimation mechanisms, capable of reorganizing energy metabolism, activating antioxidant defense pathways, and regulating DNA repair and maintenance processes (<xref ref-type="bibr" rid="B21">Bogan and Yi, 2024</xref>; <xref ref-type="bibr" rid="B134">Romero-Mujalli et&#xa0;al., 2024</xref>).</p>
<p>In this way, the epigenome functions as a bridge between the environment and the genotype, translating external signals into coordinated biochemical responses that enhance stress tolerance and contribute to the maintenance of population stability and the functional integrity of coastal ecosystems.</p>
<sec id="s4_1">
<label>4.1</label>
<title>Chemical pollutants</title>
<p>Marine contamination by heavy metals (such as Cd, Pb, and Hg) and polycyclic aromatic hydrocarbons (PAHs) represents one of the major threats to the biological integrity of coastal ecosystems. These compounds interact with DNA and histone proteins, promoting hypermethylation of promoter regions of detoxification genes, such as those of the CYP450 family, and inducing epigenetic silencing of antioxidant pathways (<xref ref-type="bibr" rid="B9">Aluru, 2017</xref>; <xref ref-type="bibr" rid="B23">Brander et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B102">Marczylo et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B150">Suter and Aagaard-Tillery, 2009</xref>).</p>
<p>In studies conducted with the mussel <italic>Mytilus edulis</italic>, individuals from contaminated estuaries exhibited differential methylation patterns in genes associated with cellular defense and metal homeostasis, revealing the epigenome&#x2019;s high sensitivity in reflecting chronic pollution exposure (<xref ref-type="bibr" rid="B20">Bjerknes et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B41">Corrochano-Fraile et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B130">Regan et&#xa0;al., 2024</xref>). These findings reinforce the use of epigenetic markers as early indicators of environmental impact, complementing traditional chemical and physiological assessments.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Climate change: ocean warming and acidification</title>
<p>Global climate changes have been profoundly altering the conditions of marine ecosystems, impacting the metabolism, reproduction, and survival of species. Ocean acidification and water warming modify the epigenetic regulation of genes associated with energy metabolism and thermal tolerance (<xref ref-type="bibr" rid="B8">Alter et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B96">Liu et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B128">Putnam et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B173">Zetzsche and Fallet, 2024</xref>).</p>
<p>In corals of the genus <italic>Pocillopora</italic>, for example, hypomethylation of metabolic genes, such as <italic>PDK4</italic>, has been observed in response to prolonged acidification, which modulated phenotypic plasticity and favored local adaptation (<xref ref-type="bibr" rid="B128">Putnam et&#xa0;al., 2016</xref>). Similarly, in Atlantic killifish (<italic>Fundulus heteroclitus</italic>) chronically exposed to polycyclic aromatic hydrocarbons, resistance to contaminants is associated with extensive changes in hepatic gene expression and alternative splicing, including the aryl hydrocarbon receptor gene ahr2b, as well as a marked reduction in intra-population variance of metabolic gene expression (<xref ref-type="bibr" rid="B68">Harishchandra et&#xa0;al., 2024</xref>). These results suggest that epigenetics acts as a molecular mediator of physiological acclimatization, enabling flexible and potentially heritable responses (<xref ref-type="bibr" rid="B100">Luo et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B176">Zhou et&#xa0;al., 2025</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Hypoxia and physiological stress</title>
<p>Hypoxia, common in eutrophic regions and estuarine zones, represents one of the most critical stressors for marine species (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). The reduction of dissolved oxygen activates epigenetic responses associated with the regulation of anaerobic metabolism and redox balance (<xref ref-type="bibr" rid="B71">Hindle, 2020</xref>; <xref ref-type="bibr" rid="B97">Liu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B78">Johnston et&#xa0;al., 2025</xref>).</p>
<p><xref ref-type="bibr" rid="B78">Johnston et&#xa0;al. (2025)</xref> analyzed fish models subjected to chronic hypoxia, identifying that demethylation of promoters of anaerobic metabolism genes (such as <italic>LDH-A</italic> and <italic>HIF-1&#x3b1;</italic>) is directly linked to tolerance to low oxygen. The authors demonstrate that epigenetic modifications act as &#x201c;molecular switches&#x201d; that reprogram redox balance, enabling survival in eutrophicated estuarine zones.</p>
<p>A study on coral larvae exposed to hypoxia revealed that histone acetylation (H3K27ac) modulates the expression of redox detoxification genes. This mechanism promotes phenotypic plasticity even under abrupt oxygen fluctuations, suggesting an analogous model to that observed in adult corals. The discovery is relevant to <italic>Pocillopora</italic> by explaining how reef species maintain metabolic functions in unstable environments (<xref ref-type="bibr" rid="B6">Alderdice et&#xa0;al., 2022</xref>).</p>
<p>A genetic-epigenetic focused study in marine mammals (such as elephant seals) identified positive selection in hypoxia-regulated genes (<italic>EPAS1</italic>, <italic>VHL</italic>), with conserved epigenetic signatures that modulate redox stress responses. The research offers evolutionary parallels to understand how epigenetics can accelerate adaptations in marine species under climate pressure (<xref ref-type="bibr" rid="B71">Hindle, 2020</xref>).</p>
<p>In <italic>Fundulus heteroclitus</italic>, exposure to hypoxia led to the deacetylation of histones H3 and H4, resulting in the repression of genes involved in oxidative processes and the activation of alternative metabolic pathways. These epigenetic adjustments allow the organism to optimize energy use and reduce oxidative stress, maintaining cellular homeostasis in unstable environments (<xref ref-type="bibr" rid="B10">Aluru et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B35">Chang et&#xa0;al., 2025</xref>).</p>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Techniques for epigenetic analysis in marine organisms</title>
<p>Epigenetics has become an essential field for understanding gene expression regulation in diverse organisms, including marine species that play fundamental roles in coastal and oceanic ecosystems. epigenetic modifications, such as DNA methylation and histone alterations, are capable of modulating gene activity without altering the nucleotide sequence, reflecting adaptive responses to environmental factors such as pollution, ocean acidification, salinity variation, and temperature changes. in this context, the application of robust and sensitive techniques for epigenetic analysis in marine organisms is crucial, even though it presents specific challenges due to the absence of reference genomes and the complexity of the environments studied (<xref ref-type="bibr" rid="B59">Gavery and Roberts, 2017</xref>). A variety of molecular approaches are currently available to investigate environmentally responsive epigenetic variation in marine organisms, ranging from global to highly targeted assays (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>). In this review, we focus on two high-resolution &#x201c;gold-standard&#x201d; methods&#x2014;whole-genome bisulfite sequencing (WGBS) and chromatin immunoprecipitation sequencing (ChIP-seq)&#x2014;as representative examples of genome-wide DNA methylation and histone-modification profiling that are particularly relevant for the development of effect-based biomonitoring frameworks. A range of molecular approaches currently used in marine environmental epigenetics is summarized in <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>, and their relative genomic coverage, resolution, and practical feasibility for biomonitoring applications are compared in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>. Other techniques are also listed in <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>, however, more briefly because they either provide lower resolution, have more restricted genomic coverage, or have been less frequently applied in marine environmental contexts.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Epigenetic techniques applicable to marine biomonitoring programs.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Technique</th>
