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<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>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2025.1747886</article-id>
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<subj-group subj-group-type="heading">
<subject>Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Geochemical characteristics of gas hydrate-bearing sediments: insights from a multi-proxy approach</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Lu</surname><given-names>Yinghan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Yang</surname><given-names>Hailin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<contrib contrib-type="author">
<name><surname>Xue</surname><given-names>Yuan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Tang</surname><given-names>Yukai</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Xu</surname><given-names>Chenlu</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<name><surname>Lu</surname><given-names>Hailong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<aff id="aff1"><label>1</label><institution>Beijing International Center for Gas Hydrate, School of Earth and Space Sciences, Peking University</institution>, <city>Beijing</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>National Engineering Research Center of Gas Hydrate Exploration and Development, Guangzhou Marine Geological Survey, China Geological Survey</institution>, <city>Guangzhou</city>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Hailong Lu, <email xlink:href="mailto:hlu@pku.edu.cn">hlu@pku.edu.cn</email>; Hailin Yang, <email xlink:href="mailto:hyang@pku.edu.cn">hyang@pku.edu.cn</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-01-20">
<day>20</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1747886</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>30</day>
<month>12</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Lu, Yang, Xue, Tang, Xu and Lu.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Lu, Yang, Xue, Tang, Xu and Lu</copyright-holder>
<license>
<ali:license_ref start_date="2026-01-20">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>Gas hydrate-bearing sediments are highly sensitive to redox fluctuations, primarily driven by methane fluxes associated with gas hydrate decomposition or cold seep activity. These sediments serve as valuable archives, preserving records of past redox states and methane emission events. Trace elements and rare earth elements (REE) have been widely applied as proxies to reconstruct such environmental conditions. Anoxic, methane-rich depositional environments characteristic of gas hydrate systems promote the enrichment of redox-sensitive major and trace elements (e.g., Fe, Mo, U, Ce) and REE in seep carbonates and surrounding sediments, suggesting that these settings act as important sinks for these elements. Methane also strongly shapes the geochemical signatures, with dynamic seepage events identified through indicators within the sulfate-methane transition zone (SMTZ), such as the barite front, molybdenum enrichment, and authigenic carbonate precipitation. However, relying solely on bulk sediment analysis often leads to ambiguous interpretations. Here we highlight that geochemical signals are fractionated differentially across these phases: carbonates capture fluid signatures, while pyrite hosts sulfur and chalcophile elements (e.g., Mo, As). This review synthesizes and evaluates previous findings, highlighting current knowledge, identifying uncertainties, and outlining directions for future research.</p>
</abstract>
<kwd-group>
<kwd>gas hydrate-bearing sediments</kwd>
<kwd>methane flux</kwd>
<kwd>rare earth elements</kwd>
<kwd>redox conditions</kwd>
<kwd>sedimentary geochemistry</kwd>
<kwd>trace elements</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This research is funded by DD20230400103 from China geological survey to HL, and National Natural Science Foundation of China (No. 42303075) to HY.</funding-statement>
</funding-group>
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<fig-count count="6"/>
<table-count count="2"/>
<equation-count count="3"/>
<ref-count count="191"/>
<page-count count="19"/>
<word-count count="9635"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Marine Biogeochemistry</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Gas hydrate-bearing sediments are dynamic environments consistently characterized by methane activity, which significantly influences their geochemical characteristics. Understanding the redox conditions within these sediments and the past dynamics of methane seepage is crucial for deciphering past environmental changes and biogeochemical processes. Inorganic geochemical proxies have emerged as powerful tools for this purpose, offering insights into these complex systems.</p>
<p>Over the past decades, extensive research has been conducted on gas hydrate-bearing environments across various marine regions worldwide, including the South China Sea (<xref ref-type="bibr" rid="B67">Ge et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B86">Hu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B104">Li et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B156">Sun et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>), North Sea (<xref ref-type="bibr" rid="B33">Chen et&#xa0;al., 2005</xref>), Black Sea (<xref ref-type="bibr" rid="B161">Thiel et&#xa0;al., 2001</xref>), Sea of Marmara (<xref ref-type="bibr" rid="B40">Cr&#xe9;mi&#xe8;re et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B184">Yang et&#xa0;al., 2018</xref>), Sea of Japan (<xref ref-type="bibr" rid="B154">Snyder et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B84">Hiruta et&#xa0;al., 2009</xref>), Gulf of Mexico (<xref ref-type="bibr" rid="B59">Feng et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B15">Birgel et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B41">Cr&#xe9;mi&#xe8;re et&#xa0;al., 2016</xref>), Gulf of Cadiz (<xref ref-type="bibr" rid="B173">Wang et&#xa0;al., 2015</xref>) and some deep-sea fans and deltas (<xref ref-type="bibr" rid="B60">Feng et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B142">Rongemaille et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B133">Pierre et&#xa0;al., 2014</xref>). These studies have established a valuable foundation for interpreting the geochemical evolution of these unique sedimentary settings.</p>
<p>The behavior of trace elements and rare earth elements (REE) is particularly sensitive to the fluctuating pH and Eh conditions in methane-rich environments. Elements such as Mo, V, U, Ni, Co, Cu, Zn, and Ba are often enriched in cold seep sediments due to their tendency to remain stable under reducing conditions (<xref ref-type="bibr" rid="B62">Francois, 1988</xref>; <xref ref-type="bibr" rid="B118">Morford and Emerson, 1999</xref>; <xref ref-type="bibr" rid="B144">Russell and Morford, 2001</xref>; <xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B153">Smrzka et&#xa0;al., 2019</xref>, <xref ref-type="bibr" rid="B152">2020</xref>). Their geochemical cycles are intricately linked with authigenic minerals (e.g., carbonates, pyrite, barite) and the redox cycling of Fe and Mn (oxy)hydroxides (<xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B111">McQuay et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B76">Griffith and Paytan, 2012</xref>; <xref ref-type="bibr" rid="B101">Large et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B152">Smrzka et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B185">Yang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B183">Xue et&#xa0;al., 2025</xref>). In addition to variations in elemental contents, the distribution patterns and enrichment layers of these element ratios, such as U/Th, V/Cr, Ni/Co (<xref ref-type="bibr" rid="B112">Merinero Palomares et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B156">Sun et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B2">Algeo and Liu, 2020</xref>), and Sr/Ca, Mg/Ca (<xref ref-type="bibr" rid="B9">Bayon et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B125">N&#xf6;then and Kasten, 2011</xref>), are also considered to be critical factors in the evolution of methane fluxes. Therefore, these trace elements are widely used as proxies for tracing variable redox changes caused by past methane seepage events (<xref ref-type="bibr" rid="B98">Kimura and Watanabe, 2001</xref>; <xref ref-type="bibr" rid="B38">Chun et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B126">P&#xe4;like et&#xa0;al., 2014</xref>). Furthermore, REE patterns, including Ce anomalies, are widely applied to reconstruct redox conditions and fluid characteristics (<xref ref-type="bibr" rid="B59">Feng et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B67">Ge et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B82">Himmler et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B142">Rongemaille et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B167">Tribovillard et&#xa0;al., 2013</xref>).</p>
<p>However, the dynamic nature of cold seep systems, with episodic and transient methane fluxes, leads to highly variable redox conditions. This complexity, coupled with microbial mediation of element migration and transformation (e.g., Fe, Co, Zn, Cu, Ni, B, P, V, W) by sulfate-reducing bacteria or methanogenic/methanotrophic archaea, presents substantial challenges for interpretation (<xref ref-type="bibr" rid="B147">Scherer et&#xa0;al., 1983</xref>; <xref ref-type="bibr" rid="B7">Barton et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B70">Glass and Orphan, 2012</xref>; <xref ref-type="bibr" rid="B71">Glass et&#xa0;al., 2014</xref>, <xref ref-type="bibr" rid="B69">2017</xref>). Consequently, relying on a single geochemical proxy is often insufficient to fully unravel the intricate dynamics of gas hydrate-bearing environments.</p>
<p>While inorganic geochemical proxies are widely applied, exclusive reliance on bulk sediment analyses may lead to ambiguous interpretations because bulk sediments integrate terrigenous, biogenic, and authigenic components. Geochemical signals preserved in different sedimentary carriers&#x2014;namely bulk sediments, authigenic carbonates, and authigenic pyrite&#x2014;exhibit significant divergence in their formation pathways and sensitivities to methane flux (<xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B125">N&#xf6;then and Kasten, 2011</xref>; <xref ref-type="bibr" rid="B153">Smrzka et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B109">Liu et&#xa0;al., 2024</xref>). Bulk sediments reflect a mixed signal that is commonly modulated by broader environmental controls, such as sea-level fluctuations and primary productivity (<xref ref-type="bibr" rid="B28">Calvert and Pedersen, 1993</xref>; <xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>; <xref ref-type="bibr" rid="B36">Chen et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B105">Li et&#xa0;al., 2024</xref>). In contrast, including carbonates and pyrite, more directly archive pore-fluid composition and seepage intensity (<xref ref-type="bibr" rid="B128">Peckmann et&#xa0;al., 1999</xref>, <xref ref-type="bibr" rid="B129">2001</xref>; <xref ref-type="bibr" rid="B33">Chen et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B29">Campbell, 2006</xref>; <xref ref-type="bibr" rid="B122">Naehr et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B153">Smrzka et&#xa0;al., 2019</xref>). Cold-seep carbonates, conceptualized as a &#x201c;Cold-Seep Carbonate Factory&#x201d; (<xref ref-type="bibr" rid="B43">Dai et&#xa0;al., 2025</xref>), precipitate from methane-derived fluids, and their mineralogy (e.g., aragonite versus high-Mg calcite) and elemental ratios (e.g., Sr/Ca and Mg/Ca) are particularly sensitive to variations in fluid flux (<xref ref-type="bibr" rid="B105">Li et&#xa0;al., 2024</xref>). Furthermore, authigenic pyrite formed via sulfate-driven AOM (<xref ref-type="bibr" rid="B109">Liu et&#xa0;al., 2024</xref>) acts as an important sink for redox-sensitive trace metals (e.g., Mo, As, W) and preserves diagnostic isotopic signatures (e.g., light &#x3b4;<sup>98</sup>Mo) associated with benthic Fe&#x2013;Mn redox shuttling, which may be diluted or obscured in bulk sediment records (<xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>). Therefore, discriminating among these sedimentary carriers is critical for robust reconstruction of past methane seepage.</p>
