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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2025.1538835</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Impact of hydrothermal activity on marine barium isotope composition: a case study from the Southwestern Indian Ocean</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Chunxiao</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>Li</surname>
<given-names>Li</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Jiejun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Xie</surname>
<given-names>Ruifang C.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Xiaojing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shi</surname>
<given-names>Xuefa</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Key Laboratory of Marine Geology and Metallogeny, First Institute of Oceanography, Ministry of Natural Resources</institution>, <addr-line>Qingdao</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Laboratory for Marine Geology, Qingdao Marine Science and Technology Center</institution>, <addr-line>Qingdao</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Shandong Key Laboratory of Deep Sea Mineral Resources Development</institution>, <addr-line>Qingdao</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Key Laboratory of Polar Ecosystem and Climate Change, Ministry of Education, School of Oceanography, Shanghai Jiao Tong University</institution>, <addr-line>Shanghai</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Shanghai Key Laboratory of Polar Life and Environment Sciences, School of Oceanography, Shanghai Jiao Tong University</institution>, <addr-line>Shanghai</addr-line>,&#xa0;<country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Jessica Nicole Fitzsimmons, Texas A and M University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Emilie Le Roy, Woods Hole Oceanographic Institution, United States</p>
<p>Wei Wei, University of Science and Technology of China, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Li Li, <email xlink:href="mailto:li.li@fio.org.cn">li.li@fio.org.cn</email>; Xuefa Shi, <email xlink:href="mailto:xfshi@fio.org.cn">xfshi@fio.org.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="ecorrected">
<day>19</day>
<month>06</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1538835</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>12</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>05</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Zhao, Li, Li, Xie, Wang and Shi</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Zhao, Li, Li, Xie, Wang and Shi</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The cycling of barium (Ba) is closely linked to marine biogeochemical processes. Barium and its isotopes are commonly used as tracers for marine productivity, seawater alkalinity, and ocean circulation. Mid-ocean ridge hydrothermal systems significantly impact marine chemistry, acting as key sources of trace elements in deep seawater. However, the overall contribution of hydrothermal Ba to the global Ba cycle remains poorly quantified, and studies on hydrothermal Ba isotopes are limited, hindering a comprehensive understanding of the marine Ba cycle. This study investigated the concentration of dissolved Ba and other elements, along with Ba isotope composition (&#x3b4;<sup>138</sup>Ba), in the hydrothermal influenced water and sediment samples collected near the Longqi and Tiancheng vents in the southwestern Indian Ocean. This constitutes the first such investigation in this region. The vertical profiles of dissolved Ba and its isotope compositions mirrored each other in the southwestern Indian Ocean, consistent with prior observations in other ocean basins. For near-field water samples, Ba isotope compositions (-0.10&#x2030; to 0.05&#x2030;) are significantly lower than background seawater (~0.29&#x2030;). In addition, Hydrothermal sediments exhibited Ba isotopic values (-0.16&#x2030; to 0.01&#x2030;) markedly lower than background sediments (0.01&#x2030; to 0.14&#x2030;). The depleted &#x3b4;138Ba values of near-field water samples indicate preferential removal of lighter Ba isotopes during the mixing of hydrothermal fluids with seawater. Consequently, precipitated particles acquire lighter Ba isotope signatures, explaining the low values in hydrothermal sediments. This demonstrates that sediments effectively capture and preserve hydrothermal Ba signals. Collectively, these findings provide new insights into hydrothermal influences on the marine Ba cycle.</p>
</abstract>
<kwd-group>
<kwd>Barium (Ba)</kwd>
<kwd>isotope composition</kwd>
<kwd>hydrothermal activity</kwd>
<kwd>Indian Ocean</kwd>
<kwd>seawater</kwd>
<kwd>sediment</kwd>
</kwd-group>
<contract-num rid="cn001">42076046, 42376035</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<counts>
<fig-count count="8"/>
<table-count count="5"/>
<equation-count count="1"/>
<ref-count count="78"/>
<page-count count="17"/>
<word-count count="7783"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Biogeochemistry</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The marine barium (Ba) cycle is closely linked to marine biogeochemistry (<xref ref-type="bibr" rid="B35">Horner and Crockford, 2021</xref>). The primary sources of Ba in the ocean are rivers, groundwater, and hydrothermal vents (<xref ref-type="bibr" rid="B42">Kumagai et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B14">Cao et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B15">Carter et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B37">Hsieh et&#xa0;al., 2021</xref>). Once introduced into seawater, the dissolved Ba is removed from seawater and accumulated in marine sediments primarily in the form of the barite and in association with iron and manganese oxides (<xref ref-type="bibr" rid="B22">Dymond et&#xa0;al., 1992</xref>; <xref ref-type="bibr" rid="B60">Paytan and Kastner, 1996</xref>; <xref ref-type="bibr" rid="B15">Carter et&#xa0;al., 2020</xref>). The concentration of dissolved Ba in seawater is found to be associated with the concentration of the major nutrient silicon (<xref ref-type="bibr" rid="B44">Lea and Boyle, 1989</xref>; <xref ref-type="bibr" rid="B39">Jacquet et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B65">Roeske et&#xa0;al., 2012</xref>). Its sinking flux is closely linked with organic carbon flux, and it is commonly used as a tracer for marine productivity (<xref ref-type="bibr" rid="B23">Eagle et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B53">McManus et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B52">McCulloch et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B59">Paytan and Griffith, 2007</xref>). In addition, Ba displays a positive correlation with ocean alkalinity and dissolved inorganic carbon. The Ba/Ca ratio in foraminifera, for instance, can serve as a proxy for past seawater alkalinity (<xref ref-type="bibr" rid="B43">Lea, 1993</xref>; <xref ref-type="bibr" rid="B53">McManus et&#xa0;al., 1999</xref>).</p>