<th valign="middle" align="left">Application</th>
<th valign="middle" align="left">Advantage</th>
<th valign="middle" align="left">Limitation</th>
<th valign="middle" align="left">Field feasibility</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Whole-genome bisulfite sequencing (WGBS)</td>
<td valign="middle" align="left">Genome-wide and locus-specific DNA methylation quantification</td>
<td valign="middle" align="left">Maximum resolution; comprehensive coverage</td>
<td valign="middle" align="left">High cost; requires reference genome; labor-intensive</td>
<td valign="middle" align="left">Low</td>
</tr>
<tr>
<td valign="middle" align="left">Reduced-representation bisulfite sequencing (RRBS)</td>
<td valign="middle" align="left">Analysis of CpG-dense regions in non-model genomes</td>
<td valign="middle" align="left">Lower cost than WGBS; suitable for species without reference genomes</td>
<td valign="middle" align="left">Partial coverage; bias toward CpG islands</td>
<td valign="middle" align="left">Moderate</td>
</tr>
<tr>
<td valign="middle" align="left">Chromatin immunoprecipitation sequencing (ChIP-seq)</td>
<td valign="middle" align="left">Mapping of histone modifications and chromatin states</td>
<td valign="middle" align="left">Identifies stress-specific chromatin signatures; high specificity</td>
<td valign="middle" align="left">Difficult sample preparation in field conditions; requires fresh tissue</td>
<td valign="middle" align="left">Low</td>
</tr>
<tr>
<td valign="middle" align="left">RNA sequencing of non-coding RNAs (miRNA, lncRNA)</td>
<td valign="middle" align="left">Identification of environmentally responsive small and long non-coding RNAs</td>
<td valign="middle" align="left">Does not require complete genome annotation; rapid response detection</td>
<td valign="middle" align="left">Complex interpretation; tissue-specific variation</td>
<td valign="middle" align="left">Moderate</td>
</tr>
<tr>
<td valign="middle" align="left">Targeted bisulfite PCR</td>
<td valign="middle" align="left">Quantification of methylation at specific candidate loci</td>
<td valign="middle" align="left">Cost-effective; rapid turnaround; suitable for field sampling</td>
<td valign="middle" align="left">Limited to pre-selected regions; lower throughput</td>
<td valign="middle" align="left">High</td>
</tr>
<tr>
<td valign="middle" align="left">Digital droplet PCR (ddPCR) for methylation</td>
<td valign="middle" align="left">Absolute quantification of methylated DNA molecules</td>
<td valign="middle" align="left">Highly sensitive; minimal sample requirements; portable</td>
<td valign="middle" align="left">Limited to single or few loci; requires optimization</td>
<td valign="middle" align="left">High</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Comparative assessment of epigenetic techniques used in marine environmental epigenomics. WGBS, Whole-Genome Bisulfite Sequencing; RRBS, Reduced Representation Bisulfite Sequencing; ddPCR, Droplet Digital PCR.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1771101-g003.tif">
<alt-text content-type="machine-generated">Bubble chart comparing six molecular biology techniques by resolution or sensitivity (vertical axis, low to high) and relative cost (horizontal axis, low to high). WGBS and ChIP-seq have high resolution and high cost. RRBS and ncRNA-seq have intermediate cost and sensitivity. Targeted bisulfite PCR and ddPCR have low cost and lower sensitivity. Each technique is represented by a colored bubble with its name inside.</alt-text>
</graphic></fig>
<sec id="s5_1">
<label>5.1</label>
<title>Whole-genome bisulfite sequencing</title>
<p>Whole-genome bisulfite sequencing (WGBS) is regarded as the gold standard for DNA methylation analysis, enabling single-base resolution detection. In this method, DNA is treated with sodium bisulfite, which converts unmethylated cytosines into uracils, while methylated cytosines remain unchanged (<xref ref-type="bibr" rid="B28">Cao et&#xa0;al., 2023</xref>). Subsequent sequencing allows highly precise discrimination of genomic regions that exhibit specific methylation patterns (<xref ref-type="bibr" rid="B86">Kurdyukov and Bullock, 2016</xref>). However, the high cost, substantial sequencing depth requirements, and the need for sophisticated bioinformatic pipelines make WGBS technically and financially demanding, constituting a major methodological challenge for large&#x2212;scale or non&#x2212;model marine organisms (<xref ref-type="bibr" rid="B5">Agius et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B82">Klughammer et&#xa0;al., 2015</xref>).</p>
<p>Recent applications of WGBS in marine organisms, such as pearl oysters (<xref ref-type="bibr" rid="B63">Gu et&#xa0;al., 2023</xref>) and sea cucumbers (<xref ref-type="bibr" rid="B34">Chang et&#xa0;al., 2023</xref>), for mapping DNA methylation in responses to environmental stresses and immunity, with advances in high-resolution sequencing and phenotypic plasticity analysis. Reduced-representation approaches such as RRBS and targeted bisulfite sequencing offer a pragmatic compromise, lowering sequencing costs and analytical complexity by focusing on CpG-rich regions or predefined loci while retaining single-base resolution at the sites of interest (<xref ref-type="bibr" rid="B115">Moser et&#xa0;al., 2020</xref>). Although such methods inevitably miss part of the methylome, they are compatible with routine monitoring when combined with prior identification of informative loci and can deliver sufficiently fast and accurate measurements for biomarker applications in many marine systems (<xref ref-type="bibr" rid="B125">Panagopoulou et&#xa0;al., 2026</xref>; <xref ref-type="bibr" rid="B155">Tian et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B163">Vrba et&#xa0;al., 2020</xref>). At present, truly high-throughput, field-deployable epigenetic assays remain limited, but the combination of reduced-representation methods, targeted assays (e.g. locus-specific bisulfite PCR, ddPCR) and automated library preparation already allows for practical, relatively rapid and accurate detection of selected epigenetic markers in a monitoring context, especially when sample throughput is moderate rather than massive (<xref ref-type="bibr" rid="B159">Van den Ackerveken et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B175">Zhou et&#xa0;al., 2024</xref>).</p>