<p>This review aims to synthesize current knowledge of inorganic geochemical proxies used in gas hydrate-bearing sediments. Specifically, we summarize the indicative value and practical application of proxies such as redox-sensitive trace elements (e.g., Co, Ni, Cu, Zn, V, Mo, U), Fe and Mn speciation, REE patterns (including Ce anomalies), and indicators for reconstructing seepage history (e.g., barite front, Mo enrichment, authigenic carbonate precipitation). Furthermore, we critically analyze and distinguish the specific geochemical signatures recorded in three distinct seepage archives: bulk sediments, authigenic carbonates, and authigenic pyrite. Our goal is to highlight their utility in determining past redox conditions and methane seepage history, and to emphasize the necessity of a multi-proxy approach for a more comprehensive understanding of these dynamic environments.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methane biogeochemistry and geochemical zones in gas hydrate environments</title>
<p>Understanding the roles of redox conditions and biogeochemical processes is essential for sedimentary geochemical research. According to classical early diagenetic theory, organic matter is sequentially degraded using O<sub>2</sub>, NO<sub>3</sub><sup>&#x2212;</sup>, Mn(IV), Fe(III) and SO<sub>4</sub><sup>2&#x2212;</sup> as different electron acceptors as these become thermodynamically available (<xref ref-type="bibr" rid="B65">Froelich et&#xa0;al., 1979</xref>). This process occurs before burial and creates distinct geochemical zones in sediment profiles: the oxygen reduction zone, nitrate reduction zone, manganese reduction zone, iron reduction zone, sulfate reduction zone, and methanogenesis zone. Methane seepage, often derived from hydrate decomposition, usually leads to the saturation of pore waters with hydrocarbon gases (<xref ref-type="bibr" rid="B91">Johnson et&#xa0;al., 2014</xref>). Moreover, the presence of methane enhances biochemical processes in gas hydrate environments. Methane-rich and H<sub>2</sub>S-rich fluids modify the distribution of redox zones in marine sediments, thereby creating a more acidic and reducing environment due to the accumulation of CO<sub>2</sub> and H<sub>2</sub>S (<xref ref-type="bibr" rid="B124">Niew&#xf6;hner et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B1">Aharon and Fu, 2000</xref>; <xref ref-type="bibr" rid="B97">Joye et&#xa0;al., 2010</xref>). As a result, the influence of the oxic zone weakens and is replaced by prominent reducing and anaerobic conditions (<xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>). Strong methane leakage, such as at cold seeps, can generate large amounts of H<sub>2</sub>S, thereby forming a new sulfidic zone (<xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>).</p>
<p>In marine sediments, biogeochemical processes such as sulfate reduction (SR), anaerobic oxidation of methane (AOM), and methanogenesis (MOG) collectively shape the geochemical profiles with depth (<xref ref-type="bibr" rid="B72">Goldhaber, 2003</xref>; <xref ref-type="bibr" rid="B100">Kong et&#xa0;al., 2021</xref>). Sulfate reduction (SR) is the most influential process and occurs mainly in two ways: organoclastic sulfate reduction (OSR) (<xref ref-type="bibr" rid="B11">Berner, 1980</xref>) and sulfate-driven anaerobic oxidation of methane (SD-AOM) (<xref ref-type="bibr" rid="B120">Murray et&#xa0;al., 1978</xref>; <xref ref-type="bibr" rid="B46">Devol and Ahmed, 1981</xref>; <xref ref-type="bibr" rid="B17">Boetius et&#xa0;al., 2000</xref>). The two net reactions are expressed stoichiometrically as:</p>
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<mml:math display="block" id="M2"><mml:mrow><mml:mtext>C</mml:mtext><mml:msub><mml:mtext>H</mml:mtext><mml:mn>4</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:mtext>S</mml:mtext><mml:msubsup><mml:mtext>O</mml:mtext><mml:mn>4</mml:mn><mml:mrow><mml:mn>2</mml:mn><mml:mo>&#x2212;</mml:mo></mml:mrow></mml:msubsup><mml:mo>&#x2192;</mml:mo><mml:mn>2</mml:mn><mml:mtext>HC</mml:mtext><mml:msubsup><mml:mtext>O</mml:mtext><mml:mn>3</mml:mn><mml:mo>&#x2212;</mml:mo></mml:msubsup><mml:mo>+</mml:mo><mml:mtext>H</mml:mtext><mml:msup><mml:mtext>S</mml:mtext><mml:mo>&#x2212;</mml:mo></mml:msup><mml:mo>+</mml:mo><mml:msub><mml:mtext>H</mml:mtext><mml:mn>2</mml:mn></mml:msub><mml:mtext>O</mml:mtext></mml:mrow></mml:math>
</disp-formula>
<p>Most sulfate is consumed to form sulfide in deeper geochemical profiles. Within these zones, significant amounts of methane are also produced in marine sediments (<xref ref-type="bibr" rid="B95">J&#xf8;rgensen and Kasten, 2006</xref>). Besides SD-AOM, methane can also be oxidized by many alternative electron acceptors, including O<sub>2</sub>, NO<sub>3</sub><sup>&#x2212;</sup>, Mn(IV) and Fe(III) oxides, perchlorate (ClO<sub>4</sub><sup>&#x2212;</sup>), and arsenate (As(V)). This occurs due to changes in redox conditions and varying types and rates of organic matter input (<xref ref-type="bibr" rid="B27">Caldwell et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B171">Wallenius et&#xa0;al., 2021</xref>). Aerobic methane-oxidizing bacteria (MOB), anaerobic methane-oxidizing archaea (ANME), and sulfate-reducing bacteria (SRB) can collectively oxidize methane, coupling AOM with the reduction of oxygen, sulfur, iron, manganese, nitrate, or nitrite (<xref ref-type="bibr" rid="B171">Wallenius et&#xa0;al., 2021</xref>) (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). Some marine methane-seep sediments use manganese oxides (e.g., birnessite) and iron oxides (e.g., ferrihydrite) to oxidize methane (<xref ref-type="bibr" rid="B10">Beal et&#xa0;al., 2009</xref>). To date, Fe-AOM and Mn-AOM have been highlighted in many research studies of methane-rich sediments (<xref ref-type="bibr" rid="B157">Sun et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B143">Rooze et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B102">Li et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B185">Yang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B183">Xue et&#xa0;al., 2025</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Schematic illustration of geochemical zones and methane oxidation (MO) processes in gas hydrate-bearing sediments.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1747886-g001.tif">
<alt-text content-type="machine-generated">Geochemical zoning diagram showing methane flux in sediments. It illustrates the main pathways of methane oxidation: aerobic MO, N-AOM, SD-AOM, Fe-AOM, Mn-AOM, and methanogenesis. Each pathway is represented with chemical equations. Key zones are labeled as seawater and sediment, with additional labels such as SMI and SMTZ indicating specific transition zones. Paths for different chemical reactions are color-coded and linked to their respective zones.</alt-text>
</graphic></fig>
<p>As organic matter degrades during sedimentation, it reaches the sulfate-methane transition zone (SMTZ) (<xref ref-type="bibr" rid="B138">Reeburgh, 2007</xref>). This zone lies between the sulfate reduction and methanogenesis zones, where downward-diffusing sulfate and upward-diffusing methane meet, react, and are consumed (<xref ref-type="bibr" rid="B6">Barnes and Goldberg, 1976</xref>; <xref ref-type="bibr" rid="B21">Borowski et&#xa0;al., 1996</xref>, <xref ref-type="bibr" rid="B20">1999</xref>). At this interface, AOM is the key and most active biogeochemical process, which also controls methane release into seawater (<xref ref-type="bibr" rid="B83">Hinrichs and Boetius, 2003</xref>; <xref ref-type="bibr" rid="B138">Reeburgh, 2007</xref>). AOM primarily occurs in the SMTZ (<xref ref-type="bibr" rid="B99">Knittel and Boetius, 2009</xref>) or can also occur in the gas hydrate zone (<xref ref-type="bibr" rid="B42">Cui et&#xa0;al., 2019</xref>). AOM is typically coupled to microbial sulfate reduction (MSR) through a reaction involving ANME and SRB (<xref ref-type="bibr" rid="B137">Raghoebarsing et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B138">Reeburgh, 2007</xref>; <xref ref-type="bibr" rid="B99">Knittel and Boetius, 2009</xref>).</p>
<p>The location and morphology of the SMTZ provide valuable information for understanding the occurrence and evolution of gas hydrates. Globally, SMTZ depth is closely related to sedimentation rate, organic matter input, and upward methane flux (<xref ref-type="bibr" rid="B50">Egger et&#xa0;al., 2018</xref>). In nearshore and continental shelf sediments, high sedimentation and organic matter burial rates lead to a shallow SMTZ, whereas in sediments farther offshore the SMTZ becomes deeper (<xref ref-type="bibr" rid="B50">Egger et&#xa0;al., 2018</xref>). Among these factors, upward methane flux is the most important factor affecting the position of the SMTZ and associated biogeochemical processes. Methane flux from gas hydrate decomposition or cold seeps affects sulfate consumption. Strong methane flux from decomposed hydrates or cold seeps accelerates sulfate consumption, thereby changing the SMTZ&#x2019;s depth and thickness within sedimentary sequences (<xref ref-type="bibr" rid="B21">Borowski et&#xa0;al., 1996</xref>, <xref ref-type="bibr" rid="B20">1999</xref>; <xref ref-type="bibr" rid="B39">Consolaro et&#xa0;al., 2015</xref>). Similarly, seepage intensity strongly affects AOM efficiency: vigorous seepage enhances AOM efficiency, while weak seepage results in less efficient methane oxidation (<xref ref-type="bibr" rid="B96">Joye et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B18">Boetius and Wenzh&#xf6;fer, 2013</xref>). Therefore, AOM exerts a primary control on the distribution and thickness of the SMTZ in marine sediments (<xref ref-type="bibr" rid="B20">Borowski et&#xa0;al., 1999</xref>). By tracing the typical concentration profiles of methane, sulfate, and their products (sulfide and carbonate), the key characteristics of AOM can be identified (<xref ref-type="bibr" rid="B21">Borowski et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B99">Knittel and Boetius, 2009</xref>). Based on this understanding, SMTZ characteristics in gas hydrate-bearing sediments can be summarized in two ways (<xref ref-type="bibr" rid="B127">Paull et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B32">Castellini et&#xa0;al., 2006</xref>):</p>
<list list-type="bullet">
<list-item>
<p>In low-flux methane seepage environments, the SMTZ is deeper, thicker, and more stable, and methane may be completely consumed by relatively less efficient AOM.</p></list-item>
<list-item>
<p>In high-flux methane seepage environments, AOM cannot fully balance the upward methane flux, allowing methane to escape directly into the bottom waters. The SMTZ is typically very shallow and varies depending on seepage intensity.</p></list-item>
</list>
</sec>
<sec id="s3">
<label>3</label>
<title>Element geochemical proxies of redox environments</title>
<sec id="s3_1">
<label>3.1</label>
<title>Redox-sensitive trace elements: principles and behavior</title>
<p>Trace elements differ in their sensitivity to redox conditions (<xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>), and many show distinctive behavior in methane-rich sediments (<xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B153">Smrzka et&#xa0;al., 2019</xref>, <xref ref-type="bibr" rid="B152">2020</xref>). Among these, Mo, V, U, Ni, and Re are widely regarded as particularly robust proxies for reconstructing paleo-redox conditions, whereas elements such as Co, Cr, Cu, Zn, and Cd may provide complementary information depending on local geochemical and depositional settings (<xref ref-type="bibr" rid="B28">Calvert and Pedersen, 1993</xref>; <xref ref-type="bibr" rid="B189">Yarincik et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>). Their enrichment generally increases as the environment becomes more reducing, since their solubility is strongly controlled by the redox state, and they accumulate as environmental reducibility increases (<xref ref-type="bibr" rid="B62">Francois, 1988</xref>; <xref ref-type="bibr" rid="B118">Morford and Emerson, 1999</xref>; <xref ref-type="bibr" rid="B144">Russell and Morford, 2001</xref>; <xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>). To evaluate their enrichment, enrichment factors (EF) are commonly used (<xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>).</p>