<p>Recently, Ba isotopes (&#x3b4;<sup>138</sup>Ba) have been recognized as a valuable tool for exploring the oceanic Ba cycle, providing important insights into its processes and behavior, such as, to trace the movement and mixing of deep-water masses, to serve as a proxy for marine biological productivity and to indicate riverine inputs (<xref ref-type="bibr" rid="B36">Horner et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B4">Bates et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B38">Hsieh and Henderson, 2017</xref>; <xref ref-type="bibr" rid="B7">Bridgestock et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B8">2021</xref>; <xref ref-type="bibr" rid="B18">Crockford et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B13">Cao et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B54">Middleton et&#xa0;al., 2023</xref>). The Ba isotope composition in seawater ranges from 0.24&#x2030; &#x2013; 0.65&#x2030;, and the primary factor influencing the observed variations in seawater &#x3b4;<sup>138</sup>Ba is the formation and dissolution of barite (<xref ref-type="bibr" rid="B36">Horner et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B4">Bates et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B38">Hsieh and Henderson, 2017</xref>; <xref ref-type="bibr" rid="B13">Cao et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B73">Whitmore et&#xa0;al., 2022</xref>). Modern oceans show a significant &#x3b4;<sup>138</sup>Ba gradient from surface to depth, characterized by higher &#x3b4;<sup>138</sup>Ba values in surface water masses and lighter &#x3b4;<sup>138</sup> Ba values in deep water masses (<xref ref-type="bibr" rid="B38">Hsieh and Henderson, 2017</xref>; <xref ref-type="bibr" rid="B7">Bridgestock et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B15">Carter et&#xa0;al., 2020</xref>). This type of vertical distribution is a result of the precipitation process as barite from seawater, which is marked by significant isotopic fractionation, with lighter Ba isotopes preferentially incorporated into biogenic barite crystals (<xref ref-type="bibr" rid="B36">Horner et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B4">Bates et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B38">Hsieh and Henderson, 2017</xref>; <xref ref-type="bibr" rid="B7">Bridgestock et&#xa0;al., 2018</xref>). Similarly, adsorption onto biological particles preferentially removes lighter Ba isotopes from ambient seawater (<xref ref-type="bibr" rid="B12">Cao et&#xa0;al., 2020</xref>). Both adsorption and barite precipitation increase the &#x3b4;<sup>138</sup>Ba values of seawater in the upper ocean (~ 600 m), whereas the dissolution processes re-introduce lighter Ba isotopes into deeper waters.</p>
<p>The degree to which Ba isotopes behave conservatively in the deep ocean remains uncertain. Moreover, available published data suggest an imbalance between the sources and sinks of Ba isotopes in the modern ocean. Specifically, Ba isotope compositions from terrestrial sources range from 0.1&#x2030; to 0.2&#x2030;, while sediment values, representing sinks, range from 0&#x2030; to 0.1&#x2030; (<xref ref-type="bibr" rid="B35">Horner and Crockford, 2021</xref>). Therefore, it is proposed that lighter Ba isotope sources or heavier isotope sinks may be missing and not fully accounted for (<xref ref-type="bibr" rid="B35">Horner and Crockford, 2021</xref>; <xref ref-type="bibr" rid="B77">Zhang et&#xa0;al., 2024</xref>). <xref ref-type="bibr" rid="B4">Bates et&#xa0;al. (2017)</xref> suggested that Ba isotopes exhibit conservative behavior during the mixing of North Atlantic Deep Water (NADW) and Antarctic Bottom Water (AABW) in the Atlantic. However, <xref ref-type="bibr" rid="B38">Hsieh and Henderson (2017)</xref> observed that in deep water between 2000 and 3000 meters, Ba isotope compositions exceeded conservative mixing predictions, reflecting additional inputs or sinks of Ba during transport, a phenomenon later explained by <xref ref-type="bibr" rid="B37">Hsieh et&#xa0;al. (2021)</xref> as resulting from hydrothermal vents imparting distinct Ba isotopic signatures to deep water masses.</p>
<p>Hydrothermal systems at mid-ocean ridges play a critical role in trace element recycling processes in marine system (<xref ref-type="bibr" rid="B24">Elderfield and Schultz, 1996</xref>; <xref ref-type="bibr" rid="B17">Coogan et&#xa0;al., 2019</xref>). Barium in source rocks is released into hydrothermal fluids through water-rock interactions under high temperatures and pressures (<xref ref-type="bibr" rid="B72">Von Damm, 1985</xref>), resulting in fluids highly enriched in dissolved Ba. Barium concentrations in hydrothermal fluids (1-119 &#x3bc;M) can be up to three orders of magnitude higher than those in seawater (30-150 nM) (<xref ref-type="bibr" rid="B9">Butterfield and Massoth, 1994</xref>; <xref ref-type="bibr" rid="B42">Kumagai et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B69">Seyfried et&#xa0;al., 2011</xref>). However, when these fluids mix with seawater, Ba precipitates as barite and is largely removed (<xref ref-type="bibr" rid="B40">Jamieson et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B32">Gartman et&#xa0;al., 2019</xref>). Ba also co-precipitates with metals like Fe and Cu, resulting in minimal or no net Ba flux into seawater (<xref ref-type="bibr" rid="B15">Carter et&#xa0;al., 2020</xref>). Additionally, the ultramafic lithology contrasts with the mafic-dominated settings in mid-ocean ridge vents, which may lead to unique fluid-rock interactions that modulate Ba release and isotopic fractionation (<xref ref-type="bibr" rid="B37">Hsieh et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B77">Zhang et&#xa0;al., 2024</xref>). To date, the research on Ba isotopes in hydrothermal systems primarily focuses on hydrothermal fluids and non-buoyant plumes, with very limited empirical data available.</p>