<p>In marine organisms, WGBS is especially valuable for mapping how extreme environmental conditions influence gene regulation. Bivalve mollusks and estuarine fish, for example, show phenotypic plasticity that appears to be mediated by dynamic DNA methylation patterns, enabling adaptive responses to chemical pollution and changes in water physicochemical parameters (<xref ref-type="bibr" rid="B93">Li et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B119">Nicolini et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B131">Regan et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B148">Su&#xe1;rez-Ulloa et&#xa0;al., 2013</xref>). Studies in bivalves have shown that methylation profiles are linked to the expansion and regulation of immune gene families, supporting adaptation to stressors such as hypoxia and chemical contamination (<xref ref-type="bibr" rid="B104">Mart&#xed;nez et&#xa0;al., 2023</xref>). However, the application of WGBS in non-model species is still limited by the scarcity of high-quality reference genomes, which complicates the annotation of methylated regions (<xref ref-type="bibr" rid="B107">Mc Cartney et&#xa0;al., 2024</xref>). To address this, <italic>de novo</italic> genome assemblies and comparative bioinformatic strategies are increasingly being adopted (<xref ref-type="bibr" rid="B116">Mu&#xf1;oz-Barrera et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B137">Satam et&#xa0;al., 2023</xref>).</p>
<p>In practice, the choice between genomic, transcriptomic, and epigenomic analyses depends on the type of question being addressed and on logistical constraints. Genomic data are most informative when the aim is to quantify standing genetic variation or identify hard selective sweeps, whereas transcriptomic approaches are preferable when the focus is on short-term changes in gene activity in response to specific stressors (<xref ref-type="bibr" rid="B37">Chen et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B90">Lancaster et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B147">Stark et&#xa0;al., 2019</xref>). Epigenomic analyses, in turn, are particularly useful when the goal is to detect environmentally responsive regulatory changes that may persist beyond immediate transcriptional responses, including potential carry-over and transgenerational effects (<xref ref-type="bibr" rid="B157">Turner, 2009</xref>; <xref ref-type="bibr" rid="B164">Walker et&#xa0;al., 2025</xref>). Routine multi-omics screening of wild populations is unlikely to be feasible in most monitoring programs due to cost and infrastructure requirements; instead, targeted epigenetic assays can be deployed once candidate loci or pathways have been identified through initial, more comprehensive studies (<xref ref-type="bibr" rid="B16">Balard et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Han et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B85">Krassowski et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>ChIP-seq for histone modifications</title>
<p>Another widely used technique is Chromatin Immunoprecipitation Sequencing (ChIP-seq), which enables the identification of post-translational modifications in histones, such as acetylation, methylation, or phosphorylation. Such modifications directly influence chromatin structure, modulating DNA accessibility and, consequently, gene expression (<xref ref-type="bibr" rid="B86">Kurdyukov and Bullock, 2016</xref>).</p>
<p>In the marine context, ChIP-seq enables an understanding of how organisms respond molecularly to environmental stressors (<xref ref-type="bibr" rid="B57">Fuller et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B171">Xu et&#xa0;al., 2022</xref>). Changes in histone marks can indicate genes that are activated or silenced in response to specific conditions, such as increased atmospheric CO<sub>2</sub> and the resulting ocean acidification. This approach is promising for revealing adaptive epigenetic signatures in marine populations, providing evidence of mechanisms of resilience or vulnerability.</p>
<p>However, the execution of ChIP-seq in marine species faces methodological challenges, primarily due to the need for highly specific antibodies and the complexity of obtaining suitable tissues in natural environments. Additionally, epigenetic patterns often vary between tissues of the same organism, which requires meticulous standardization in the selection of biological material (<xref ref-type="bibr" rid="B19">Bhute et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B152">Tahara and Ozaki, 2025</xref>).</p>
</sec>
<sec id="s5_3">
<label>5.3</label>
<title>Challenges and limitations</title>
<p>Despite its great potential, epigenetic analysis in marine organisms still faces several challenges. A large portion of marine biodiversity lacks fully sequenced and annotated genomes, which complicates the interpretation of high-resolution epigenomic data. Additionally, different tissues may exhibit markedly distinct epigenetic profiles even within a single organism. This makes comparative analysis across multiple tissues necessary, thereby increasing experimental complexity (<xref ref-type="bibr" rid="B2">Abdelnour et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B26">Brennan et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B96">Liu et&#xa0;al., 2025</xref>).</p>
<p>These constraints are particularly acute in developing countries, where marine biodiversity losses are often severe but financial and technical resources for high-throughput sequencing are limited (<xref ref-type="bibr" rid="B69">Hestetun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B70">Heuertz et&#xa0;al., 2023</xref>). In such contexts, cost-effective strategies based on sentinel species, reduced-representation or targeted assays, and regional reference datasets may provide an entry point for incorporating epigenetic tools into monitoring without requiring full-scale genomics infrastructure (<xref ref-type="bibr" rid="B99">Longtin et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B146">&#x160;rut, 2022</xref>). Capacity-building initiatives and collaborative networks that share protocols, bioinformatic pipelines and reference epigenomes will be essential to ensure that the benefits of epigenetic biomonitoring are not restricted to well-resourced regions (<xref ref-type="bibr" rid="B4">Adebamowo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B80">Kiosia et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B149">Subasinghe et&#xa0;al., 2026</xref>; <xref ref-type="bibr" rid="B172">Zare Jeddi et&#xa0;al., 2026</xref>).</p>
<p>Epigenetic marks are highly dynamic and can vary according to seasonality, pollution, temperature fluctuations, and other environmental factors. Distinguishing temporary changes from heritable alterations therefore remains a constant challenge. Many techniques were originally developed for &#x201c;model organisms&#x201d; such as Drosophila, mice, and humans, and their adaptation to marine organisms requires technical adjustments, including the development of DNA and chromatin extraction protocols specifically designed for tissues with high polysaccharide or salt content (<xref ref-type="bibr" rid="B81">Klibaner-Schiff et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B150">Suter and Aagaard-Tillery, 2009</xref>).</p>
<p>Thus, epigenetic analysis techniques such as WGBS and ChIP-seq are powerful tools for understanding the regulatory mechanisms that underpin phenotypic plasticity and adaptation in marine organisms (<xref ref-type="bibr" rid="B21">Bogan and Yi, 2024</xref>; <xref ref-type="bibr" rid="B128">Putnam et&#xa0;al., 2016</xref>). Recent advances in next-generation sequencing, bioinformatics, and comparative biology have substantially expanded the scope and resolution of marine epigenomics, enabling increasingly detailed characterization of environmentally responsive epigenetic variation (<xref ref-type="bibr" rid="B137">Satam et&#xa0;al., 2023</xref>). Understanding the epigenetic basis of adaptive responses in marine species is not only a scientific goal but also an urgent necessity in the context of global climate change, in which coastal and oceanic ecosystems are subjected to intensifying environmental pressures (<xref ref-type="bibr" rid="B132">Riancho et&#xa0;al., 2016</xref>).</p>