<p>The geochemical behavior of these trace elements in methane-rich sediments follows specific patterns (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). High-valence species of Cr, U, and V are reduced and preferentially enriched under suboxic to anoxic denitrification conditions associated with nitrate reduction, whereas Ni, Cu, Co, Zn, Cd, and Mo are predominantly enriched under euxinic conditions, where free H<sub>2</sub>S is produced during sulfate reduction (<xref ref-type="bibr" rid="B3">Algeo and Maynard, 2004</xref>; <xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B152">Smrzka et&#xa0;al., 2020</xref>). U, V, and Mo are highly sensitive to hypoxia: concurrent enrichments of these three elements typically indicate euxinic depositional condition, while weaker Mo enrichment may instead reflect an anoxic environment (<xref ref-type="bibr" rid="B3">Algeo and Maynard, 2004</xref>; <xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>). Ni, Cu, Zn, and Cd are released during organic matter degradation and often fix in sediment via pyrite formation (<xref ref-type="bibr" rid="B88">Huerta-Diaz and Morse, 1990</xref>; <xref ref-type="bibr" rid="B119">Morse and Luther, 1999</xref>; <xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>). Cr is primarily associated with terrigenous components, substituting for Al in clay mineral structures (<xref ref-type="bibr" rid="B16">Bj&#xf6;rlykke, 1974</xref>). Under strongly reducing yet non-sulfidic conditions, V can be immobilized through the formation of vanadium oxides or hydroxide phases, such as VO<sub>2</sub><sup>+</sup> and V(III)-bearing hydroxides [e.g., V(OH)<sub>3</sub>] (<xref ref-type="bibr" rid="B3">Algeo and Maynard, 2004</xref>; <xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>). Rhenium (Re) is sensitive to dissolved oxygen and serves as a proxy for oxygen penetration depth at seep sites (<xref ref-type="bibr" rid="B152">Smrzka et&#xa0;al., 2020</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Migration processes of trace elements in cold seep environments.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1747886-g002.tif">
<alt-text content-type="machine-generated">Diagram illustrating the geochemical processes in a marine sediment environment. Fluid flow is depicted from a cold seep, showing interactions with elements like manganese, iron, and copper. Layers include oxic, suboxic, anoxic, and sulfidic zones. Key interfaces are labeled: Sea-Water Interface (SWI), Sulfate-Methane Transition Interface (SMI), and Top of Gas Hydrate Stability Zone (TGHSZ). Various elements and compounds, including organic matter, methane, and barite, are shown undergoing transformations and interactions in different sediment layers.</alt-text>
</graphic></fig>
<sec id="s3_1_1">
<label>3.1.1</label>
<title>Trace element enrichment</title>
<p>The cycling of redox-sensitive elements is significantly affected by abundant H<sub>2</sub>S and CH<sub>4</sub> from seepage (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>; <xref ref-type="bibr" rid="B167">Tribovillard et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B86">Hu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B152">Smrzka et&#xa0;al., 2020</xref>). Methane derived from gas hydrate decomposition reacts with pore water SO<sub>4</sub><sup>2&#x2212;</sup>, producing H<sub>2</sub>S via AOM-MSR (<xref ref-type="bibr" rid="B17">Boetius et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B99">Knittel and Boetius, 2009</xref>). Such reactions commonly lead to anoxic or sulfidic conditions (<xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B156">Sun et&#xa0;al., 2019</xref>).</p>
<p>Case studies from different seep and hydrate systems illustrate the variability of trace element enrichment patterns. For example, <xref ref-type="bibr" rid="B60">Feng et&#xa0;al. (2010)</xref> found highly variable V, Mo, U, and Cd contents in seep authigenic carbonates from the northern Congo fan, which increased during periods of relatively high fluxes. <xref ref-type="bibr" rid="B67">Ge et&#xa0;al. (2010)</xref> reported that Mo, U, Ni, V, and Co recorded anoxic conditions during carbonate precipitation on the northern continental slope of the South China Sea. <xref ref-type="bibr" rid="B45">Deng et&#xa0;al. (2017)</xref> noted that gas hydrate-bearing sediments in the South China Sea were more enriched in Sr, Pb, Th, U, Zn, Cu, and Mo relative to the upper crust. <xref ref-type="bibr" rid="B175">Wang et&#xa0;al. (2019)</xref> applied tungsten (W) as a novel proxy in seep carbonate systems, noting its biological role in microbial AOM pathways (<xref ref-type="bibr" rid="B7">Barton et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B70">Glass and Orphan, 2012</xref>).</p>
<p>In contrast, <xref ref-type="bibr" rid="B34">Chen et&#xa0;al. (2016)</xref> observed that although Mo exhibited expected enrichment in sulfidic environments, Co, Cu, Ni, Zn, and V showed little enrichment during active methane seepage. They attributed this to weak OSR under low TOC conditions. Based on these results, Mo and U emerge as the most reliable indicators of methane seepage among redox-sensitive trace elements, with AOM-driven sulfidic conditions enhancing Mo accumulation (<xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>). This interpretation is further confirmed by reports of extreme Mo enrichments (Mo<sub>EF</sub> &gt; 10) and seawater-like Mo<sub>EF</sub>/U<sub>EF</sub> values in gas hydrate-bearing sediments worldwide (<xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>, <xref ref-type="bibr" rid="B86">2015</xref>; <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B45">Deng et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>).</p>
<p>The Mo-U pattern in sediments provides a widely applied proxy for depositional redox states (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>). Mo typically occurs as soluble molybdate (MoO<sub>4</sub><sup>2&#x2212;</sup>) under oxic conditions, but under reducing conditions it is reduced and removed from solution, commonly through transformation to lower-valence Mo species (Mo(VI) &#x2192; Mo(IV)/Mo(V)) and subsequent fixation in sulfide- or organic-associated phases (<xref ref-type="bibr" rid="B28">Calvert and Pedersen, 1993</xref>). U is soluble as U(VI) under oxic conditions but is reduced and fixed in sediments as U(IV) under anoxia (<xref ref-type="bibr" rid="B165">Tribovillard et&#xa0;al., 2006</xref>). Thus, Mo and U&#xa0;enrichments jointly reflect the redox gradient: U is commonly removed at the Fe<sup>2+</sup>&#x2013;Fe<sup>3+</sup> transition zone (suboxic), whereas Mo requires sulfidic conditions (<xref ref-type="bibr" rid="B118">Morford and Emerson, 1999</xref>; <xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>; <xref ref-type="bibr" rid="B148">Scott and Lyons, 2012</xref>; <xref ref-type="bibr" rid="B166">Tribovillard et&#xa0;al., 2012</xref>). <xref ref-type="bibr" rid="B4">Algeo and Tribovillard (2009)</xref> and <xref ref-type="bibr" rid="B166">Tribovillard et&#xa0;al. (2012)</xref> defined Mo and U enrichment factors of ~3&#x2013;10 for suboxic conditions and &gt; 10 for euxinic conditions. The Mo<sub>EF</sub>/U<sub>EF</sub> ratio further refines this distinction: values of 0.1&#x2013;0.3 indicate oxic&#x2013;suboxic conditions, 0.3&#x2013;1.0 indicates anoxic conditions, and &gt; 1.0 indicates sulfidic conditions (<xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Schematic flow diagram illustrating the fractionation and enrichment mechanisms of Molybdenum (Mo) and Uranium (U) across marine sedimentary redox gradients. The diagram delineates the divergent behaviors of Mo and U under oxic, suboxic, and sulfidic (methane seep/euxinic) conditions. Mo enrichment (Mo<sub>EF</sub> &gt; 10) specifically requires free H<sub>2</sub>S for thiomolybdate formation, whereas U enrichment begins under suboxic conditions. (Modified after <xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>; <xref ref-type="bibr" rid="B148">Scott and Lyons, 2012</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1747886-g003.tif">
<alt-text content-type="machine-generated">Flowchart illustrating Mo-U variations across redox settings from oxic to sulfidic conditions. Molybdenum is soluble as molybdate in oxic and suboxic settings, with enrichment in sediments in sulfidic conditions. Uranium is soluble as U(VI) in oxic conditions, reduced and fixed as U(IV) in suboxic environments, and continually enriched in anoxic and sulfidic conditions. Mo-U enrichment factors vary, being lower under oxic-suboxic conditions and higher in euxinic (sulfidic) settings.</alt-text>
</graphic></fig>
<p>Overall, Mo and U enrichments are generally more prominent and reliable indicators of redox conditions, but the degree of enrichment of other trace elements ultimately depends on specific depositional and diagenetic circumstances.</p>
</sec>
<sec id="s3_1_2">
<label>3.1.2</label>
<title>Trace element ratios as redox proxies</title>
<p>Element ratios are widely used as proxies to reconstruct paleo-redox environments. Ratios involving U, Th, V, Cr, Ni, and Co are widely applied to constrain redox states (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). For example, <xref ref-type="bibr" rid="B79">Hatch and Leventhal (1992)</xref> proposed V/(V+Ni) as a proxy for evaluating paleoenvironmental and local redox conditions. <xref ref-type="bibr" rid="B92">Jones and Manning (1994)</xref> further evaluated five trace element ratios as potential redox proxies, including V/Cr, Ni/Co, Ni/V, (Cu+Mo)/Zn, and U/Th, though Ni/V and (Cu+Mo)/Zn were found to be less effective for ancient bottom water conditions. Building on this work, <xref ref-type="bibr" rid="B2">Algeo and Liu (2020)</xref> refined the application of trace-metal ratios in paleo-redox analysis. In general, ratios of U/Th &gt; 1.25, V/Cr &gt; 4.25, Ni/Co &gt; 7.00, and V/(V+Ni) &gt; 0.77 are considered indicative of suboxic and anoxic conditions. These proxies therefore provide important constraints on the redox state of the original sedimentary environment (<xref ref-type="bibr" rid="B79">Hatch and Leventhal, 1992</xref>; <xref ref-type="bibr" rid="B92">Jones and Manning, 1994</xref>; <xref ref-type="bibr" rid="B131">Pehlivanli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B36">Chen et&#xa0;al., 2019</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Proxies of paleo-oxygenation.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Paleo-oxygenation facies</th>
<th valign="middle" align="center">Oxygen concentration (ml/l)</th>
<th valign="middle" align="center">U/Th</th>
<th valign="middle" align="center">V/Cr</th>
<th valign="middle" align="center">Ni/Co</th>
<th valign="middle" align="center">V/(V+Ni)</th>
<th valign="middle" align="center">Fe<sub>HR</sub>/Fe<sub>T</sub></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">Oxic</td>
<td valign="middle" align="center">8.0&#x2013;2.0</td>
<td valign="middle" align="center">&lt; 0.75</td>
<td valign="middle" align="center">&lt; 2.00</td>
<td valign="middle" align="center">&lt; 5.00</td>
<td valign="middle" align="center">&lt; 0.60</td>
<td valign="middle" align="center">&lt; 0.22</td>
</tr>
<tr>
<td valign="middle" align="center">Dysoxic</td>
<td valign="middle" align="center">2.0&#x2013;0.2</td>
<td valign="middle" align="center">0.75&#x2013;1.25</td>
<td valign="middle" align="center">2.00&#x2013;4.25</td>
<td valign="middle" align="center">5.00&#x2013;7.00</td>
<td valign="middle" align="center">0.60&#x2013;0.77</td>
<td valign="middle" align="center">0.22&#x2013;0.38</td>
</tr>
<tr>
<td valign="middle" align="center">Suboxic and Anoxic</td>
<td valign="middle" align="center">0.2&#x2013;0.0 (sulfide present)</td>
<td valign="middle" align="center">&gt; 1.25</td>
<td valign="middle" align="center">&gt; 4.25</td>
<td valign="middle" align="center">&gt; 7.00</td>
<td valign="middle" align="center">&gt; 0.77</td>
<td valign="middle" align="center">&gt; 0.38</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The limits for oxygen concentration are from <xref ref-type="bibr" rid="B168">Tyson and Pearson (1991)</xref>. The limits for V/Cr, U/Th, and Ni/Co are from <xref ref-type="bibr" rid="B92">Jones and Manning (1994)</xref>. The limits for V/(V+Ni) are from <xref ref-type="bibr" rid="B79">Hatch and Leventhal (1992)</xref>. The limits for Fe<sub>HR</sub>/Fe<sub>T</sub> are from <xref ref-type="bibr" rid="B135">Poulton and Canfield (2011)</xref>.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The V/Sc ratio is another commonly applied redox proxy in paleoenvironmental studies (<xref ref-type="bibr" rid="B98">Kimura and Watanabe, 2001</xref>; <xref ref-type="bibr" rid="B103">Li et&#xa0;al., 2018</xref>), and some studies have linked it to methane seepage (<xref ref-type="bibr" rid="B104">Li et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B156">Sun et&#xa0;al., 2019</xref>). However, its ability to resolve redox shifts directly related to methane leakage is not always straightforward. Similarly, the Pr/Ph ratio has been used to differentiate anoxic (&lt; 1.0), suboxic (1.0&#x2013;3.0), and oxic (&gt; 3.0) conditions (<xref ref-type="bibr" rid="B89">Jia, 2012</xref>), but it has rarely been used in gas hydrate-related studies.</p>