<p>To advance the understanding of the marine Ba cycle, this study investigates the geochemical characteristics and Ba isotope compositions of hydrothermal fluids, ambient seawater, and sediments from the Longqi and Tiancheng hydrothermal fields along the Southwest Indian Ridge. This research fills a gap in the study of Ba isotopes in Indian Ocean seawater and reveals the Ba isotope composition of hydrothermal end-member inputs. It is also the first investigation of Ba isotopes in hydrothermal sediments, exploring how these sediments record hydrothermal Ba inputs. The study systematically examines the mechanisms driving Ba cycling within the Southwest Indian Ridge hydrothermal system.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study region</title>
<p>The study area is located along the Southwest Indian Ridge (SWIR), an ultra-slow spreading mid-ocean ridge (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) (<xref ref-type="bibr" rid="B19">Demets et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B10">Cannat et&#xa0;al., 2008</xref>). The SWIR is characterized by distinctive tectonic features, including a series of large north-south trending transform faults that formed due to lateral spreading during ridge evolution. This study focuses on the Longqi and Tiancheng hydrothermal fields. The Longqi Hydrothermal Field, located at 37&#xb0;47&#x2032;S, 49&#xb0;39&#x2032;E, at a depth of 2775 m, is the first active high-temperature hydrothermal field (&gt; 300&#xb0;C) discovered on the SWIR, situated on a mafic rock substrate (<xref ref-type="bibr" rid="B70">Tao et&#xa0;al., 2012</xref>). The Tiancheng Hydrothermal Field, situated at 27&#xb0;51&#x2032;S, 63&#xb0;55&#x2032;E, at a depth of 2750 meters, is the first confirmed area of low-temperature hydrothermal activity on the SWIR, with fluid temperatures around 13.2&#xb0;C (<xref ref-type="bibr" rid="B71">Tao et&#xa0;al., 2014</xref>). This region experiences limited magmatic supply and intense tectonic activity, with fractured basalt as the dominant substrate (<xref ref-type="bibr" rid="B16">Chen et&#xa0;al., 2018</xref>). As shown in <xref ref-type="fig" rid="f1">
<bold>Figue 1</bold>
</xref>, the sub-surface, intermediate, and deep layers of seawater in the study area are respectively influenced by water masses Subantarctic Mode Water (SAMW), Antarctic Intermediate Water (AAIW), Circumpolar Deep Water (CDW), and Antarctic Bottom Water (AABW) (<xref ref-type="bibr" rid="B64">Rippert et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B76">Zhang et&#xa0;al., 2022</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Hydrological map of india ocean the map shows the hydrothermal vent locations (orange triangles),along with the labeled main water masses SAMW (Subbantarctic Mode water) CDW (Circumpolar Deep Water AAIW) Antarctic Intermediate Water) and AABW (Antarctic Bottom Water).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1538835-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sample collection</title>
<p>Water samples were collected during the DY-52 and DY-78 expeditions aboard the <italic>R/V Da Yang 1</italic> in April 2019 and <italic>R/V Da Yang</italic> in 2023, respectively. Three full-depth seawater stations (S1, S2, S3) were collected (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Among them, S1 and S3 located directly above the Longqi and Tiancheng hydrothermal vents, respectively, and S2 represents background seawater between the two vent sites. The samples were obtained using Niskin bottles mounted on a stainless-steel rosette equipped with a CTD system (Sea-Bird<sup>&#xae;</sup> 911plus). Immediately after collection, the seawater was filtered through AcroPak capsule filters (0.2 &#x3bc;m, Pall Corporation<sup>&#xae;</sup>) and transferred to acid-clean low-density polyethylene (LDPE) bottles. The samples were then acidified to pH ~ 2 using high-purity nitric acid (Fisher Scientific<sup>&#xae;</sup>, Optima grade) and stored at room temperature in sealed containers. All sampling equipment, including tubes, filters, and bottles, were pre-cleaned following the protocols of <xref ref-type="bibr" rid="B46">Li et&#xa0;al. (2015)</xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Sampling locations for seawater depth profiles hydrothermal samples and sediments Panel <bold>(a)</bold> presents the station locations for seawater depth profiles and sediments sampling panels <bold>(b)</bold> and <bold>(c)</bold> indicate the hydrothermal fluid and plume sampling sites at Tiancheng (TC) and longqi(LQ) .</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1538835-g002.tif"/>
</fig>
<p>Near-vent seawater samples (LQ-1, LQ-2, LQ-3, TC-1, TC-2, TC-3, TC-4) were collected using a custom-designed sampler mounted on the Remotely Operated Vehicle (ROV) Sea Dragon III during DY-52. The sampler was composed of a hydraulic piston, an acid-clean polycarbonate bottle, and a Teflon inlet attached to the silicone sampling tube. During DY-78, hydrothermal fluids (LQ-LT) were sampled with a titanium alloy &#x201c;Pressure-Resistant Fluid Sampler&#x201d; and the titanium inlet collected the fluid within the vent. Immediately after recovery of the ROV sampler, samples were filtered through polyethersulfone (PES) membranes (0.45 &#x3bc;m, 47 mm, Pall) and filtrate transferred to acid-cleaned LDPE bottles. They were then acidified to pH ~2 with high-purity nitric acid (Fisher Scientific<sup>&#xae;</sup>, Optima grade) and stored at room temperature. Filter membranes were preserved and stored in sealed bags for subsequent analysis.Surface sediment samples (P1&#x2013;P15) were obtained from the China Ocean Sample Repository, collected during various expeditions (DY-19, 20, 21, 26, 30, 34, 35, 40, 49) using a TV grab sampler. These samples were stored in clean, sealed bags and frozen at -20&#xb0;C for preservation.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Sample analysis</title>
<sec id="s2_3_1">
<label>2.3.1</label>
<title>Analysis of seawater and hydrothermal fluid dissolved samples</title>