</sec>
</sec>
<sec id="s6">
<label>6</label>
<title>Interspecific variability and implications for conservation</title>
<p>Interspecific variability, in this context, refers to the differences among species in their phenotypic traits, functional roles, and genetic characteristics within a given community. It determines how species diversity influences ecosystem functioning, as observed in changes in total biomass when interspecific groups are lost or gained in diversity manipulation experiments (<xref ref-type="bibr" rid="B61">Govaert et&#xa0;al., 2024</xref>), where the inter&#x2212;specific Community&#x2212;level Diversity Effect (CDE) quantifies how the loss or gain of particular species alters overall ecosystem functioning. In <xref ref-type="bibr" rid="B170">Xavier Jordani et&#xa0;al. (2019)</xref>, interspecific variability is exemplified by the fact that most of the variation observed in the morphological traits of tadpoles occurs between species, rather than between individuals of the same species.</p>
<sec id="s6_1">
<label>6.1</label>
<title>Taxon-specific responses</title>
<p>Marine taxa exhibit distinct epigenetic response patterns to environmental stressors, reflecting their phylogenetic constraints and ecological niches. In bivalves like <italic>Mytilus edulis</italic>, chronic pollution exposure induces hypermethylation of detoxification gene promoters (e.g., CYP450 family), altering metal homeostasis pathways without immediate physiological deterioration (<xref ref-type="bibr" rid="B73">Hook et&#xa0;al., 2014</xref>). This taxon-specific epigenetic sensitivity positions mussels as robust bioindicators for coastal heavy metal contamination.</p>
<p>Conversely, corals (<italic>Pocillopora</italic> spp.) demonstrate stressor-specific histone modifications: thermal stress triggers H3K27ac redistribution in symbiosis-related genes, while acidification causes hypomethylation of metabolic regulators like <italic>PDK4</italic> (<xref ref-type="bibr" rid="B105">Martinez-Haro et&#xa0;al., 2022</xref>).</p>
<p>Fish lineages reveal further divergence; hypoxia-tolerant species (e.g., <italic>Fundulus heteroclitus</italic>) exhibit rapid histone deacetylation in oxidative metabolism genes, whereas salmonids show gametic DNA methylation reprogramming transmitted intergenerationally under warming stress (<xref ref-type="bibr" rid="B167">Wernersson et&#xa0;al., 2015</xref>). These taxon-divergent patterns underscore that conservation strategies must account for epigenetic response variability when predicting species resilience.</p>
</sec>
<sec id="s6_2">
<label>6.2</label>
<title>Biomarkers</title>
<p>Epigenetic biomarkers provide powerful advantages for environmental assessment because they function as early-warning indicators, exhibit high specificity to distinct stressors and offer a sensitive means of integrating molecular variation with ecosystem-level patterns. DNA methylation shifts in <italic>Mytilus</italic> gill tissue, for instance, detect pollutant exposure well before conventional physiological assays register a response (<xref ref-type="bibr" rid="B73">Hook et&#xa0;al., 2014</xref>), supporting their value as anticipatory diagnostic tools. Recent analyses of invertebrate methylomes further demonstrate that environmentally responsive CpG methylation can serve as a reliable signature of tolerance mechanisms and pollutant exposure levels, while also revealing important methodological biases that must be considered when applying these techniques in ecological contexts (<xref ref-type="bibr" rid="B11">Anastasiadi and Beemelmanns, 2022</xref>).</p>
<p>In corals, chromatin-level markers such as H3K9me3 and H3K27ac differentiate acidification-driven metabolic stress from thermal stress with high precision, illustrating the potential of histone landscapes to function as fine-scale fingerprints of environmental pressure. This pattern is consistent with growing evidence showing that gene-body and promoter methylation in scleractinian corals reflects both seasonal environmental variation and physiological acclimatization capacity (<xref ref-type="bibr" rid="B133">Rodr&#xed;guez-Casariego et&#xa0;al., 2020</xref>). Similarly, non-coding RNA expression gradients in sediment-dwelling polychaetes correlate strongly with eutrophication levels across estuarine zones (<xref ref-type="bibr" rid="B65">Hagger et&#xa0;al., 2006</xref>), underscoring the ability of epigenetic markers to track spatial and temporal dimensions of ecosystem degradation.</p>
<p>Despite recent progress, important gaps remain (<xref ref-type="fig" rid="f4"><bold>Figure 4</bold></xref>). The lack of standardized baseline epigenomes for most marine taxa hampers cross-population comparisons, and high-resolution approaches such as ChIP-seq are difficult to implement in field conditions because obtaining high-quality chromatin from complex marine samples is technically challenging. Horizon-scan assessments highlight that, although epigenetic responses in marine animals are powerful tools for ecological monitoring, they are still underutilized, partly because robust functional links between methylation patterns and organismal performance require further validation (<xref ref-type="bibr" rid="B72">Hofmann, 2017</xref>). Emerging computational approaches may help address these gaps: machine-learning models capable of predicting environmentally responsive methylation hotspots from transcriptomic or reduced-representation methylation datasets are beginning to reduce dependence on whole-genome bisulfite sequencing, thereby enabling broader biomonitoring applications even in species lacking reference genomes (<xref ref-type="bibr" rid="B161">Trigg et&#xa0;al., 2022</xref>). Together, these advances position epigenetic biomarkers as promising components of next-generation marine monitoring frameworks (<xref ref-type="fig" rid="f4"><bold>Figure 4</bold></xref>), provided that technical, ecological and taxonomic challenges are progressively resolved.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Workflow of an epigenetic biomonitoring program in marine environmental studies. This flowchart illustrates the main steps involved in applying epigenetic tools to assess environmental stress in marine organisms. The process begins with field sampling, including tissue collection and preservation from sentinel species. This is followed by DNA extraction and processing under controlled laboratory conditions. The next step involves epigenetic technique selection, where methods such as <italic>WGBS</italic> (Whole-Genome Bisulfite Sequencing), <italic>RRBS</italic> (Reduced Representation Bisulfite Sequencing), <italic>ChIP-seq</italic> (Chromatin Immunoprecipitation Sequencing), <italic>targeted bisulfite PCR</italic>, <italic>ddPCR</italic> (Droplet Digital PCR), and <italic>ncRNA-seq</italic> (non-coding RNA sequencing) are chosen based on the study's resolution, cost, and feasibility requirements. The fourth module, bioinformatic analysis, includes quality control, alignment, and quantification of epigenetic marks such as DNA methylation, histone modifications, or ncRNA expression profiles. Finally, ecological interpretation integrates molecular data with organismal or population-level outcomes, enabling stress classification, resilience assessment, and support for environmental management decisions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1771101-g004.tif">
<alt-text content-type="machine-generated">Illustration of an epigenetic research workflow including field sampling of marine organisms, DNA extraction and processing in tubes, selection of epigenetic techniques such as WGBS, RRBS, targeted bisulfite PCR, ddPCR, and ncRNA-seq, followed by bioinformatic analysis on a computer, ending with ecological interpretation using graphical data summaries and biological icons.</alt-text>