<p>To better explain the application of these proxies in gas hydrate-bearing sediment, we summarize case studies from four seep regions (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Application of U/Th, V/Cr, Ni/Co, and V/(V+Ni) ratios in cold seep carbonates and gas hydrate-bearing sediments. <bold>(a)</bold> U/Th <italic>vs</italic>. Ni/Co; <bold>(b)</bold> U/Th <italic>vs</italic>. V/Cr; <bold>(c)</bold> U/Th <italic>vs</italic>. V/(V+Ni); <bold>(d)</bold> Ni/Co <italic>vs</italic>. V/(V+Ni). 1, SH-HS4DG: carbonate chimney samples from Shenhu (data from <xref ref-type="bibr" rid="B67">Ge et&#xa0;al., 2010</xref>); 2, DS-TVG: sediment samples from Dongsha (data from <xref ref-type="bibr" rid="B67">Ge et&#xa0;al., 2010</xref>); 3, QDN-C14: Qiongdongnan sediments (data from <xref ref-type="bibr" rid="B156">Sun et&#xa0;al., 2019</xref>); 4, CF: carbonate samples from Congo deep-sea fan seep (data from <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>); 5, GeoB: carbonate samples from Congo deep-sea fan seep (data from <xref ref-type="bibr" rid="B60">Feng et&#xa0;al., 2010</xref>); 6, Mexico AC645 and GB425: carbonate samples from the Gulf of Mexico (data from <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>); 7, carbonate chimney samples from Gulf of Cadiz (data from <xref ref-type="bibr" rid="B112">Merinero Palomares et&#xa0;al., 2012</xref>). The limits for V/Cr, U/Th, and Ni/Co are from <xref ref-type="bibr" rid="B92">Jones and Manning (1994)</xref>. The limits for V/(V+Ni) are from <xref ref-type="bibr" rid="B79">Hatch and Leventhal (1992)</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1747886-g004.tif">
<alt-text content-type="machine-generated">Four scatter plots (labeled a, b, c, and d) depict geochemical data differentiated by symbols and colors, including triangles, circles, squares, and stars. Axes are labeled U/Th, Ni/Co, V/Cr, and V/(V+Ni) to represent different chemical ratios. The plots divide regions into oxic, dysoxic, suboxic, and anoxic conditions. A legend identifies the data sources by different markers: SH-HS4DG, DS-TVG, QDN-C14, CF, GeoB, Mexico AC645, Mexico GB425, and Gulf of Cadiz. Data points are distributed across the plots, with varied concentrations and correlations.</alt-text>
</graphic></fig>
<sec id="s3_1_2_1">
<label>3.1.2.1</label>
<title>South China Sea</title>
<p>Shenhu samples contain a whole chimney and four chimney fragments, indicating more anoxic conditions during the core formation stage under variable seepage (<xref ref-type="bibr" rid="B67">Ge et&#xa0;al., 2010</xref>). Dongsha chimneys, either scattered on the seafloor or protruding from sediments, likely precipitated from fluids that were influenced by surrounding sediments (<xref ref-type="bibr" rid="B67">Ge et&#xa0;al., 2010</xref>). At Qiongdongnan Site C14, cores recovered from a pockmark field show a shift from anoxic to suboxic conditions, reflecting methane leakage during deposition (<xref ref-type="bibr" rid="B156">Sun et&#xa0;al., 2019</xref>). Most samples from Shenhu and Dongsha have high U/Th and Ni/Co ratios, indicating anoxic conditions strongly influenced by active methane seepage and AOM. In particular, U/Th ratios in SH-HS4DG samples have a wide range, suggesting greatly varying methane fluid intensities. In contrast, Qiongdongnan samples reveal a predominantly oxic depositional environment, which may represent a weaker and more stable seepage activity.</p>
</sec>
<sec id="s3_1_2_2">
<label>3.1.2.2</label>
<title>Congo deep-sea fan</title>
<p>Carbonate from the Congo deep-sea fan (CF carbonates, <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; GeoB carbonates, <xref ref-type="bibr" rid="B60">Feng et&#xa0;al., 2010</xref>), collected from pockmarks at Hydrate Hole and Diapir Field, formed under sulfidic conditions influenced by strong AOM and episodic H<sub>2</sub>S release (<xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>). Geochemical signatures indicate the pronounced effects of intense AOM and methane leakage: U/Th and Ni/Co ratios are consistent with oxygen-depleted conditions, whereas the wide range of V/Cr values suggests variability in methane leakage intensity.</p>
</sec>
<sec id="s3_1_2_3">
<label>3.1.2.3</label>
<title>Gulf of Mexico</title>
<p>Carbonates at site AC645 from the Gulf of Mexico show intermittent oxygenation during deposition, while carbonates at site GB425 from southern venting sites of a Gulf of Mexico mud volcano were affected by episodic methane leakage (<xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>). AC645 samples exhibited polarized data, with some showing higher U/Th and Ni/Co values, indicating suboxic and anoxic conditions, pointing to intermittent methane emission. In contrast, GB425 carbonates show U/Th and Ni/Co values suggesting redox states fluctuating between oxic and dysoxic conditions, likely reflecting moderate methane seepage.</p>
</sec>
<sec id="s3_1_2_4">
<label>3.1.2.4</label>
<title>Gulf of Cadiz</title>
<p>Carbonate chimneys from the Gulf of Cadiz formed under oxygen-depleted conditions associated with methane seepage and AOM (<xref ref-type="bibr" rid="B112">Merinero Palomares et&#xa0;al., 2012</xref>). These samples show relatively low U/Th and Ni/Co ratios, but elevated V/(V+Ni) ratios, indicating a hypoxic depositional environment. V/Cr ratios span wide ranges, oxic, dysoxic, suboxic, and anoxic stages, reflecting staged shifts in redox conditions linked to variable seepage intensity.</p>
<p>Despite their utility, trace element ratios can yield inconsistent results in modern sediments (<xref ref-type="bibr" rid="B77">Guo et&#xa0;al., 2021</xref>). Interpretations are often one-dimensional if they fail to account for seepage intensity and basin-wise geochemical baselines. Variations in seepage intensity can non-linearly alter redox zonations and element precipitation. For instance, V/Cr ratios in Gulf of Cadiz carbonates span multiple redox categories solely due to fluctuating seepage flux, while trace element contents in Congo Fan carbonates correlate directly with fluid flux periods. Furthermore, fixed redox thresholds are often inapplicable across different regions due to basin-specific trace elemental baselines. As emphasized by <xref ref-type="bibr" rid="B2">Algeo and Liu (2020)</xref>, local depositional contexts determine background signals, necessitating internal cross-calibration rather than universal standards. Moreover, high seepage flux can compress redox zones, decoupling element precipitation from theoretical predictions (<xref ref-type="bibr" rid="B105">Li et&#xa0;al., 2024</xref>). Consequently, these ratios are best suited for tracking relative shifts in redox states rather than defining precise conditions, underscoring the necessity of a multi-proxy framework.</p>
</sec>
</sec>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Speciation of iron and manganese</title>
<p>In marine sediments, Fe speciation is widely used to distinguish oxic, ferruginous, and euxinic water column conditions. This&#xa0;approach has become central to reconstructing ocean redox chemistry (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>; <xref ref-type="bibr" rid="B135">Poulton and Canfield, 2011</xref>). Oxic conditions are typically defined by low ratios of highly reactive iron to total iron (Fe<sub>HR</sub>/Fe<sub>T</sub>&lt; 0.22), while ferruginous conditions are indicated by Fe<sub>HR</sub>/Fe<sub>T</sub> &gt; 0.38 and low ratios of pyrite iron to highly reactive iron (Fe<sub>Py</sub>/Fe<sub>HR</sub>&lt; 0.7&#x2013;0.8). Euxinic conditions are characterized by Fe<sub>HR</sub>/Fe<sub>T</sub> &gt; 0.38 and Fe<sub>Py</sub>/Fe<sub>HR</sub> &gt; 0.7&#x2013;0.8, with values between 0.22 and 0.38 considered &#x201c;equivocal&#x201d;. Sequential extraction procedures further characterize reactive iron pools&#x2014;including carbonate-associated Fe (Fe<sub>Carb</sub>), oxide Fe (Fe<sub>Ox</sub>), and magnetite Fe (Fe<sub>Mag</sub>)&#x2014;allowing for the evaluation of reactive iron cycling during methane seepage and diagenesis (<xref ref-type="bibr" rid="B184">Yang et&#xa0;al., 2018</xref>, <xref ref-type="bibr" rid="B185">2023</xref>).</p>
<p>While manganese (Mn) geochemical behavior is often linked to iron, its role in methane cycling warrants distinct consideration due to its thermodynamic superiority (<xref ref-type="bibr" rid="B151">Slomp et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B181">Wu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B183">Xue et&#xa0;al., 2025</xref>). Mn oxides serve as potent electron acceptors for anaerobic oxidation of methane (Mn-AOM), yielding significantly higher energy (approximately 20 times) than sulfate-driven AOM (<xref ref-type="bibr" rid="B10">Beal et&#xa0;al., 2009</xref>). This process proceeds via direct oxidation (MnR-AOM) or an indirect &#x201c;cryptic sulfur cycle&#x201d; (MnR-S-AOM), where Mn oxides recycle sulfide back to sulfate (<xref ref-type="bibr" rid="B155">Su et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B26">Cai et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B183">Xue et&#xa0;al., 2025</xref>). Geochemically, active Mn-AOM is signaled by elevated porewater Mn<sup>2+</sup> concentrations below the SMTZ (<xref ref-type="bibr" rid="B139">Riedinger et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B182">Xiao et&#xa0;al., 2023</xref>). However, unlike Fe, Mn is extensively reduced to soluble Mn<sup>2+</sup> in strongly reducing seep environments and tends to escape the sediment column, often leading to a net depletion of solid-phase Mn rather than authigenic accumulation (<xref ref-type="bibr" rid="B123">Nealson and Saffarini, 1994</xref>; <xref ref-type="bibr" rid="B139">Riedinger et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B184">Yang et&#xa0;al., 2018</xref>).</p>
<p>Iron (oxyhydr)oxides act as electron acceptors (Fe-AOM) following Mn depletion (<xref ref-type="bibr" rid="B151">Slomp et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B49">Egger et&#xa0;al., 2015</xref>). This process involves the direct coupling of methane oxidation with the reductive dissolution of crystalline Fe(III) oxides (<xref ref-type="bibr" rid="B55">Ettwig et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B25">Cai et&#xa0;al., 2018</xref>). In contrast to Mn, the liberated Fe<sup>2+</sup> is more readily retained within the sediment through rapid reaction with HS<sup>&#x2212;</sup> and HCO<sub>3</sub><sup>&#x2212;</sup>, precipitating as authigenic Fe(II) carbonates (e.g., siderite) or sulfides (<xref ref-type="bibr" rid="B151">Slomp et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B141">Roberts, 2015</xref>; <xref ref-type="bibr" rid="B184">Yang et&#xa0;al., 2018</xref>, <xref ref-type="bibr" rid="B185">2023</xref>). A unique signature in hydrocarbon-rich, sulfide-limited settings is the formation of ferrimagnetic iron sulfides, such as greigite (Fe<sub>3</sub>S<sub>4</sub>) and pyrrhotite, which serve as specific magnetic proxies for assessing seepage intensity (<xref ref-type="bibr" rid="B141">Roberts, 2015</xref>; <xref ref-type="bibr" rid="B185">Yang et&#xa0;al., 2023</xref>).</p>
<p>Collectively, the internal cycling of Mn and Fe drives the &#x201c;benthic redox shuttle,&#x201d; facilitating the migration and enrichment of associated trace elements such as Mo, As, and V (<xref ref-type="bibr" rid="B167">Tribovillard et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B152">Smrzka et&#xa0;al., 2020</xref>). While both elements facilitate AOM, their distinct post-reduction fates&#x2014;Mn export versus Fe retention&#x2014;create diagnostic geochemical signatures crucial for reconstructing the history of fluid migration.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Elements related to organic matter</title>