<p>Seawater and hydrothermal fluid samples were diluted 20-fold with 2% HNO<sub>3</sub> (Optima grade) and spiked with indium (In) as an internal standard with a final concentration of 10 ppb. Concentrations of dissolved Fe, Mnand Bawere determined using an inductively coupled plasma mass spectrometer (ICP-MS, iCAP&#x2013;RQ, Thermo Fisher Scientific) in collision cell-mode at the First Institute of Oceanography of China. The precision and accuracy of Ba, Fe, Mn measurements were verified using certified reference seawater CASS-5 (National Research Council<sup>&#xae;</sup>, Canada), and the analytical results are shown in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. Since no Ba data are reported in certified values of the reference seawater, the analytical results reported here are compared with data published previously by (<xref ref-type="bibr" rid="B55">Mori et&#xa0;al., 2019</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Analytical results of certified reference seawater samples (CASS-5) compared to the certified values.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Parameter</th>
<th valign="top" align="left">Ba (nM)</th>
<th valign="top" align="left">Fe (ppb)</th>
<th valign="top" align="left">Mn (ppb)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Measured value<xref ref-type="table-fn" rid="fnT1_1">
<sup>a</sup>
</xref>
</td>
<td valign="middle" align="left">51.84 &#xb1; 0.69(<italic>n=4</italic>)</td>
<td valign="top" align="left">1.41&#xb1;0.01<break/>(<italic>n=3</italic>)</td>
<td valign="top" align="left">2.39&#xb1;0.02<break/>(<italic>n=3</italic>)</td>
</tr>
<tr>
<td valign="middle" align="left">Certified value</td>
<td valign="middle" align="left">53.75<xref ref-type="table-fn" rid="fnT1_2">
<sup>b</sup>
</xref>
</td>
<td valign="middle" align="left">1.44&#xb1;0.11</td>
<td valign="middle" align="left">0.2</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT1_1">
<label>a</label>
<p>The data is mean &#xb1; standard deviation;</p>
</fn>
<fn id="fnT1_2">
<label>b</label>
<p>Reference values are sourced from <xref ref-type="bibr" rid="B55">Mori et&#xa0;al. (2019)</xref>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Approximately 60 ng of Ba was extracted from each stock solution and spiked with a suitable amount of the <sup>130</sup>Ba-<sup>135</sup>Ba double spike. Following the methods outlined by <xref ref-type="bibr" rid="B49">Lin et&#xa0;al. (2020)</xref>, the spike-sample mixtures were dried, redissolved in 2.5 mol/L HCl, and purified via column separation using AG 50 W-X8 cation-exchange resin. Procedural blanks were measured for each batch, with Ba concentrations &lt; 0.6 ng, which was &lt;0.1% of the total Ba in the samples. The purified samples were then dried and redissolved in 3% HNO<sub>3</sub> (with Ba concentrations ~ 60 ppb), and Ba isotope ratios were analyzed using a Thermo Neptune XT MC-ICP-MS at the Key Laboratory of Surficial Geochemistry, Nanjing University.</p>
<p>Ba isotope compositions in this study are expressed as &#x2030; deviations (&#x3b4;<sup>138</sup>Ba) relative to the international Ba standard NIST SRM 3104a (<xref ref-type="disp-formula" rid="eq1">
<bold>Equation 1</bold>
</xref>):</p>
<disp-formula id="eq1">
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:msup>
<mml:mtext>&#x3b4;</mml:mtext>
<mml:mrow>
<mml:mn>138</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mtext>Ba</mml:mtext>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mo>&#x2030;</mml:mo>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msup>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mn>138</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mtext>Ba</mml:mtext>
<mml:msup>
<mml:mo stretchy="false">/</mml:mo>
<mml:mrow>
<mml:mn>134</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msub>
<mml:mrow>
<mml:mtext>Ba</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>sample</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:msup>
<mml:mo stretchy="false">/</mml:mo>
<mml:mrow>
<mml:mn>138</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mtext>Ba</mml:mtext>
<mml:msup>
<mml:mo stretchy="false">/</mml:mo>
<mml:mrow>
<mml:mn>134</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msub>
<mml:mrow>
<mml:mtext>Ba</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>NIST&#xa0;</mml:mtext>
<mml:mn>3104</mml:mn>
<mml:mtext>a</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mn>1</mml:mn>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mn>1000</mml:mn>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The standard solution NIST SRM3104a and a seawater standard IAPSO were analyzed after every five samples. The Ba isotope compositions (&#x3b4;<sup>138</sup>Ba) of the NIST 3104a standard and IAPSO standard seawater were 0.00 &#xb1; 0.05&#x2030; (2SD, n=11) and -0.04 &#xb1; 0.05&#x2030;, respectively. The &#x3b4;<sup>138</sup>Ba value for IAPSO in this study is consistent with the 0.05 &#xb1; 0.04&#x2030; reported in a previous study (<xref ref-type="bibr" rid="B61">Pretet, 2013</xref>). We determined the error of the Ba isotope compositions (&#x3b4;<sup>138</sup>Ba) for all samples to be 0.05&#x2030;, based on the measurements of the standard SRM3104a for &#x3b4;<sup>138</sup>Ba (n=11).</p>
</sec>
<sec id="s2_3_2">
<label>2.3.2</label>
<title>Analysis of sediments</title>
<p>The sediment samples were freeze-dried for 48 hours and then ground into a fine powder (200-mesh). For bulk concentration analysis, approximately 50 mg of sediments (weighed to a precision of 0.1 mg) were digested in a concentrated acid mixture (HNO<sub>3</sub>/HF, 1:1). The major elements were analyzed using inductively coupled plasma optical emission spectrometry (ICP-OES, iCAP 6300, Thermo Fisher Scientific<sup>&#xae;</sup>) with RSD &lt; 5%, and trace elements and rare earth elements (REEs) were analyzed using ICP-MS. Sediment reference standards GBW07309 (China Reference Material) were analyzed to evaluate the reproducibility of this method (n=3). The measured values agreed well with certified values for all targeted elements (96 &#xb1; 0.6% &#x2013; 105 &#xb1; 1%) and detailed information can be found in the supplementary material (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<p>Approximately 100 ng of Ba was extracted from each stock digest solution for Ba isotope analysis, following the same procedure as for seawater and hydrothermal samples (Section 2.3.1). The standard solution NIST SRM3104a and a coral standard SH-1 were analyzed after every five samples. The Ba isotope compositions (&#x3b4;<sup>138</sup>Ba) of the coral standard SH-1 was 0.29 &#xb1; 0.04&#x2030; (2SD, <italic>n=8</italic>), which was consistent with the published value of 0.31 &#xb1; 0.04&#x2030; (<xref ref-type="bibr" rid="B50">Lin et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s2_3_3">
<label>2.3.3</label>
<title>Analysis of filter membrane</title>