</graphic></fig>
<p>Because the practical value of epigenetic biomarkers ultimately depends on their incorporation into concrete assessment schemes, it is crucial to consider how they could be embedded in existing policy instruments. The incorporation of epigenetic biomarkers into regulatory monitoring frameworks has become an increasingly relevant topic, particularly within the context of the European Union Water Framework Directive (WFD) (<xref ref-type="table" rid="T3"><bold>Table 3</bold></xref>), which establishes ecological status assessments that integrate chemical, biological and functional indicators of ecosystem health. We focus on the WFD here because it is one of the most influential and widely adopted regulatory models for aquatic ecosystems and explicitly calls for effect-based indicators that can act as early-warning tools in water-quality assessment. The WFD explicitly encourages the development of effect-based monitoring tools capable of detecting early biological impairment, a need that motivated the publication of the European technical report by Wernersson and colleagues, which highlights the limitations of traditional monitoring approaches that rely heavily on chemical concentrations and late-stage physiological endpoints, recommending instead the implementation of sensitive molecular biomarkers able to signal sublethal stress before community-level deterioration becomes evident (<xref ref-type="bibr" rid="B167">Wernersson et&#xa0;al., 2015</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Candidate epigenetic biomarkers for marine biomonitoring programs and Water Framework Directive integration.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Biomarker</th>
<th valign="middle" align="left">Environmental indicator</th>
<th valign="middle" align="left">Suitable taxa</th>
<th valign="middle" align="left">Response timeframe</th>
<th valign="middle" align="left">WFD relevance</th>
<th valign="middle" align="left">Implementation status</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">DNA methylation in detoxification genes (<italic>CYP450</italic>, <italic>MTF-1</italic>)</td>
<td valign="top" align="left">Exposure to metals and organic pollutants</td>
<td valign="top" align="left">Mussels, oysters</td>
<td valign="top" align="left">2&#x2013;4 weeks</td>
<td valign="top" align="left">High: early detection in urbanized coastal zones</td>
<td valign="middle" align="left">Pilot phase</td>
</tr>
<tr>
<td valign="top" align="left">Histone modifications (H3K27ac, H3K9me3) associated with acidification</td>
<td valign="top" align="left">Ocean acidification stress</td>
<td valign="top" align="left">Corals, sea urchins</td>
<td valign="top" align="left">1&#x2013;3 weeks</td>
<td valign="top" align="left">High: identifies sensitive areas to carbonate system changes</td>
<td valign="middle" align="left">Experimental</td>
</tr>
<tr>
<td valign="top" align="left">Non-coding RNA profiles (miRNA, lncRNA)</td>
<td valign="top" align="left">Hypoxia and eutrophication</td>
<td valign="top" align="left">Benthic polychaetes, fish</td>
<td valign="top" align="left">1&#x2013;2 weeks</td>
<td valign="top" align="left">High: sensitivity to water quality and dead zones</td>
<td valign="middle" align="left">Pilot phase</td>
</tr>
<tr>
<td valign="top" align="left">Global DNA methylation variance</td>
<td valign="top" align="left">Multi-stressor exposure</td>
<td valign="top" align="left">Bivalves, fish</td>
<td valign="top" align="left">2&#x2013;6 weeks</td>
<td valign="top" align="left">Moderate: integrative indicator of cumulative stress</td>
<td valign="middle" align="left">Development</td>
</tr>
<tr>
<td valign="top" align="left">Chromatin accessibility patterns (ATAC-seq proxy)</td>
<td valign="top" align="left">Ecosystem-level physiological impairment</td>
<td valign="top" align="left">Sentinel species with broad distribution</td>
<td valign="top" align="left">3&#x2013;8 weeks</td>
<td valign="top" align="left">Moderate to high: potential for effect-based tools</td>
<td valign="middle" align="left">Experimental</td>
</tr>
<tr>
<td valign="top" align="left">Integrated epigenetic signatures (methylation + histone + ncRNA)</td>
<td valign="top" align="left">Multiple simultaneous stressors</td>
<td valign="top" align="left">Cosmopolitan sentinel species</td>
<td valign="top" align="left">2&#x2013;4 weeks</td>
<td valign="top" align="left">Very high: strong potential for comprehensive effect-based monitoring</td>
<td valign="middle" align="left">Development</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Although this foundational report primarily focuses on biochemical and cellular-level endpoints, its framework is fully compatible with the integration of epigenetic markers, particularly those that capture environmentally induced modifications in DNA methylation, histone states and small RNA profiles. Within coastal and estuarine environments, bivalves such as <italic>Mytilus</italic> and <italic>Crassostrea</italic> already serve as sentinel organisms in WFD monitoring programs, and their suitability for molecular biomonitoring is well documented through omics-based approaches that have been used to detect harmful compounds, classify pollution gradients and uncover molecular signatures associated with chronic exposure (<xref ref-type="bibr" rid="B148">Su&#xe1;rez-Ulloa et&#xa0;al., 2013</xref>).</p>
<p>The addition of DNA methylation and chromatin-level indicators would substantially strengthen this framework because epigenetic marks respond rapidly to environmental variation and can reveal biological stress long before population declines or shifts in species composition occur. Recent studies integrating genetic and epigenetic datasets reinforce that environmentally driven molecular changes&#x2014;including methylation alterations and chromatin remodeling&#x2014;are key components of rapid adaptation to multiple stressors, such as acidification, thermal anomalies and hypoxia, demonstrating that complementary genetic and epigenetic changes facilitate rapid adaptation to multiple global-change stressors (<xref ref-type="bibr" rid="B26">Brennan et&#xa0;al., 2025</xref>).</p>
<p>Incorporating such markers into WFD assessments would allow regulators to quantify biological impairment in a mechanistic and temporally sensitive manner, particularly in regions where chemical concentrations fluctuate or where complex mixture effects make single-compound assessments insufficient. Advances in omics-enabled monitoring demonstrate that large-scale molecular datasets can be used to evaluate ecological status and resilience in ways aligned with the WFD&#x2019;s mandate for integrative assessment, with genomic and transcriptomic tools contributing substantially to the design and evaluation of marine protected areas and illustrating how molecular indicators can be embedded into regulatory frameworks and management plans (<xref ref-type="bibr" rid="B77">Jeffery et&#xa0;al., 2022</xref>).</p>