<p>Redox states are closely linked to the distribution of organic carbon in sedimentary environments (<xref ref-type="bibr" rid="B23">Brumsack, 1989</xref>). Below the sulfate reduction zone, organic matter degradation drives methanogenesis (<xref ref-type="bibr" rid="B91">Johnson et&#xa0;al., 2014</xref>). Some studies have highlighted the relationship between total organic carbon (TOC) content and gas hydrate saturation (<xref ref-type="bibr" rid="B176">Waseda, 1998</xref>; <xref ref-type="bibr" rid="B116">Milkov, 2004</xref>; <xref ref-type="bibr" rid="B91">Johnson et&#xa0;al., 2014</xref>).</p>
<p>Authigenic barite minerals (e.g. BaSO<sub>4</sub>) are almost insoluble and unaffected by redox conditions. They can form when sulfate diffuses downward below the seafloor and reacts with upward-migrating barium-rich fluids (<xref ref-type="bibr" rid="B75">Greinert et&#xa0;al., 2002</xref>). For this reason, biogenic barium (Ba) concentrations are commonly used as a proxy for past primary productivity on geological timescales (<xref ref-type="bibr" rid="B48">Dymond et&#xa0;al., 1992</xref>; <xref ref-type="bibr" rid="B110">McManus et&#xa0;al., 1998</xref>). In deep-sea sediments, Ca mainly originates from biogenic carbonates. A positive correlation between Ca and Ba is frequently observed (<xref ref-type="bibr" rid="B53">Emerson and Hedges, 2008</xref>; <xref ref-type="bibr" rid="B31">Carter et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B85">House and Norris, 2020</xref>).</p>
<p>In gas hydrate-bearing sediments, strong positive correlations between Ba and TOC or between Ba and Ca suggest that organic matter input exerts a key influence on Ba distribution (<xref ref-type="bibr" rid="B112">Merinero Palomares et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B156">Sun et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Carter et&#xa0;al., 2020</xref>). This highlights the importance of organic carbon in regulating both redox states and mineral authigenesis in seep environments.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Rare earth element proxies</title>
<sec id="s3_4_1">
<label>3.4.1</label>
<title>The total REE</title>
<p>REE accumulation is an important indicator of cold seep environments. REE concentrations in fresh water and seawater are generally very low (1&#x2013;10 ng/L), with river water typically one order of magnitude higher than seawater (<xref ref-type="bibr" rid="B187">Yang and Li, 1999</xref>). Cold seep sediments, however, show REE enrichment compared to normal marine sediments (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5a</bold></xref>), largely due to early diagenesis (<xref ref-type="bibr" rid="B63">Freslon et&#xa0;al., 2014</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>The distribution of REE in modern cold seep carbonates. <bold>(a)</bold> Average shale-normalized (PAAS; <xref ref-type="bibr" rid="B159">Taylor and McClennan, 1985</xref>) REE patterns for natural waters and modern cold seep carbonates from all over the world; <bold>(b)</bold> Plot of Ce/Ce* <italic>vs</italic>. Pr/Pr* after <xref ref-type="bibr" rid="B8">Bau and Dulski (1996)</xref> and <xref ref-type="bibr" rid="B149">Shields and Webb (2004)</xref>. Ce/Ce* denotes 3Ce<sub>N</sub>/(2La<sub>N</sub> + Nd<sub>N</sub>), and Pr/Pr* denotes 2Pr<sub>N</sub>/(Ce<sub>N</sub> + Nd<sub>N</sub>), where N refers to normalization of concentration against the standard Post Archean Australian Shale (PAAS), Field I: no anomaly; Field IIa: positive La anomaly produces an apparent negative Ce anomaly; Field IIb: a negative La anomaly causes an apparent positive Ce anomaly; Field IIIa: real positive Ce anomaly; Field IIIb: real negative Ce anomaly; Field IV: positive La anomaly disguises a positive Ce anomaly. Data sources: 1. REE patterns of seawater, river water, and anoxic pore water are from <xref ref-type="bibr" rid="B63">Freslon et&#xa0;al. (2014)</xref>; 2. the South China Sea (<xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2014</xref>); 3. Gulf of Cadiz (<xref ref-type="bibr" rid="B173">Wang et&#xa0;al., 2015</xref>); 4. Gulf of Mexico (<xref ref-type="bibr" rid="B15">Birgel et&#xa0;al., 2011</xref>); 5. Congo fan (<xref ref-type="bibr" rid="B60">Feng et&#xa0;al., 2010</xref>); 6. Nile deep-sea fan (<xref ref-type="bibr" rid="B133">Pierre et&#xa0;al., 2014</xref>); 7. North Sea (<xref ref-type="bibr" rid="B41">Cr&#xe9;mi&#xe8;re et&#xa0;al., 2016</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1747886-g005.tif">
<alt-text content-type="machine-generated">Two graphs are displayed. Graph (a) on the left shows various water sample types plotted against a range of lanthanides, with seawater represented by triangles, river water by circles, and anoxic pore water by diamonds, indicating their normalized concentrations to PAAS. Graph (b) on the right presents a scatter plot of Ce/Ce* against Pr/Pr* ratios for different regions, including the South China Sea, Gulf of Cadiz, Gulf of Mexico, Congo fan, Nile deep-sea fan, and North Sea, each denoted by different symbols. A legend is provided for reference.</alt-text>
</graphic></fig>
<p>Ancient hydrocarbon seep studies show that &#x2211;REE concentrations vary widely (0.3&#x2013;43.7 ppm; <xref ref-type="bibr" rid="B59">Feng et&#xa0;al., 2009</xref>). Large variations have also been pointed out between surface, shallow, and bottom sediments from gas hydrate areas (<xref ref-type="bibr" rid="B24">Budakoglu et&#xa0;al., 2015</xref>). In cold seep sediments, &#x2211;REE concentrations often increase at shallow depths but decrease at greater depths due to Fe-oxide reduction (<xref ref-type="bibr" rid="B51">Elderfield and Sholkovitz, 1987</xref>; <xref ref-type="bibr" rid="B78">Haley et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B82">Himmler et&#xa0;al., 2010</xref>). Cold seep carbonates (e.g., aragonite) formed during AOM can also act as sinks for REE. Rapid carbon deposition may dilute &#x2211;REE concentrations, making decarbonation necessary before geochemical analysis (<xref ref-type="bibr" rid="B180">Wu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>). Furthermore, to minimize the influence of detrital input, normalization to TiO<sub>2</sub> (&#x2211;REE/TiO<sub>2</sub>) has been suggested (<xref ref-type="bibr" rid="B158">Tanaka et&#xa0;al., 2007</xref>).</p>
</sec>
<sec id="s3_4_2">
<label>3.4.2</label>
<title>REE patterns</title>
<p>Shale-normalized REE patterns provide insights into fluid sources and redox conditions. Modern seawater shows a characteristic pattern with a negative Ce anomaly, a positive La anomaly, and relative HREE enrichment (<xref ref-type="bibr" rid="B59">Feng et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B67">Ge et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B82">Himmler et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B172">Wang et&#xa0;al., 2018</xref>) (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5a</bold></xref>). In contrast, continental shelf sediments resemble river inputs, displaying flatter patterns with LREE enrichment, HREE depletion,&#xa0;and weak Ce and Eu anomalies (<xref ref-type="bibr" rid="B134">Piper, 1974</xref>; <xref ref-type="bibr" rid="B73">Goldstein and Jacobsen, 1988</xref>; <xref ref-type="bibr" rid="B52">Elderfield et&#xa0;al., 1990</xref>; <xref ref-type="bibr" rid="B64">Frimmel, 2009</xref>) (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5a</bold></xref>).</p>
<p>Cold seep carbonates worldwide generally show flat shale-normalized REE curves, slight Ce and Eu anomalies, MREE enrichment, and relative HREE depletion (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5a</bold></xref>). These patterns closely match the MREE-enriched signature of anoxic pore waters, suggesting that modern seep carbonates commonly precipitate under reducing conditions. Case studies from the South China Sea (<xref ref-type="bibr" rid="B33">Chen et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B67">Ge et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2014</xref>), Gulf of Cadiz (<xref ref-type="bibr" rid="B173">Wang et&#xa0;al., 2015</xref>), Gulf of Mexico (<xref ref-type="bibr" rid="B59">Feng et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B15">Birgel et&#xa0;al., 2011</xref>), Congo deep-sea fan (<xref ref-type="bibr" rid="B60">Feng et&#xa0;al., 2010</xref>), Niger delta (<xref ref-type="bibr" rid="B142">Rongemaille et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B133">Pierre et&#xa0;al., 2014</xref>), Makran accretionary prism (<xref ref-type="bibr" rid="B82">Himmler et&#xa0;al., 2010</xref>), North Sea (<xref ref-type="bibr" rid="B41">Cr&#xe9;mi&#xe8;re et&#xa0;al., 2016</xref>), and other seep sites confirm the use of REE patterns in tracking methane seepage, fluid sources, and precipitation conditions.</p>
</sec>
<sec id="s3_4_3">
<label>3.4.3</label>
<title>Cerium anomaly (Ce/Ce*)</title>
<p>Cerium (Ce) is the primary rare earth element that undergoes redox transformation in marine environment (<xref ref-type="bibr" rid="B187">Yang and Li, 1999</xref>). Ce(III) is readily oxidized to insoluble Ce(IV) and separates from other REE under oxidized and alkaline conditions, whereas in a reducing environment is reduced to soluble and is released from sediments to the pore water (<xref ref-type="bibr" rid="B179">Wright et&#xa0;al., 1987</xref>; <xref ref-type="bibr" rid="B177">Wilde et&#xa0;al., 1996</xref>). The Ce anomaly (Ce/Ce*) is thus a sensitive proxy for marine redox conditions. Historically, it was calculated as Ce/Ce* = 2Ce<sub>N</sub>/(La<sub>N</sub> + Pr<sub>N</sub>) (<xref ref-type="bibr" rid="B52">Elderfield et&#xa0;al., 1990</xref>; <xref ref-type="bibr" rid="B117">Moffett, 1990</xref>). However, to avoid the influence of positive La anomalies common in seawater, the definition by <xref ref-type="bibr" rid="B8">Bau and Dulski (1996)</xref> is often preferred: Ce/Ce* = 3Ce<sub>N</sub>/(2La<sub>N</sub> + Nd<sub>N</sub>), where N refers to normalization against PAAS or chondrite. Ce/Ce* ratios greater than 1.05 (a positive anomaly) indicate reducing conditions, while values below 0.95 (a negative anomaly) indicate oxic conditions (<xref ref-type="bibr" rid="B159">Taylor and McClennan, 1985</xref>). However, diagenetic modification is possible (<xref ref-type="bibr" rid="B128">Peckmann et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B150">Shields and Stille, 2001</xref>) and Ce anomalies are usually evaluated alongside Pr/Pr* (<xref ref-type="bibr" rid="B8">Bau and Dulski, 1996</xref>; <xref ref-type="bibr" rid="B149">Shields and Webb, 2004</xref>).</p>
<p>Cold seep carbonates display diverse Ce anomalies (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5b</bold></xref>). Positive Ce/Ce* anomalies in cold seep carbonates usually indicate the reducing conditions of gas hydrate-bearing anoxic environments (<xref ref-type="bibr" rid="B58">Feng and Chen, 2008</xref>; <xref ref-type="bibr" rid="B60">Feng et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B15">Birgel et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B14">Bian et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>). For example, seep carbonates from the northern Congo fan display positive Ce anomalies (Ce/Ce* &gt; 1.3), suggesting precipitation under anoxic conditions (<xref ref-type="bibr" rid="B60">Feng et&#xa0;al., 2010</xref>). Conversely, negative Ce anomalies have been observed in seep carbonates from the Gulf of Mexico, and&#xa0;the Gulf of Cadiz, implying oxic conditions (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5b</bold></xref>). In contrast, samples from the South China Sea exhibit variable Ce anomalies (ranging from negative to positive), reflecting high spatial heterogeneity in redox environments. These negative anomalies may result from high alkalinity during AOM (<xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B180">Wu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>), organic-rich pore fluids (<xref ref-type="bibr" rid="B136">Pourret et&#xa0;al., 2008</xref>), or temporarily oxic conditions (<xref ref-type="bibr" rid="B15">Birgel et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B14">Bian et&#xa0;al., 2012</xref>). The coexistence of both negative and positive Ce anomalies within individual deposits reflects the spatial and temporal variability of seep redox environments (<xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2014</xref>, <xref ref-type="bibr" rid="B173">2015</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Sedimentary proxies for methane seepage dynamics</title>
<sec id="s4_1">
<label>4.1</label>
<title>Barite front</title>