<p>The hydrothermal filter membrane was analyzed using scanning electron microscopy with energy-dispersive X-ray spectroscopy (SEM-EDX; FEI Quanta 200, Netherlands). A piece of the filter membrane (~ 0.5 cm &#xd7; 0.5 cm) was attached to conductive adhesive using tweezers. The sample was then coated with gold for 25 seconds under vacuum conditions, after which it was placed under the scanning electron microscope for observation, with the aim of identifying as many different types of mineral particles as possible.</p>
</sec>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Result and discussion</title>
<sec id="s3_1">
<label>3.1</label>
<title>Dissolved Ba concentrations and its isotope compositions of seawater</title>
<sec id="s3_1_1">
<label>3.1.1</label>
<title>Characteristics of barium concentrations and isotopic distributions in this study</title>
<p>Vertical distribution of dissolved Ba concentrations ([Ba]<sub>diss</sub>) at stations S1, S2 and S3 are shown in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> and <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>. The dissolved Ba concentrations range from approximately 37 to 107 nM, with a typical increasing pattern from surface to bottom. The concentration varied slightly within the surface 1000 m (37 &#x2013; 50 nM), and increased sharply to over 80 nM at 2000 m. S3, the station located above the Tiancheng hydrothermal vent, had a higher [Ba]<sub>diss</sub> (~ 90 nM) compared to the ones further south (S1 and S2). Barium is considered a bio-intermediate element, with its dissolved concentrations ([Ba]<sub>diss</sub>) in the water column typically following a nutrient-like depth profile. In surface waters, [Ba]<sub>diss</sub> is reduced due to its removal via association with marine particles. However, [Ba]<sub>diss</sub> becomes enriched in deep water, primarily as a result of the decomposition and remineralization of settling particles (<xref ref-type="bibr" rid="B45">Lea and Boyle, 1991</xref>; <xref ref-type="bibr" rid="B38">Hsieh and Henderson, 2017</xref>; <xref ref-type="bibr" rid="B15">Carter et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B74">Yu et&#xa0;al., 2022</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Depth profiles of seawater showings <bold>(a)</bold> dissolved Ba concentrations and <bold>(b)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1538835-g003.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>The concentrations of Ba and Ba isotope compositions in seawater samples.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">Station</th>
<th valign="top" align="center">Depth(m)</th>
<th valign="top" align="center">Ba(nM)</th>
<th valign="top" align="center">&#x3b4;<sup>138</sup>Ba</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="9" align="center">S1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">38.49</td>
<td valign="top" align="center">0.68</td>
</tr>
<tr>
<td valign="top" align="center">150</td>
<td valign="top" align="center">38.78</td>
<td valign="top" align="center">0.65</td>
</tr>
<tr>
<td valign="top" align="center">200</td>
<td valign="top" align="center">40.37</td>
<td valign="top" align="center">0.69</td>
</tr>
<tr>
<td valign="top" align="center">500</td>
<td valign="top" align="center">42.26</td>
<td valign="top" align="center">0.63</td>
</tr>
<tr>
<td valign="top" align="center">1000</td>
<td valign="top" align="center">53.27</td>
<td valign="top" align="center">0.60</td>
</tr>
<tr>
<td valign="top" align="center">1750</td>
<td valign="top" align="center">76.52</td>
<td valign="top" align="center">0.42</td>
</tr>
<tr>
<td valign="top" align="center">2000</td>
<td valign="top" align="center">85.65</td>
<td valign="top" align="center">0.36</td>
</tr>
<tr>
<td valign="top" align="center">2477</td>
<td valign="top" align="center">88.89</td>
<td valign="top" align="center">0.18</td>
</tr>
<tr>
<td valign="top" align="center">2727</td>
<td valign="top" align="center">93.14</td>
<td valign="top" align="center">0.29</td>
</tr>
<tr>
<td valign="top" rowspan="11" align="center">S2</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">38.13</td>
<td valign="top" align="center">0.67</td>
</tr>
<tr>
<td valign="top" align="center">75</td>
<td valign="top" align="center">37.91</td>
<td valign="top" align="center">0.53</td>
</tr>
<tr>
<td valign="top" align="center">150</td>
<td valign="top" align="center">38.38</td>
<td valign="top" align="center">0.56</td>
</tr>
<tr>
<td valign="top" align="center">300</td>
<td valign="top" align="center">39.58</td>
<td valign="top" align="center">0.57</td>
</tr>
<tr>
<td valign="top" align="center">800</td>
<td valign="top" align="center">49.68</td>
<td valign="top" align="center">0.51</td>
</tr>
<tr>
<td valign="top" align="center">1200</td>
<td valign="top" align="center">64.87</td>
<td valign="top" align="center">0.38</td>
</tr>
<tr>
<td valign="top" align="center">1500</td>
<td valign="top" align="center">75.17</td>
<td valign="top" align="center">0.32</td>
</tr>
<tr>
<td valign="top" align="center">2000</td>
<td valign="top" align="center">81.18</td>
<td valign="top" align="center">0.30</td>
</tr>
<tr>
<td valign="top" align="center">2500</td>
<td valign="top" align="center">86.98</td>
<td valign="top" align="center">0.31</td>
</tr>
<tr>
<td valign="top" align="center">3000</td>
<td valign="top" align="center">90.42</td>
<td valign="top" align="center">0.23</td>
</tr>
<tr>
<td valign="top" align="center">3300</td>
<td valign="top" align="center">95.60</td>
<td valign="top" align="center">0.32</td>
</tr>
<tr>
<td valign="top" rowspan="11" align="center">S3</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">36.93</td>
<td valign="top" align="center">0.59</td>
</tr>
<tr>
<td valign="top" align="center">50</td>
<td valign="top" align="center">38.30</td>
<td valign="top" align="center">no data</td>
</tr>
<tr>
<td valign="top" align="center">150</td>
<td valign="top" align="center">38.96</td>
<td valign="top" align="center">0.62</td>
</tr>
<tr>
<td valign="top" align="center">300</td>
<td valign="top" align="center">40.31</td>
<td valign="top" align="center">0.61</td>
</tr>
<tr>
<td valign="top" align="center">500</td>
<td valign="top" align="center">43.52</td>
<td valign="top" align="center">0.54</td>
</tr>
<tr>
<td valign="top" align="center">700</td>
<td valign="top" align="center">46.76</td>
<td valign="top" align="center">0.50</td>
</tr>
<tr>
<td valign="top" align="center">1000</td>
<td valign="top" align="center">60.80</td>
<td valign="top" align="center">0.45</td>
</tr>
<tr>
<td valign="top" align="center">1500</td>
<td valign="top" align="center">84.70</td>