<p>The same logic applies to epigenetic indicators: by revealing how environmental gradients shape gene regulation across populations and habitats, they can help identify water bodies transitioning from &#x201c;good&#x201d; to &#x201c;moderate&#x201d; ecological status before macroscopic deterioration occurs. Moreover, epigenetically responsive loci associated with acidification or thermal stress&#x2014;such as those identified in corals under altered pH and temperature regimes, where hypomethylation of metabolic genes such as <italic>PDK4</italic> has been observed in response to prolonged acidification, modulating phenotypic plasticity and favoring local adaptation (<xref ref-type="bibr" rid="B128">Putnam et&#xa0;al., 2016</xref>)&#x2014;could serve as diagnostic molecular endpoints particularly relevant to climate-sensitive ecoregions. Nevertheless, the integration of epigenetic biomarkers into the WFD presents challenges that parallel those noted in the technical report. The absence of baseline epigenomes for many European marine species complicates the establishment of reference conditions, an essential requirement for WFD status classification (<xref ref-type="bibr" rid="B12">Andersen et&#xa0;al., 2004</xref>). Unlike genomic resources, which are rapidly expanding through large consortia, dedicated epigenetic databases for marine taxa are still scarce and fragmented, meaning that most comparative analyses rely on project-specific datasets rather than standardized repositories (<xref ref-type="bibr" rid="B16">Balard et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B138">Sawh et&#xa0;al., 2025</xref>).</p>
<p>Spatial variability in epigenetic baselines&#x2014;driven by genetic structure, local adaptation and seasonality&#x2014;must also be addressed to avoid misinterpretation of natural variation as anthropogenic stress. These limitations, however, are increasingly mitigated by the expanding availability of reference genomes, improved comparative bioinformatic pipelines and population-wide molecular surveys across marine taxa (<xref ref-type="bibr" rid="B33">Catarino et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B127">Petrocheilou et&#xa0;al., 2026</xref>). Taken together, these developments suggest that epigenetic biomarkers offer substantial promise within the WFD structure, particularly as early-warning indicators that complement traditional chemical analyses and ecological indices (<xref ref-type="bibr" rid="B123">Oros et&#xa0;al., 2025</xref>). By integrating effect-based molecular diagnostics with broader ecological assessments, regulatory agencies can improve the sensitivity, specificity and predictive power of coastal water evaluations. This approach aligns directly with the WFD&#x2019;s long-term goal of achieving good ecological status through proactive, mechanism-informed monitoring capable of responding to accelerating environmental change (<xref ref-type="bibr" rid="B144">Smith et&#xa0;al., 2025</xref>).</p>
</sec>
<sec id="s6_3">
<title>6.3.Conservation implications and the role of epigenetic diversity</title>
<p>Severe environmental changes result in large-scale biodiversity loss, and currently one million species are at risk of extinction (<xref ref-type="bibr" rid="B49">D&#xed;az et&#xa0;al., 2019</xref>). Individual species and species composition provide essential contributions to ecosystem functioning and human health (<xref ref-type="bibr" rid="B31">Cardinale et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B48">D&#xed;az et&#xa0;al., 2018</xref>, <xref ref-type="bibr" rid="B49">2019</xref>; <xref ref-type="bibr" rid="B50">Duffy et&#xa0;al., 2017</xref>), such that biodiversity loss can directly reduce ecosystem health and the contributions of nature to human well-being (<xref ref-type="bibr" rid="B24">Brauman et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B31">Cardinale et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B92">Le Provost et&#xa0;al., 2023</xref>). In light of this problem, one of the central objectives of conservation and biological management strategies is to mitigate and anticipate the impacts of environmental changes (<xref ref-type="bibr" rid="B32">Carvalho et&#xa0;al., 2019</xref>).</p>
<p>Most of these efforts still focus primarily on species diversity itself, as well as on phylogenetic diversity among species, even though biodiversity varies across multiple hierarchical scales (<xref ref-type="bibr" rid="B46">Des Roches et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B87">Laikre et&#xa0;al., 2020</xref>). Therefore, existing approaches tend to overlook the importance of diversity within species&#x2014;i.e. intraspecific diversity&#x2014;which can rapidly decline under environmental change, as documented by <xref ref-type="bibr" rid="B53">Exposito-Alonso et&#xa0;al. (2022)</xref>; <xref ref-type="bibr" rid="B91">Leigh et&#xa0;al. (2019)</xref> and <xref ref-type="bibr" rid="B113">Millette et&#xa0;al. (2020)</xref> in studies of genetic diversity. Concomitantly, it is well established that interspecific diversity shapes community structure and ecosystem functioning (<xref ref-type="bibr" rid="B129">Raffard et&#xa0;al., 2021</xref>).</p>
<p>Numerous studies across distinct taxonomic groups have demonstrated that variation among ecotypes, populations and genotypes can substantially influence population growth rates, community-level diversity&#x2014;including both species richness and evenness&#x2014;and key ecosystem functions such as primary productivity, nutrient cycling and decomposition (<xref ref-type="bibr" rid="B61">Govaert et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B106">Matthews et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B126">Pantel et&#xa0;al., 2015</xref>). Although the materials identified in the recent search do not directly address these specific studies, some works conceptually align with the broader theme that ecological and evolutionary processes jointly structure biodiversity and ecosystem functioning, particularly those exploring the mechanisms connecting ecological communities and genetic diversity (<xref ref-type="bibr" rid="B124">Overcast et&#xa0;al., 2021</xref>) or discussing the population&#x2013;species continuum in the context of conservation genomics (<xref ref-type="bibr" rid="B39">Coates et&#xa0;al., 2018</xref>). These sources emphasize the interplay between ecological interactions and evolutionary divergence, which indirectly resonates with the patterns highlighted in our synthesis.</p>
<p>It is important to note that interspecific and intraspecific diversity are not independent of one another. These two levels of biodiversity often exhibit positive correlations in natural communities (<xref ref-type="bibr" rid="B160">Vellend et&#xa0;al., 2014</xref>), and the effects of one level of diversity on ecosystem functioning may depend on variation at the other level. In <xref ref-type="bibr" rid="B42">Crawford and Rudgers (2010)</xref>, for example, the relationship between interspecific diversity and whole-community plant biomass depended on the degree of intraspecific diversity within the dominant plant species. Recent work continues to reinforce this integrative perspective, showing that both intra- and interspecific variation can jointly mediate ecosystem processes and that their contributions may be comparable in magnitude (<xref ref-type="bibr" rid="B61">Govaert et&#xa0;al., 2024</xref>), while large-scale manipulative experiments in tropical systems demonstrate that changes in both forms of diversity can influence herbivory and other ecosystem-level responses (<xref ref-type="bibr" rid="B62">Grele et&#xa0;al., 2024</xref>). Although these newer studies do not examine the same mechanisms reported by <xref ref-type="bibr" rid="B42">Crawford and Rudgers (2010)</xref>, they reaffirm that interactions between the two biodiversity levels are central to understanding ecosystem functioning.</p>
<p>When ecosystem functioning is understood as the sum of the functional contributions of individuals within a community, its value may change due to an increase or decrease in interspecific and/or intraspecific diversity. This increase or decrease may be driven by changes in the abundance&#x2014;including gains or losses&#x2014;of interspecific groups (that is, species) or intraspecific groups (that is, phenotypic groups within species), as well as by changes in the functional contributions of specific interspecific and intraspecific groups (<xref ref-type="bibr" rid="B61">Govaert et&#xa0;al., 2024</xref>). In this framework, ecosystem functioning becomes contingent not only on which species are present and how abundant they are, but also on the phenotypic and genetic structure within those species, such that both levels of diversity jointly determine the overall functional output of the community (<xref ref-type="bibr" rid="B43">de Bello et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B168">Whitlock, 2014</xref>).</p>