<p>In the marine environment, Ba exists in dissolved and particulate forms (<xref ref-type="bibr" rid="B37">Chow and Goldberg, 1960</xref>), and predominantly precipitates as barite mineral (<xref ref-type="bibr" rid="B106">Liguori et&#xa0;al., 2016</xref>). Seafloor methane seepage is a major source of barite precipitation, as fluids released from gas hydrate decomposition or seepage are enriched in Ba<sup>2+</sup> (<xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>). This leads to higher Ba concentrations in bottom waters, where barite precipitates in surface sediments (<xref ref-type="bibr" rid="B163">Torres et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B47">Dickens, 2001</xref>; <xref ref-type="bibr" rid="B164">Torres et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B57">Feng and Chen, 2007</xref>; <xref ref-type="bibr" rid="B170">Vanneste et&#xa0;al., 2013</xref>). Barite formation is sensitive to pore water SO<sub>4</sub><sup>2&#x2212;</sup> concentrations. Barite cannot form below the SMTZ, where sulfate is fully exhausted (<xref ref-type="bibr" rid="B48">Dymond et&#xa0;al., 1992</xref>; <xref ref-type="bibr" rid="B163">Torres et&#xa0;al., 1996</xref>). With burial, barite deposited in sulfate-depleted zones dissolves and diffuses upwards as Ba<sup>2+</sup> with migrating seep fluids. Upon encountering pore water sulfate above the SMTZ, barite re-precipitates, forming a distinct &#x201c;barite front&#x201d; (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>; <xref ref-type="bibr" rid="B163">Torres et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B47">Dickens, 2001</xref>; <xref ref-type="bibr" rid="B162">Torres et&#xa0;al., 2003</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Schematic diagram of the formation of &#x201c;barite front&#x201d;, enrichment of Mo, and types of authigenic carbonate under weak and strong seepage (Modified after <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1747886-g006.tif">
<alt-text content-type="machine-generated">Two side-by-side geochemical profiles comparing low and high methane flux environments. The diagrams showthe depth-dependent distribution of Molybdenum (Mo), Sulfate (SO42−), Barium (Ba), and Methane (CH4)concentrations. A prominent 'barite front' and authigenic carbonates (High-Mg calcite vs. Aragonite) are depictedshifting upwards and compressing as methane flux increases from left to right.</alt-text>
</graphic></fig>
<p>Global studies have shown that the barite front records long-term methane seepage activity. For example, <xref ref-type="bibr" rid="B162">Torres et&#xa0;al. (2003)</xref> systematically studied cold seep barite deposits across continental margins, while subsequent research in the Gulf of Mexico (<xref ref-type="bibr" rid="B32">Castellini et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B61">Feng and Roberts, 2011</xref>; <xref ref-type="bibr" rid="B30">Canet et&#xa0;al., 2014</xref>), San Clemente Basin (<xref ref-type="bibr" rid="B164">Torres et&#xa0;al., 2002</xref>), Storfjorden Trough (<xref ref-type="bibr" rid="B188">Yao et&#xa0;al., 2020</xref>), and the South China Sea (<xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>), and ancient cold seeps (<xref ref-type="bibr" rid="B66">Gao et&#xa0;al., 2017</xref>) has revealed the geochemical coupling between Ba fluxes and CH<sub>4</sub> cycling.</p>
<p>The barite front is not static, as barite remineralization occurs due to the dynamic nature of seepage systems. A persistent barite front generally indicates stable hydrocarbon leakage that may persist for over 10<sup>4</sup> years (<xref ref-type="bibr" rid="B163">Torres et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B57">Feng and Chen, 2007</xref>). Ancient barite fronts can mark past SMTZ depths, thereby recording variations in methane flux over time. However, evidence of older fronts may be erased if the SMTZ shoals upward (<xref ref-type="bibr" rid="B57">Feng and Chen, 2007</xref>). Additionally, smaller Ba peaks may exist in the sedimentary profiles, possibly related to past episodes of enhanced (paleo)productivity (<xref ref-type="bibr" rid="B47">Dickens, 2001</xref>).</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Molybdenum enrichment</title>
<p>The enrichment of Mo in marine sediments reflects its conservative behavior as molybdate in oxic seawater and its enhanced particle reactivity under sulfidic conditions (<xref ref-type="bibr" rid="B148">Scott and Lyons, 2012</xref>). Two main pathways have been identified: (i) transient enrichment related to Mn cycling near the sediment-water interface, and (ii) permanent enrichment in sulfidic environments where Mo is converted to thiomolybdates (MoO<sub>n</sub>S<sub>4-n</sub><sup>2&#x2212;</sup>). The presence of free H<sub>2</sub>S is therefore a key factor. In euxinic conditions, Mo concentrations typically exceed 60 ppm and may reach 100 ppm, whereas in H<sub>2</sub>S-limited pore waters, values rarely exceed 25 ppm (<xref ref-type="bibr" rid="B148">Scott and Lyons, 2012</xref>).</p>
<p>Mo enrichments often highlight modern and paleo-SMTZs (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>; <xref ref-type="bibr" rid="B132">Peketi et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B126">P&#xe4;like et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>). Under strong cold seepage, the combination of AOM and SRB produces abundant H<sub>2</sub>S, creating sulfidic conditions favorable for Mo enrichment (<xref ref-type="bibr" rid="B124">Niew&#xf6;hner et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B1">Aharon and Fu, 2000</xref>; <xref ref-type="bibr" rid="B97">Joye et&#xa0;al., 2010</xref>). Extremely high Mo concentrations in sediments are therefore often interpreted as evidence for intense AOM-driven H<sub>2</sub>S production (<xref ref-type="bibr" rid="B132">Peketi et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B104">Li et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>).</p>
<p>Seepage strength influences the distribution of Mo. In weaker leakage systems, a deeper and wider SMTZ favors high-Mg calcite precipitation, with Mo enrichment spread across a broader sulfide zone (over vertical scales of meters or more) (<xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>). Conversely, strong leakage leads to a shallower SMTZ (decimeter or centimeter depths) (<xref ref-type="bibr" rid="B86">Hu et&#xa0;al., 2015</xref>), compressing redox zones and favoring aragonite precipitation, bivalve survival, and Mo enrichment in surface sediments (<xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>). Crucially, the extent of enrichment acts as a sensitive recorder of the sulfidization degree driven by seepage intensity (<xref ref-type="bibr" rid="B148">Scott and Lyons, 2012</xref>; <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>). In high-flux environments where dissolved sulfide concentrations exceed the threshold for quantitative thiomolybdate formation, Mo is efficiently scavenged and sequestered by iron sulfides (e.g., pyrite) or sulfurized organic matter, leading to extreme enrichments (<xref ref-type="bibr" rid="B80">Helz et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B148">Scott and Lyons, 2012</xref>; <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B103">Li et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B43">Dai et&#xa0;al., 2025</xref>). Furthermore, the &#x201c;benthic redox shuttle&#x201d; significantly impacts Mo cycling by transporting adsorbed Mo&#x2014;often enriched in light isotopes&#x2014;from oxic waters to the sulfidic seep zone, where it is released upon reductive dissolution and subsequently fixed (<xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>; <xref ref-type="bibr" rid="B1000">Goldberg et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B148">Scott and Lyons, 2012</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B90">Jin et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>). Thus, combining concentration data with isotopic compositions provides a more robust constraint on the dynamic evolution of SMTZ and seepage history (<xref ref-type="bibr" rid="B148">Scott and Lyons, 2012</xref>; <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>). U enrichment often parallels Mo, since high methane fluxes compress both suboxic and sulfidic zones, leading to U and Mo enrichment in shallow sediments.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Sr/Ca and Mg/Ca ratios</title>
<p>Within the SMTZ, AOM typically performed by a consortium of ANME and SRB, oxidizes large amounts of methane to HCO<sub>3</sub><sup>&#x2212;</sup> and reduces sulfate to HS<sup>&#x2212;</sup>. This process increases environmental alkalinity, leading to the precipitation of authigenic carbonate minerals such as low- and high-Mg calcite, dolomite, and aragonite (<xref ref-type="bibr" rid="B140">Ritger et&#xa0;al., 1987</xref>; <xref ref-type="bibr" rid="B17">Boetius et&#xa0;al., 2000</xref>). The key reaction is (<xref ref-type="bibr" rid="B11">Berner, 1980</xref>):</p>
<disp-formula>
<mml:math display="block" id="M3"><mml:mrow><mml:mtext>C</mml:mtext><mml:msup><mml:mtext>a</mml:mtext><mml:mrow><mml:mn>2</mml:mn><mml:mo>+</mml:mo></mml:mrow></mml:msup><mml:mo>+</mml:mo><mml:mn>2</mml:mn><mml:mtext>HC</mml:mtext><mml:msubsup><mml:mtext>O</mml:mtext><mml:mn>3</mml:mn><mml:mo>&#x2212;</mml:mo></mml:msubsup><mml:mo>&#x2192;</mml:mo><mml:mtext>CaC</mml:mtext><mml:msub><mml:mtext>O</mml:mtext><mml:mn>3</mml:mn></mml:msub><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mtext>s</mml:mtext><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mo>+</mml:mo><mml:mtext>C</mml:mtext><mml:msub><mml:mtext>O</mml:mtext><mml:mn>2</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mtext>H</mml:mtext><mml:mn>2</mml:mn></mml:msub><mml:mtext>O</mml:mtext></mml:mrow></mml:math>
</disp-formula>
<p>Two main types of cold seep authigenic carbonates are aragonite and high-Mg calcite. Aragonite preferentially precipitates from seawater supersaturated in Mg<sup>2+</sup> and Sr<sup>2+</sup> (<xref ref-type="bibr" rid="B12">Berner, 1975</xref>; <xref ref-type="bibr" rid="B160">Tesoriero and Pankow, 1996</xref>), often in layers with free gas or close to gas hydrate horizons (<xref ref-type="bibr" rid="B19">Bohrmann et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B121">Naehr et&#xa0;al., 2000</xref>). High-Mg calcite, although less stable, preferentially precipitates under anoxic and low SO<sub>4</sub><sup>2&#x2212;</sup> conditions in methane seepage environments (<xref ref-type="bibr" rid="B146">Savard et&#xa0;al., 1996</xref>), especially within or below the sulfate reduction zone (<xref ref-type="bibr" rid="B121">Naehr et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B74">Greinert et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B68">Gieskes et&#xa0;al., 2005</xref>).</p>
<p>Because of their sensitivity to seepage intensity, Sr/Ca and Mg/Ca ratios are widely used to track fluid evolution (<xref ref-type="bibr" rid="B9">Bayon et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B125">N&#xf6;then and Kasten, 2011</xref>; <xref ref-type="bibr" rid="B186">Yang et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B156">Sun et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>). A four-endmember mixing model distinguishes between terrigenous input, biogenic calcite, aragonite (Sr-rich, reflecting strong seepage), and high-Mg calcite (linked to weak or diffusive seepage) (<xref ref-type="bibr" rid="B9">Bayon et&#xa0;al., 2007</xref>). For example, gas hydrate-bearing sediments from the South China Sea (Site GMGS2-W08) show a shift from high-Mg calcite to aragonite (<xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>), reflecting a progressive increase in methane flux.</p>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Distinct geochemical archives: differentiating signals in bulk sediments, authigenic carbonates, and pyrite</title>