<td valign="top" align="center">0.32</td>
</tr>
<tr>
<td valign="top" align="center">2000</td>
<td valign="top" align="center">96.74</td>
<td valign="top" align="center">0.26</td>
</tr>
<tr>
<td valign="top" align="center">2500</td>
<td valign="top" align="center">105.10</td>
<td valign="top" align="center">0.27</td>
</tr>
<tr>
<td valign="top" align="center">2600</td>
<td valign="top" align="center">106.74</td>
<td valign="top" align="center">0.32</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In contrast, &#x3b4;<sup>138</sup>Ba values decrease from 0.65&#x2030; near the surface to about 0.20&#x2030; at greater depths (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). This inverse relationship between Ba concentration and isotope composition mirrors the vertical distributions that have also been observed in the Atlantic and Pacific Oceans (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>) (<xref ref-type="bibr" rid="B36">Horner et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B38">Hsieh and Henderson, 2017</xref>). The observed profiles are attributed to isotopic fractionation that occurs during pelagic barite precipitation while its dissolution process shows negligible isotopic fractionation. Different from [Ba]<sub>diss</sub> in which all three water profiles shown similar trends and values with depth, the vertical profiles of &#x3b4;<sup>138</sup>Ba for stations S2 and S3 are quite similar, and &#x3b4;<sup>138</sup>Ba for stations S1 and S2 are also exactly similar (S1: 0.68&#x2030;;S2: 0.67&#x2030;) while the ones for S1 are heavier by ~ 0.1&#x2015;0.2 &#x2030; within the top 2000 m. At 2500 m, the &#x3b4;<sup>138</sup>Ba at S1 (0.18 &#xb1; 0.05&#x2030;) is marginally lower than at S2 (0.31&#xb1; 0.05&#x2030;) and S3 (0.27 &#xb1; 0.05&#x2030;), though the difference is within analytical uncertainty (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The relationship between dissolved Ba concentrations and Ba isotope compositions (&#x3b4;<sup>138</sup>Ba) is displayed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>, revealing a statistically significant negative correlation (p &lt; 0.01). In addition, the temperature and salinity of the seawater samples are plotted in the T-S diagram (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). With the exception of a few surface seawater samples, all data points form distinct curves or clusters, and no extreme temperature or salinity characteristics are observed. These results indicate that the analyzed seawater samples do not exhibit significant influence from hydrothermal input.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Temperature-Salinity(T-S) diagram of seawater.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1538835-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Depth profiles of <bold>(a)</bold> dissolved Ba concentrations and <bold>(b)</bold> Ba isotope compositions Data for the North pacific south Pacific and souththern Ocean are from <xref ref-type="bibr" rid="B74">Yu et&#xa0;al (2022)</xref> while data for the North atlantic and South atlantic are from <xref ref-type="bibr" rid="B38">Hsieh and Henderson (2017)</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1538835-g005.tif"/>
</fig>
</sec>
<sec id="s3_1_2">
<label>3.1.2</label>
<title>Comparison with global barium cycling trends</title>
<p>The comparison of the vertical profile of station S2 with the ones in other ocean basins is shown in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>. Except for the vertical distribution in the Southern Ocean, [Ba]<sub>diss</sub> in S2 in this study always lie between those from the Pacific Ocean and Atlantic Ocean, both in surface waters and deep waters. In surface waters, the [Ba]<sub>diss</sub> are relatively higher (~ 45 nM) in the Atlantic Ocean and lower (~ 30 nM) in the Pacific Ocean, while the opposite is true in deep waters. The [Ba]<sub>diss</sub> in deep waters are relatively higher (~130 nM) in the Pacific Ocean and lower in the Atlantic Ocean (~ 70 nM), with the ones found in this study similar to the deep water in the Southern Ocean (~ 90 nM).</p>
<p>While the study by <xref ref-type="bibr" rid="B39">Jacquet et&#xa0;al. (2005)</xref> on barium in the Crozet&#x2013;Kerguelen Basin demonstrated that barite precipitation can induce surface water alterations in the Southern Ocean, recent investigations of dissolved Ba concentrations in water column profiles from the high-latitude Southern Ocean (Weddell Sea) have revealed that the Southern Ocean exhibits relatively high [Ba]<sub>diss</sub> in surface waters, with minimal variation between surface and deep waters (<xref ref-type="bibr" rid="B74">Yu et&#xa0;al., 2022</xref>). This limited variation is attributed, in part, to the region&#x2019;s classification as a high nutrient, low chlorophyll (HNLC) zone, where restricted barite formation leads to minor changes in surface water [Ba]<sub>diss</sub> (<xref ref-type="bibr" rid="B30">Fu and Wang, 2022</xref>; <xref ref-type="bibr" rid="B74">Yu et&#xa0;al., 2022</xref>). Additionally, the strong upwelling of Circumpolar Deep Water (CDW) from below further reduces the extent of [Ba]<sub>diss</sub> variation throughout the water column (<xref ref-type="bibr" rid="B38">Hsieh and Henderson, 2017</xref>; <xref ref-type="bibr" rid="B74">Yu et&#xa0;al., 2022</xref>).</p>
<p>Overall, deep-water [Ba]<sub>diss</sub> follows the sequence: North Pacific &gt; South Pacific &gt; Southern Ocean &gt; Southwest Indian Ocean &gt; South Atlantic &gt; North Atlantic. This trend correlates positively with the age of the water masses, i.e., the older the water mass, the higher the [Ba]<sub>diss</sub>, which again is the accumulation result of the dissolution of barite in deep water.</p>
<p>The comparison of the &#x3b4;<sup>138</sup>Ba values of the vertical profile of station S2 with the ones in other ocean basins is shown in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>. Similar to the distribution of [Ba]<sub>diss,</sub> the &#x3b4;<sup>138</sup>Ba found in S2 in this study is between those in the Pacific and Atlantic Oceans in deep waters. The &#x3b4;<sup>138</sup>Ba values in deep waters are relatively higher (~ 0.45&#x2030;) in Atlantic Oceans and lower in Pacific Oceans (~ 0.25&#x2030;), and the ones found in this study is ~ 0.30&#x2030;. Likewise, The Southern Ocean exhibits relatively light Ba isotope compositions in deep water, with minimal variation between surface and deep waters. The &#x3b4;<sup>138</sup>Ba values show an inverse relationship to water mass age, indicating that lighter Ba isotopes are released into seawater during barite particle dissolution.</p>