<p>Against this backdrop, epigenetic variation adds an additional, conservation-relevant layer to biodiversity because it can modulate phenotypes and functional traits without changes in DNA sequence and can, in some cases, be transmitted across generations. By shaping intraspecific phenotypic diversity and influencing how populations respond to environmental stress on ecological time scales, epigenetic mechanisms have direct implications for the capacity of species and communities to maintain ecosystem functioning under rapid change (<xref ref-type="bibr" rid="B16">Balard et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B89">Lamka et&#xa0;al., 2022</xref>). From a conservation perspective, this suggests that epigenetic diversity&#x2014;captured by environmentally responsive DNA methylation, histone modifications and regulatory RNA profiles&#x2014;may complement traditional genetic and species-level metrics as a proxy for adaptive potential and resilience in changing marine environments (<xref ref-type="bibr" rid="B28">Cao et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B94">Li and Tollefsbol, 2011</xref>).</p>
</sec>
</sec>
<sec id="s7">
<label>7</label>
<title>Limitations and future perspectives</title>
<p>Despite the growing number of studies conducted on terrestrial organisms and classical model systems such as plants and insects, significant gaps remain regarding transgenerational epigenetic inheritance in marine systems. Recent studies on fish and invertebrates have demonstrated that epigenetic marks can be transmitted across generations, modulating adaptive responses to environmental stressors (<xref ref-type="bibr" rid="B40">Cohen-Rengifo et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B15">Auffret et&#xa0;al., 2023</xref>). Research on Atlantic salmon has shown that environmentally induced changes in gametic DNA methylation are transmitted to offspring, reinforcing the role of epigenetics as a mechanism of adaptive plasticity (<xref ref-type="bibr" rid="B109">McGuigan et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B166">Wellband et&#xa0;al., 2021</xref>), and in sticklebacks maternal effects associated with ocean warming have been found to persist across multiple generations, confirming the relevance of transgenerational processes in climate change scenarios (<xref ref-type="bibr" rid="B18">Beemelmanns et&#xa0;al., 2021</xref>). Nonetheless, the vast diversity of marine species and ecosystems remains insufficiently explored, limiting broader generalizations and hampering the inclusion of transgenerational epigenetic processes in risk assessment and management frameworks (<xref ref-type="bibr" rid="B162">Verhoeven and Preite, 2014</xref>).</p>
<p>A recurring challenge is the divergence between results obtained under controlled laboratory conditions and patterns observed in natural populations. Laboratory assays frequently isolate a single stressor, such as pH, temperature or salinity, whereas marine organisms confront multiple interacting factors simultaneously (<xref ref-type="bibr" rid="B23">Brander et&#xa0;al., 2017</xref>). Studies on sea urchins have shown that adult pre-conditioning alters the pool of embryonic RNAs, preparing larvae for adverse conditions (<xref ref-type="bibr" rid="B38">Clark et&#xa0;al., 2019</xref>), but the extent to which such responses persist in the field remains unknown. In corals, epigenetic mechanisms associated with symbiosis with symbiotic algae have revealed complex adjustments in methylation and gene expression, indicating that although the molecular mechanisms are increasingly well characterized, their ecological relevance in multispecies contexts is still uncertain (<xref ref-type="bibr" rid="B1">Abbott et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B117">Nawaz et&#xa0;al., 2022</xref>). These constraints highlight a key limitation: most current evidence for environmentally induced and transgenerational epigenetic change in marine taxa comes from simplified experimental systems, and we still lack systematic tests of their magnitude, persistence and fitness consequences under realistic, multifactorial environmental regimes (<xref ref-type="bibr" rid="B54">Fallet et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B133">Rodr&#xed;guez-Casariego et&#xa0;al., 2020</xref>).</p>
<p>However, future work can explicitly address this limitation by combining experimental and field-based approaches to quantify how long epigenetic effects persist, under which environmental combinations they are expressed, and whether they enhance or constrain adaptive responses at population and community levels (<xref ref-type="bibr" rid="B54">Fallet et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B103">Marsit, 2015</xref>). Long-term, multigenerational studies in the wild, coupled with common-garden and reciprocal-transplant designs, will be essential to determine when transgenerational epigenetic inheritance should be incorporated into conservation planning, stock assessments and ecological forecasting for marine species (<xref ref-type="bibr" rid="B120">Nilsson et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B158">Uddin et&#xa0;al., 2026</xref>).</p>
<p>The rapid advancement of single-cell sequencing technologies offers an unprecedented opportunity to overcome some of these knowledge gaps by characterizing intra-individual heterogeneity and disentangling the cell-type-specific responses that underpin physiological and ecological resilience in marine organisms (<xref ref-type="bibr" rid="B27">Bump and Lubeck, 2023</xref>; <xref ref-type="bibr" rid="B95">Li et&#xa0;al., 2022</xref>). The increasing accessibility of single-cell RNA sequencing has allowed researchers to resolve transcriptional variation at a resolution unattainable with bulk approaches, revealing fine-scale cellular diversity and lineage-specific patterns of gene regulation across multiple marine taxa (<xref ref-type="bibr" rid="B27">Bump and Lubeck, 2023</xref>; <xref ref-type="bibr" rid="B95">Li et&#xa0;al., 2022</xref>). Recent work on marine invertebrates has shown that single-cell profiling can uncover previously unrecognized cellular subpopulations, developmental trajectories and stress-response pathways that are critical for understanding how these organisms tolerate shifting environmental conditions (<xref ref-type="bibr" rid="B47">Diao et&#xa0;al., 2025</xref>). Studies applying single-cell genomics to planktonic archaea further highlight how these methods illuminate metabolic specialization and niche differentiation at the cellular level, demonstrating that single-cell analyses can fundamentally reshape our interpretation of ecological roles and evolutionary diversification within marine microbiomes (<xref ref-type="bibr" rid="B136">Santoro et&#xa0;al., 2019</xref>).</p>