<p>The core biogeochemical process in cold seep systems is SD-AOM, which generates HCO<sub>3</sub><sup>&#x2212;</sup> and H<sub>2</sub>S. These byproducts promote the precipitation of authigenic carbonates and pyrite, significantly altering sedimentary redox conditions and thereby influencing the geochemical cycling of trace elements (<xref ref-type="bibr" rid="B140">Ritger et&#xa0;al., 1987</xref>; <xref ref-type="bibr" rid="B129">Peckmann et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B145">Sassen et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B41">Cr&#xe9;mi&#xe8;re et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>). While bulk sediment analysis provides an integrated record of these processes, the geochemical signatures recorded in specific sediment carriers differ significantly in their formation mechanisms and sensitivity to methane flux (<xref ref-type="bibr" rid="B129">Peckmann et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B125">N&#xf6;then and Kasten, 2011</xref>; <xref ref-type="bibr" rid="B109">Liu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B43">Dai et&#xa0;al., 2025</xref>) (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Summary of distinct geochemical signatures and controlling mechanisms in different sediment carriers of cold seep systems.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Geochemical proxy</th>
<th valign="middle" align="center">Authigenic carbonates (MDAC)</th>
<th valign="middle" align="center">Authigenic pyrite</th>
<th valign="middle" align="center">Bulk sediments</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Inorganic Carbon (&#x3b4;<sup>13</sup>C) &amp; Oxygen (&#x3b4;<sup>18</sup>O) Isotopes</td>
<td valign="middle" align="left">&#x3b4;<sup>13</sup>C: Highly negative (&lt; &#x2212;25&#x2030;, typically &#x2212;60&#x2030; to &#x2212;30&#x2030;) due to incorporation of AOM-derived DIC.<break/>&#x3b4;<sup>18</sup>O: Positive anomalies (e.g., +0.4&#x2030; to +7.87&#x2030;) reflecting <sup>18</sup>O-rich fluids from gas hydrate dissociation.<break/>[Refs: <xref ref-type="bibr" rid="B81">Hesse and Harrison, 1981</xref>; <xref ref-type="bibr" rid="B44">Davidson et&#xa0;al., 1983</xref>; <xref ref-type="bibr" rid="B140">Ritger et&#xa0;al., 1987</xref>; <xref ref-type="bibr" rid="B19">Bohrmann et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B5">Aloisi et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B130">Peckmann and Thiel, 2004</xref>; <xref ref-type="bibr" rid="B169">Ussler and Paull, 2008</xref>; <xref ref-type="bibr" rid="B173">Wang et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B41">Cr&#xe9;mi&#xe8;re et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B43">Dai et&#xa0;al., 2025</xref>]</td>
<td valign="middle" align="left">&#x2014;</td>
<td valign="middle" align="left">TIC: Elevated Total Inorganic Carbon (TIC) content with negative &#x3b4;<sup>13</sup>C<sub>TIC</sub>&#x200b; values (&lt; &#x2212;5&#x2030;).<break/>Implication: Indicates the presence of dispersed authigenic carbonates within the sediment matrix.<break/>[Refs: <xref ref-type="bibr" rid="B132">Peketi et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B105">Li et&#xa0;al., 2024</xref>]</td>
</tr>
<tr>
<td valign="middle" align="left">Sulfur Isotopes (&#x3b4;<sup>34</sup>S) &amp; Content</td>
<td valign="middle" align="left">&#x2014;</td>
<td valign="middle" align="left">&#x3b4;<sup>34</sup>S: Highly enriched values (up to +21&#x2030;).<break/>Mechanism: Closed-system Rayleigh distillation driven by high AOM rates enriches residual porewater in <sup>34</sup>S.<break/>[Refs: <xref ref-type="bibr" rid="B94">J&#xf8;rgensen et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B22">Borowski et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B156">Sun et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B35">Chen et&#xa0;al., 2021</xref>]</td>
<td valign="middle" align="left">Content: High Total Sulfur (TS) and TS/TOC ratios (&gt; 0.36).<break/>Mechanism: Decoupled from organic carbon burial due to excess H<sub>2</sub>S production from SD-AOM.<break/>[Refs: <xref ref-type="bibr" rid="B113">Miao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B109">Liu et&#xa0;al., 2024</xref>]</td>
</tr>
<tr>
<td valign="middle" align="left">Redox-Sensitive Elements</td>
<td valign="middle" align="left">Enrichment: Mo, U, Ni, V, Cd, Co.<break/>Mechanism: Precipitation under anoxic/sulfidic porewater conditions.<break/>[Refs: <xref ref-type="bibr" rid="B118">Morford and Emerson, 1999</xref>; <xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B175">Wang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B152">Smrzka et&#xa0;al., 2020</xref>]</td>
<td valign="middle" align="left">Enrichment: Symbiotic Mo, As, and Fe.<break/>Mechanism: The &#x201c;benthic Fe&#x2013;Mn redox shuttle&#x201d; transports Mo and As to the sulfidic zone, where they are captured by pyrite.<break/>[Refs: <xref ref-type="bibr" rid="B167">Tribovillard et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B101">Large et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>]</td>
<td valign="middle" align="left">Mo/U: Co-enrichment (Mo<sub>EF</sub> &gt; 10) indicates compressed redox zones.<break/>W/Mn: Depletion (W<sub>EF</sub>&lt; 2) due to high solubility of thiotungstates and Mn diffusion.<break/>[Refs: <xref ref-type="bibr" rid="B54">Erickson and Helz, 2000</xref>; <xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>; <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B114">Miao et&#xa0;al., 2024a</xref>]</td>
</tr>
<tr>
<td valign="middle" align="left">Metal Isotopes</td>
<td valign="middle" align="left">&#x2014;</td>
<td valign="middle" align="left">&#x3b4;<sup>98</sup>Mo &amp; &#x3b4;<sup>56</sup>Fe: Isotopically light signatures (e.g., negative &#x3b4;<sup>98</sup>Mo).<break/>Mechanism: Fractionation driven by the reductive dissolution of Fe&#x2013;Mn oxides and subsequent capture by pyrite.<break/>[Refs: <xref ref-type="bibr" rid="B1000">Goldberg et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B56">Fehr et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>]</td>
<td valign="middle" align="left">Signal: Bulk measurements often reflect the light isotopic signatures of the authigenic pyrite fraction within the matrix.<break/>[Refs: <xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>]</td>
</tr>
<tr>
<td valign="middle" align="left">Rare Earth Elements (REE)</td>
<td valign="middle" align="left">Pattern: MREE enrichment (bulge).<break/>Ce Anomaly: Variable (positive/negative) depending on redox conditions and fluid source.<break/>[Refs: <xref ref-type="bibr" rid="B78">Haley et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B82">Himmler et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B15">Birgel et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B172">Wang et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B152">Smrzka et&#xa0;al., 2020</xref>]</td>
<td valign="middle" align="left">&#x2014;</td>
<td valign="middle" align="left">Signal: Often diluted by terrigenous or biogenic components; authigenic REE signals may be less distinct than in pure carbonate phases.<break/>[Refs: <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>]</td>
</tr>
<tr>
<td valign="middle" align="left">Mineralogy/Morphology</td>
<td valign="middle" align="left">Aragonite: High flux (High Sr/Ca).<break/>High-Mg Calcite: Low/Diffusive flux (High Mg/Ca).<break/>[Refs: <xref ref-type="bibr" rid="B9">Bayon et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B105">Li et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B43">Dai et&#xa0;al., 2025</xref>]</td>
<td valign="middle" align="left">Framboidal: Characteristic of rapid formation under high sulfide flux conditions.<break/>[Refs: <xref ref-type="bibr" rid="B129">Peckmann et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B112">Merinero Palomares et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B185">Yang et&#xa0;al., 2023</xref>]</td>
<td valign="middle" align="left">&#x2014;</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s5_1">
<label>5.1</label>
<title>Authigenic carbonates: direct records of methane-derived fluids</title>
<p>Unlike bulk sediments, which record a mixed signal of terrigenous input and authigenesis, authigenic carbonates, often referred to as methane-derived authigenic carbonates (MDAC), function as reliable archives of paleo-cold seep activity (<xref ref-type="bibr" rid="B140">Ritger et&#xa0;al., 1987</xref>; <xref ref-type="bibr" rid="B19">Bohrmann et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B129">Peckmann et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B178">Wilfert et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B188">Yao et&#xa0;al., 2020</xref>). The most diagnostic feature is the extremely negative authigenic carbonate &#x3b4;<sup>13</sup>C values (ranging from &#x2212;60&#x2030; to &#x2212;30&#x2030;), typically ranging from &#x2212;45.8&#x2030; to &#x2212;9.7&#x2030; (<xref ref-type="bibr" rid="B173">Wang et&#xa0;al., 2015</xref>), or as low as &#x2212;62.5&#x2030; (<xref ref-type="bibr" rid="B60">Feng et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B41">Cr&#xe9;mi&#xe8;re et&#xa0;al., 2016</xref>), which confirm that the carbon source is derived from the anaerobic oxidation of methane (biogenic or thermogenic) (<xref ref-type="bibr" rid="B129">Peckmann et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B43">Dai et&#xa0;al., 2025</xref>). Additionally, these carbonates typically exhibit positive &#x3b4;<sup>18</sup>O anomalies (e.g., +0.4&#x2030; to +7.87&#x2030;) (<xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>), reflecting the incorporation of &#x3b4;<sup>18</sup>O-rich fluids released during gas hydrate dissociation (<xref ref-type="bibr" rid="B19">Bohrmann et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B5">Aloisi et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B43">Dai et&#xa0;al., 2025</xref>).</p>
<p>The mineralogical composition and elemental ratios of authigenic carbonates are highly sensitive to methane flux intensity (<xref ref-type="bibr" rid="B125">N&#xf6;then and Kasten, 2011</xref>). High flux rates favor the precipitation of aragonite, characterized by high Sr/Ca ratios, whereas low or diffusive flux rates favor high-Mg calcite, indicated by high Mg/Ca ratios (<xref ref-type="bibr" rid="B9">Bayon et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B125">N&#xf6;then and Kasten, 2011</xref>; <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B43">Dai et&#xa0;al., 2025</xref>).</p>
<p>Regarding REE, authigenic carbonates often display a characteristic MREE bulge (enrichment in middle rare earth elements) (<xref ref-type="bibr" rid="B82">Himmler et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B172">Wang et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B190">Zhu et&#xa0;al., 2019</xref>), attributed to the reductive dissolution of Fe&#x2013;Mn oxides in anoxic pore waters (<xref ref-type="bibr" rid="B78">Haley et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B142">Rongemaille et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B41">Cr&#xe9;mi&#xe8;re et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B152">Smrzka et&#xa0;al., 2020</xref>). The Ce anomaly varies with redox conditions: positive anomalies (Ce/Ce* &gt; 1) indicate strongly reducing environments (<xref ref-type="bibr" rid="B60">Feng et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B190">Zhu et&#xa0;al., 2019</xref>), while negative anomalies may reflect the influence of oxic seawater or specific diagenetic fluids (<xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>; <xref ref-type="bibr" rid="B59">Feng et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B15">Birgel et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B175">Wang et&#xa0;al., 2019</xref>). Additionally, MDAC exhibit enrichment in redox-sensitive elements such as Mo, U, Ni, V, Cd, and Co (<xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B175">Wang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B152">Smrzka et&#xa0;al., 2020</xref>), further demonstrating precipitation under anoxic conditions (<xref ref-type="bibr" rid="B118">Morford and Emerson, 1999</xref>; <xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>). Therefore, the unique combination of isotopic, elemental, and mineralogical signatures makes MDAC a high-fidelity recorder, capable of documenting the intensity, duration, and fluid sources of past methane seepage.</p>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>Authigenic pyrite: redox and sulfur cycling proxies</title>