</sec>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Geochemical processes near hydrothermal vents</title>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Dissolved Mg, Fe and Mn distributions</title>
<p>Deep-sea hydrothermal vent fluids are in a reduced state and highly enriched in dissolved trace metals such as Fe, Mn, Cu, and Zn, with concentrations several orders of magnitude higher than those in surrounding seawater (<xref ref-type="bibr" rid="B66">Rouxel et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B27">Findlay et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B32">Gartman et&#xa0;al., 2019</xref>). When these high-temperature, reducing hydrothermal fluids mix with cooler, oxygenated seawater, most trace metals precipitate as sulfides or oxides near the vent (<xref ref-type="bibr" rid="B67">Rouxel et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B75">Yuan et&#xa0;al., 2018</xref>). Recently, GEOTRACES studies have shown that a portion of these metals (Fe, Zn, Cu) released from the hydrothermal vents can be stabilized as organic complexes or nanoparticles, remaining in the dissolved phase, and transported over thousands of miles (<xref ref-type="bibr" rid="B5">Bennett et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B34">Hawkes et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B47">Li et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B29">Fitzsimmons et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B51">Lough et&#xa0;al., 2019</xref>).</p>
<p>Dissolved Mg, Fe, Mn, Ba concentrations and Ba isotope compositions in samples collected in and near the hydrothermal vents in this study are reported in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>. Dissolved Mg concentrations are commonly used to indicate the extent of seawater mixing with hydrothermal fluids. During hydrothermal fluid-rock interactions, Mg is typically removed as magnesium silicates, so that Mg concentration in hydrothermal fluids that is not mixed with seawater (termed unmixed hydrothermal fluids hereafter) should approach zero theoretically (<xref ref-type="bibr" rid="B3">Alt, 1995</xref>; <xref ref-type="bibr" rid="B56">Mottl et&#xa0;al., 1978</xref>). This inference is supported by <xref ref-type="bibr" rid="B41">Ji et&#xa0;al. (2017)</xref> who reported that Mg concentration in unmixed hydrothermal fluids from the Longqi hydrothermal field is 1.41 mM. Conversely, the background seawater adjacent to Longqi hydrothermal vent has a concentration of Mg of 52.5 mM (<xref ref-type="bibr" rid="B31">Gallant and Von Damm, 2006</xref>), significantly higher than that in unmixed hydrothermal fluids.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>The concentrations of Fe, Mn, Mg, Ba, Ba isotope compositions and distance from vents in hydrothermal samples.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">Sample ID</th>
<th valign="top" align="center">Sample<break/>type</th>
<th valign="top" align="center">Distance<break/>(km)</th>
<th valign="top" align="center">Fe<break/>(nM)</th>
<th valign="top" align="center">Mn<break/>(nM)</th>
<th valign="top" align="center">Mg<break/>(mM)</th>
<th valign="top" align="center">[Ba]<sub>diss</sub>
<break/>
<sub>(nM)</sub>
</th>
<th valign="top" align="center">&#x3b4;<sup>138</sup>Ba<break/>(%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">LQ-LT</td>
<td valign="top" align="center">fluid</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">310 &#xb5;M</td>
<td valign="top" align="center">130 &#xb5;M</td>
<td valign="top" align="center">40.9</td>
<td valign="top" align="center">869</td>
<td valign="top" align="center">-0.01</td>
</tr>
<tr>
<td valign="top" align="center">LQ-1</td>
<td valign="top" align="center">plume</td>
<td valign="top" align="center">1.56</td>
<td valign="top" align="center">8.84</td>
<td valign="top" align="center">107</td>
<td valign="top" align="center">52.5</td>
<td valign="top" align="center">93</td>
<td valign="top" align="center">0.27</td>
</tr>
<tr>
<td valign="top" align="center">LQ-2</td>
<td valign="top" align="center">plume</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">153</td>
<td valign="top" align="center">1.31 &#xb5;M</td>
<td valign="top" align="center">53.4</td>
<td valign="top" align="center">97</td>
<td valign="top" align="center">0.26</td>
</tr>
<tr>
<td valign="top" align="center">LQ-3</td>
<td valign="top" align="center">plume</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">395</td>
<td valign="top" align="center">684</td>
<td valign="top" align="center">52.3</td>
<td valign="top" align="center">102</td>
<td valign="top" align="center">0.20</td>
</tr>
<tr>
<td valign="top" align="center">TC-1</td>
<td valign="top" align="center">plume</td>
<td valign="top" align="center">1.40</td>
<td valign="top" align="center">68.0</td>
<td valign="top" align="center">439</td>
<td valign="top" align="center">54.2</td>
<td valign="top" align="center">113</td>
<td valign="top" align="center">0.22</td>
</tr>
<tr>
<td valign="top" align="center">TC-2</td>
<td valign="top" align="center">plume</td>
<td valign="top" align="center">1.48</td>
<td valign="top" align="center">37.8</td>
<td valign="top" align="center">374</td>
<td valign="top" align="center">52.8</td>
<td valign="top" align="center">126</td>
<td valign="top" align="center">0.23</td>
</tr>
<tr>
<td valign="top" align="center">TC-3</td>
<td valign="top" align="center">plume</td>
<td valign="top" align="center">0.20</td>
<td valign="top" align="center">1.81 &#xb5;M</td>
<td valign="top" align="center">930</td>
<td valign="top" align="center">51.8</td>
<td valign="top" align="center">738</td>
<td valign="top" align="center">-0.10</td>
</tr>
<tr>
<td valign="top" align="center">TC-4</td>
<td valign="top" align="center">plume</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">72.8</td>
<td valign="top" align="center">1.65 &#xb5;M</td>
<td valign="top" align="center">54.0</td>
<td valign="top" align="center">198</td>
<td valign="top" align="center">0.05</td>
</tr>
<tr>
<td valign="top" align="center">Background seawater</td>
<td valign="top" align="center">
</td>
<td valign="top" align="center">
</td>
<td valign="middle" align="center">0.54-1.07<xref ref-type="table-fn" rid="fnT3_3">
<sup>c</sup>
</xref>
</td>
<td valign="top" align="center">0.18-0.24<xref ref-type="table-fn" rid="fnT3_3">
<sup>c</sup>