<p>For highly plastic organisms such as corals and mollusks, the potential of single-cell approaches becomes especially evident because adaptive responses to thermal stress, acidification and symbiosis depend on the coordinated activity of distinct cell types, each contributing differently to acclimatization and long-term resilience (<xref ref-type="bibr" rid="B66">Han et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B156">Traylor-Knowles, 2021</xref>). Although early work has relied heavily on bulk tissue analyses, the integration of single-cell data now makes it possible to map how stress-induced shifts in gene expression emerge from specific cellular compartments, to identify which cell types act as regulatory hubs within the organism, and to assess whether plastic responses arise from intrinsic cellular programs or from interactions among heterogeneous cell populations (<xref ref-type="bibr" rid="B29">Cao et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B58">Gao et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B75">Iyer-Pascuzzi et&#xa0;al., 2011</xref>). In this context, single-cell sequencing is best viewed as a future direction that does not simply refine existing models of plasticity in corals and mollusks but actively redefines them by revealing how organismal adaptation emerges from the mosaic of cellular behaviors that constitute the whole organism (<xref ref-type="bibr" rid="B60">Ghobashi and Ma, 2025</xref>).</p>
<p>Artificial intelligence tools have increasingly been applied to predict genomic regions susceptible to environmentally induced molecular change, providing new avenues for integrating ecological and molecular information in a unified analytical framework (<xref ref-type="bibr" rid="B8">Alter et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B153">Thingujam et&#xa0;al., 2025</xref>). Recent developments in machine-learning and deep-learning approaches illustrate how these methods can detect complex patterns in high-dimensional biological data, revealing associations between environmental gradients and genomic or transcriptomic signatures that would be difficult to identify with conventional statistical techniques (<xref ref-type="bibr" rid="B112">Miller et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B135">Rubbens et&#xa0;al., 2023</xref>). In the context of global change biology, studies integrating molecular and ecological datasets show that the combination of genetic and epigenetic responses plays a central role in the rapid adaptation of marine taxa to simultaneous stressors such as warming, acidification and hypoxia (<xref ref-type="bibr" rid="B26">Brennan et&#xa0;al., 2025</xref>), underscoring the relevance of predictive models capable of capturing multilayered biological responses.</p>
<p>Advances in omics-based monitoring further demonstrate that big-data pipelines can be used to evaluate population resilience and environmental sensitivity at a scale directly relevant to conservation and fisheries management (<xref ref-type="bibr" rid="B77">Jeffery et&#xa0;al., 2022</xref>), reinforcing the potential of AI tools to forecast adaptive trajectories in marine populations. At present, however, the application of these models to epimutational prediction in natural systems remains in its infancy, representing both a limitation and an opportunity (<xref ref-type="bibr" rid="B13">Aref-Eshghi et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B54">Fallet et&#xa0;al., 2023</xref>). Their effectiveness will depend on expanded datasets, improved annotation of non-model marine genomes and rigorous experimental validation across environmental regimes (<xref ref-type="bibr" rid="B15">Auffret et&#xa0;al., 2023</xref>). Looking ahead, integrating AI-based prediction with carefully designed epigenetic experiments and long-term monitoring could transform our ability to anticipate when and where marine populations are likely to adapt, acclimate or collapse under accelerating environmental change.</p>
</sec>
<sec id="s8" sec-type="conclusions">
<label>8</label>
<title>Conclusions</title>
<p>Epigenetics provides a highly sensitive and mechanistically informative set of tools for the early detection of environmental stress in marine ecosystems, enabling the identification of alterations in DNA methylation, histone modifications and non-coding RNA profiles that emerge before detectable physiological and ecological responses. These mechanisms function as direct interfaces between environmental pressures&#x2014;including organic pollutants, metals, ocean acidification, hypoxia and thermal disturbances&#x2014;and gene regulation in coastal organisms, revealing layers of molecular plasticity that underscore both the vulnerability and adaptive potential of populations exposed to rapid environmental change. The incorporation of epigenetic markers into biomonitoring programs substantially enhances the diagnostic capacity of these systems, providing means to detect sublethal impacts, map gradients of environmental degradation and anticipate scenarios of ecological collapse that would not be identified by traditional chemical or physiological metrics. This becomes particularly relevant within regulatory frameworks such as the European Union Water Framework Directive, in which effect-based tools are essential for capturing early biological alterations that precede or complement conventional ecological indicators.</p>
<p>By integrating these markers into coastal management strategies, it becomes possible to prioritize critical areas for restoration, guide interventions in vulnerable zones and ground public policies aimed at mitigating anthropogenic impacts with greater scientific precision. However, advancement of this approach depends on the development of reference epigenomes for key species, standardization of sampling and analytical protocols, and validation of causal relationships between epigenetic signatures and ecological performance under field conditions. As these gaps are progressively filled, epigenetic markers are likely to assume a central role in the next generation of environmental assessments, contributing decisively to the conservation of biodiversity and the resilience of marine ecosystems in the face of rapid environmental change.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="author-contributions">
<title>Author contributions</title>
<p>AD: Supervision, Methodology, Investigation, Data curation, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Software, Formal analysis. AS: Data curation, Methodology, Software, Investigation, Writing &#x2013; review &amp; editing, Supervision, Writing &#x2013; original draft, Formal analysis, Project administration. JG: Data curation, Investigation, Software, Formal analysis, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Methodology, Supervision. MV: Methodology, Supervision, Data curation, Writing &#x2013; review &amp; editing, Investigation, Writing &#x2013; original draft, Formal analysis, Software. LB: Writing &#x2013; original draft, Data curation, Investigation, Writing &#x2013; review &amp; editing, Supervision, Software, Formal analysis, Methodology. MH: Project administration, Supervision, Writing &#x2013; review &amp; editing, Data curation, Validation, Investigation, Formal analysis, Writing &#x2013; original draft, Software, Funding acquisition, Visualization, Methodology, Conceptualization, Resources.</p></sec>
<ack>
<title>Acknowledgments</title>
<p>The staff of the Santa Catarina State University.</p>
</ack>
<sec id="s11" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author(s) declared that this work 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="s12" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s13" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
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<fn id="n1" fn-type="custom" custom-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2168728">George Jackson</ext-link>, Loma Linda University, United States</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/438029">Rasme Hereme</ext-link>, University of Talca, Chile</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3339843">Akila Harishchandra</ext-link>, Rajarata University of Sri Lanka, Sri Lanka</p></fn>
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