<p>Authigenic pyrite is formed when hydrogen sulfide (H<sub>2</sub>S or HS<sup>&#x2212;</sup>) produced by SD-AOM reacts with Fe<sup>2+</sup> (<xref ref-type="bibr" rid="B13">Berner, 1984</xref>; <xref ref-type="bibr" rid="B140">Ritger et&#xa0;al., 1987</xref>; <xref ref-type="bibr" rid="B129">Peckmann et&#xa0;al., 2001</xref>). The sulfur isotope (&#x3b4;<sup>34</sup>S) composition of pyrite is a key indicator. High &#x3b4;<sup>34</sup>S values (up to +21&#x2030;) (<xref ref-type="bibr" rid="B132">Peketi et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B104">Li et&#xa0;al., 2016</xref>) suggest that the sulfate consumption rate exceeded the sulfate diffusion rate in a relatively closed system, leading to the enrichment of <sup>34</sup>S in the residual pore water pool, which is indicative of elevated methane flux (<xref ref-type="bibr" rid="B93">J&#xf8;rgensen, 1979</xref>; <xref ref-type="bibr" rid="B132">Peketi et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B22">Borowski et&#xa0;al., 2013</xref>). Conversely, extremely negative &#x3b4;<sup>34</sup>S values (down to &#x2212;51.0&#x2030;) (<xref ref-type="bibr" rid="B132">Peketi et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B156">Sun et&#xa0;al., 2019</xref>) can occur in environments with weak methane leakage, resulting in large sulfur isotope fractionation similar to that observed in OSR (<xref ref-type="bibr" rid="B104">Li et&#xa0;al., 2016</xref>). An abnormal enrichment of authigenic pyrite and high pyrite content (e.g., 1.77 to 10.45 wt%) (<xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>) coupled with <sup>34</sup>S enrichment is considered an effective indicator of methane seepage events (<xref ref-type="bibr" rid="B129">Peckmann et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B94">J&#xf8;rgensen et&#xa0;al., 2004</xref>).</p>
<p>Pyrite also acts as a primary carrier for trace elements and other isotopes. Mo and As are often enriched and incorporated into the sediment concurrently with pyrite precipitation (<xref ref-type="bibr" rid="B175">Wang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B152">Smrzka et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B107">Lin et&#xa0;al., 2021</xref>). This symbiotic enrichment is frequently linked to the &#x201c;Fe&#x2013;Mn shuttle process&#x201d;, which releases Fe, Mo, and As from Fe&#x2013;Mn oxyhydroxides undergoing reductive dissolution in the deep euxinic environment (<xref ref-type="bibr" rid="B167">Tribovillard et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B87">Hu et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B107">Lin et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>). This process can also influence isotopic signatures: authigenic pyrite may record a relatively light Fe isotopic composition (&#x3b4;<sup>56</sup>Fe depletion) due to the reactivation of Fe (<xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>), and sediments may display a light &#x3b4;<sup>98</sup>Mo signature due to the release of light &#x3b4;<sup>98</sup>Mo from the reductive dissolution of Fe&#x2013;Mn oxyhydroxides (<xref ref-type="bibr" rid="B1000">Goldberg et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>).</p>
</sec>
<sec id="s5_3">
<label>5.3</label>
<title>Bulk sediments: integrated environmental signals</title>
<p>The geochemical signature of bulk sediment integrates the influence of SD-AOM on the sediment column and surrounding pore water (<xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>). Methane seepage creates a strongly sulfidic environment, leading to the strong enrichment of Molybdenum (Mo) (Mo<sub>EF</sub> &gt; 10) (<xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>; <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>). A high Mo/W molar ratio (&gt; 10) serves as a proxy for sulfidic environments characteristic of methane seepage, as Mo is sequestered as thiomolybdates (MoS<sub>4</sub><sup>2&#x2212;</sup>) (<xref ref-type="bibr" rid="B54">Erickson and Helz, 2000</xref>) while Tungsten (W) forms thiotungstates (WO<sub>n</sub>S<sub>4-n</sub><sup>2&#x2212;</sup>) which are less readily buried, leading to W depletion (W<sub>EF</sub>&lt; 2) (<xref ref-type="bibr" rid="B114">Miao et&#xa0;al., 2024a</xref>). Additionally, Uranium (U) shows moderate to strong co-enrichment with Mo (<xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>; <xref ref-type="bibr" rid="B86">Hu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>), suggesting that high methane fluxes compressed the suboxic (U enrichment zone) and sulfidic (Mo enrichment zone) zones into a narrow region (<xref ref-type="bibr" rid="B118">Morford and Emerson, 1999</xref>; <xref ref-type="bibr" rid="B4">Algeo and Tribovillard, 2009</xref>; <xref ref-type="bibr" rid="B34">Chen et&#xa0;al., 2016</xref>). Conversely, Manganese (Mn) is typically depleted due to the reductive dissolution of Fe&#x2013;Mn oxyhydroxides and subsequent upward diffusion (<xref ref-type="bibr" rid="B28">Calvert and Pedersen, 1993</xref>; <xref ref-type="bibr" rid="B1000">Goldberg et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B126">P&#xe4;like et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>).</p>
<p>Regarding bulk content, methane seepage environments feature elevated total sulfur (TS) content and a high TS/TOC ratio (<xref ref-type="bibr" rid="B103">Li et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B114">Miao et&#xa0;al., 2024a</xref>), deviating from normal marine ratios (<xref ref-type="bibr" rid="B13">Berner, 1984</xref>) due to the additional H<sub>2</sub>S production from SD-AOM (<xref ref-type="bibr" rid="B132">Peketi et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B115">Miao et&#xa0;al., 2024b</xref>). Furthermore, elevated total inorganic carbon (TIC) content and negative &#x3b4;<sup>13</sup>C<sub>TIC</sub> values (<xref ref-type="bibr" rid="B108">Liu et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B114">Miao et&#xa0;al., 2024a</xref>; <xref ref-type="bibr" rid="B43">Dai et&#xa0;al., 2025</xref>) indicate the presence of authigenic carbonates derived from AOM within the bulk sediment matrix (<xref ref-type="bibr" rid="B105">Li et&#xa0;al., 2024</xref>).</p>
</sec>
</sec>
<sec id="s6">
<label>6</label>
<title>Summary</title>
<p>Gas hydrate-bearing and cold seep sediments exhibit distinctive geochemical characteristics, primarily driven by sulfate-methane interactions. These characteristics provide insights into both redox states and the temporal evolution of seepage activity.</p>
<list list-type="bullet">
<list-item>
<p>Globally, seepage-related carbonates and sediments are enriched in trace and rare earth elements (REE), acting as elemental reservoirs. Hypoxia is a common feature, as reflected by the enrichment of redox-sensitive elements (e.g., Mo, U, V, Ni, Cu) and shale-normalized REE patterns resembling anoxic pore waters. Nonetheless, localized oxidation events also occur, reflecting the episodic and dynamic nature of methane fluxes. Thus, while Mo and U are generally more prominent and reliable indicators, the degree of enrichment of all trace elements depends on local circumstances. In some cases, proxies such as negative Ce anomalies or lower U/Th, V/Cr, Ni/Co, and V/(V+Ni) ratios may signal temporary oxygenation.</p></list-item>
<list-item>
<p>Reconstructing the history of seepage requires tracing SMTZ migration. Indicators include the barite front, Mo enrichment, and authigenic carbonate precipitation. Geochemical parameters (e.g., Sr/Ca and Mg/Ca ratios) can further provide additional constraints on seepage intensity. However, dynamic methane seepage often modifies earlier records, for example, through the dissolution of ancient barite fronts below a migrating SMTZ. Therefore, seepage reconstructions typically require integration with pore water ion data and other supporting evidence.</p></list-item>
<list-item>
<p>However, generalized interpretations of individual geochemical proxies are often insufficient. This review underscores the necessity of distinguishing among sedimentary carriers&#x2014;bulk sediments, authigenic carbonates, and pyrite&#x2014;to achieve reconstructions of methane seepage history. Geochemical signals are differentially partitioned among these phases: authigenic carbonates preserve high-fidelity records of fluid sources and methane flux intensity, whereas authigenic pyrite functions as a major sink for sulfur and chalcophile elements (e.g., Mo, As), recording sulfidization processes and benthic Fe&#x2013;Mn redox shuttling. Decoupling these carrier-specific signals from the integrated bulk sediment record is essential to avoid misinterpretations caused by signal dilution or overprinting by background sedimentary inputs.</p></list-item>
</list>
<p>The effectiveness of inorganic geochemical proxies for characterizing methane-rich environments is well-established, but single-proxy approaches are insufficient. Instead, phase-specific multi-proxy frameworks are essential to capture the complex interplay among sediment sources, pore water chemistry, microbial processes, and methane fluxes. Finally, while this review has focused on elemental geochemistry, integrating isotopic approaches with conventional geochemical tools could provide complementary constraints on redox dynamics and methane cycling in future research.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>YL: Investigation, Writing &#x2013; review &amp; editing, Writing &#x2013; original draft, Methodology, Visualization. HY: Writing &#x2013; review &amp; editing, Methodology. YX: Writing &#x2013; review &amp; editing. YT: Writing &#x2013; review &amp; editing. CX: Writing &#x2013; review &amp; editing. HL: Conceptualization, Supervision, Writing &#x2013; review &amp; editing.</p></sec>
<sec id="s9" 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="s10" 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="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
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</ref-list><glossary>
<title>Glossary</title><def-list><def-item><term>ANME</term><def>
<p>Anaerobic Methanotrophic Archaea</p></def></def-item><def-item><term>AOM</term><def>
<p>Anaerobic Oxidation of Methane</p></def></def-item><def-item><term>DIC</term><def>
<p>Dissolved Inorganic Carbon</p></def></def-item><def-item><term>EF</term><def>
<p>Enrichment Factor</p></def></def-item><def-item><term>Fe-AOM</term><def>
<p>Iron-Dependent Anaerobic Oxidation of Methane</p></def></def-item><def-item><term>HREE</term><def>
<p>Heavy Rare Earth Elements</p></def></def-item><def-item><term>LREE</term><def>
<p>Light Rare Earth Elements</p></def></def-item><def-item><term>MDAC</term><def>
<p>Methane-Derived Authigenic Carbonate</p></def></def-item><def-item><term>Mn-AOM</term><def>
<p>Manganese-Dependent Anaerobic Oxidation of Methane</p></def></def-item><def-item><term>MnR-AOM</term><def>
<p>Manganese Reduction-Coupled Anaerobic Oxidation of Methane</p></def></def-item><def-item><term>MnR-S-AOM</term><def>
<p>Manganese Reduction-Coupled Sulfur-Dependent Anaerobic Oxidation of Methane</p></def></def-item><def-item><term>MO</term><def>
<p>Methane Oxidation</p></def></def-item><def-item><term>MOB</term><def>
<p>Aerobic Methane-Oxidizing Bacteria</p></def></def-item><def-item><term>MOG</term><def>
<p>Methanogenesis</p></def></def-item><def-item><term>MREE</term><def>
<p>Middle Rare Earth Elements</p></def></def-item><def-item><term>MSR</term><def>
<p>Microbial Sulfate Reduction</p></def></def-item><def-item><term>OSR</term><def>
<p>Organoclastic Sulfate Reduction</p></def></def-item><def-item><term>PAAS</term><def>
<p>Post Archean Australian Shale</p></def></def-item><def-item><term>REE</term><def>
<p>Rare Earth Elements</p></def></def-item><def-item><term>SD-AOM</term><def>
<p>Sulfate-Driven Anaerobic Oxidation of Methane</p></def></def-item><def-item><term>SMI</term><def>
<p>Sulfate-Methane Transition Interface</p></def></def-item><def-item><term>SMTZ</term><def>
<p>Sulfate-Methane Transition Zone</p></def></def-item><def-item><term>SR</term><def>
<p>Sulfate Reduction</p></def></def-item><def-item><term>SRB</term><def>
<p>Sulfate-Reducing Bacteria</p></def></def-item><def-item><term>SWI</term><def>
<p>Sea-Water Interface</p></def></def-item><def-item><term>TGHSZ</term><def>
<p>The Top of Gas Hydrate Stability Zone</p></def></def-item><def-item><term>TIC</term><def>
<p>Total Inorganic Carbon</p></def></def-item><def-item><term>TOC</term><def>
<p>Total Organic Carbon</p></def></def-item><def-item><term>TS</term><def>
<p>Total Sulfur</p></def></def-item></def-list></glossary>
<fn-group>
<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/357803">Khan M. G. Mostofa</ext-link>, Tianjin University, China</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/1225839">Xiting Liu</ext-link>, Ocean University of China, China</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2358879">Debbrota Mallick</ext-link>, University of Georgia, United States</p></fn>
</fn-group>
</back>
</article>