</xref>
</td>
<td valign="middle" align="center">52.5 <xref ref-type="table-fn" rid="fnT3_3">
<sup>c</sup>
</xref>
</td>
<td valign="middle" align="center">89<xref ref-type="table-fn" rid="fnT3_4">
<sup>d</sup>
</xref>
</td>
<td valign="middle" align="center">0.29 <xref ref-type="table-fn" rid="fnT3_4">
<sup>d</sup>
</xref>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT3_3">
<label>c</label>
<p>The concentration values of Fe, Mn, and Mg were referenced from previous published data (<xref ref-type="bibr" rid="B58">Nishioka et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B68">Schlitzer et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B31">Gallant and Von Damm, 2006</xref>).</p>
</fn>
<fn id="fnT3_4">
<label>d</label>
<p>The [Ba]diss and &#x3b4;<sup>138</sup>Ba data of background seawater were calculated as averages based on data measured in this study at station S2 from samples collected at depth of 2000 meters and below.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>In this study, the Mg concentrations were found to range from 40.9 to 54.2 mM. One sample, referred to as &#x201c;hydrothermal fluid&#x201d; (LQ-LT), collected within the vent during the DY-78 expedition, had a Mg concentration of 40.9 mM, suggesting that mixing with background seawater had already occurred within the vent. In addition, the plume samples (LQ-1, LQ-2, LQ-3, TC-1, TC-2, TC-3, TC-4), collected near hydrothermal vents, exhibited Mg concentrations between 51.8 and 54.2 mM, indicating that these samples were highly mixed with seawater.</p>
<p>Despite the high degrees of mixing with background seawater, dissolved Fe and Mn concentrations in these samples were significantly higher than those reported in background seawater (<xref ref-type="bibr" rid="B25">Fang and Wang, 2021</xref>), indicating a notable contribution from hydrothermal sources. The relationship between Fe and Mn concentrations and their distance from hydrothermal vents is shown in <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>. The results reveal that among the hydrothermal samples from the Longqi vent, the fluid sample LQ-LT collected from the vent interior exhibits the highest dissolved Fe and Mn concentrations, with concentrations rapidly declining in the remaining plume samples. All hydrothermal samples from the Tiancheng vent belong to plume samples, showing significantly lower Fe and Mn concentrations compared to the fluid sample (LQ-LT). Furthermore, Fe and Mn data from both vents indicate that only two samples (LQ-LT and TC-3) collected in close proximity to the hydrothermal vents display higher Fe concentrations than Mn concentrations. In all other plume samples, Mn concentrations decline at a slower rate relative to Fe. Previous studies have reported that during the mixing of hydrothermal fluids and seawater, dissolved Mn tends to be more stabilized in dissolved phase compared to Fe, the latter of which is removed as particles quite quickly during this process (<xref ref-type="bibr" rid="B63">Resing et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B29">Fitzsimmons et&#xa0;al., 2017</xref>). The distribution characteristics of these metals provide critical fluid mixing context for understanding barium isotope fractionation in hydrothermal systems.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Fe, Mn, Ba concentrations and &#x3b4;<sup>138</sup>Ba with distance from the Tiancheng (TC) and Longqi (LQ) hydrothermal vents.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1538835-g006.tif"/>
</fig>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>The dissolved Ba distributions and Ba isotope composition</title>
<p>The hydrothermal samples exhibited dissolved barium concentrations ([Ba]<sub>diss</sub>) ranging from 93 to 869 nM (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Notably, two samples showed exceptionally high values: the hydrothermal fluid LQ-LT (869 nM) and the plume sample TC-3 (738 nM). Excluding these, the remaining of plume samples displayed a narrower concentration range (93-198 nM). Given the limited reported [Ba]diss data for the Indian Ocean, we calculated a background seawater value (~89 nM) by averaging measurements from station S2 (located away from hydrothermal vents) at depths&#x2265;2000 m. All hydrothermal samples exceeded this background value, demonstrating a clear influence of hydrothermal input on Ba enrichment.</p>
<p>The &#x3b4;<sup>138</sup>Ba in hydrothermal samples ranged from -0.10 to 0.27&#x2030; and it exhibits a positive correlation with the distance from the hydrothermal vent (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The two samples with the nearest distance and highest [Ba]<sub>diss</sub>, LQ-LT and TC-3, had lightest isotope composition -0.01&#x2030; and -0.10&#x2030;, respectively, significantly lower than &#x3b4;<sup>138</sup>Ba values found in background seawater (0.29 &#x2030;) in this study. The station with the third highest Ba concentration, TC-4, also had a light Ba isotope composition, being 0.05&#x2030;. The Ba isotopic compositions (&#x3b4;<sup>138</sup>Ba) of samples from the Tiancheng (TC) hydrothermal vent exhibit relatively lower values compared to those from the Longqi (LQ) vent, albeit within analytical uncertainty. Furthermore, the &#x3b4;<sup>138</sup>Ba values of TC samples display a slower rate of change with increasing distance from the vent, whereas LQ samples show a rapid increase in &#x3b4;<sup>138</sup>Ba values as distance from the vent increases. This contrast likely reflects differences in Ba isotope behavior under distinct geological settings. The Longqi Hydrothermal Field is an active high-temperature system (&gt;300&#xb0;C) hosted in mafic rocks (<xref ref-type="bibr" rid="B70">Tao et&#xa0;al., 2012</xref>). In contrast, the Tiancheng Hydrothermal Field is characterized by low-temperature hydrothermal activity (fluid temperatures &#x2248;13.2&#xb0;C; <xref ref-type="bibr" rid="B71">Tao et&#xa0;al., 2014</xref>), limited magmatic supply, and intense tectonic activity, with fractured basalt dominating the substrate (<xref ref-type="bibr" rid="B16">Chen et&#xa0;al., 2018</xref>). These geological disparities&#x2014;specifically, variations in thermal regimes, host rock composition, and tectonic stress&#x2014;may govern the observed differences in Ba isotope fractionation and transport dynamics between the two vent fields. Overall, the hydrothermal samples closer to the vents with high [Ba]<sub>diss</sub> (LQ-LT, TC-3, TC-4) have a mean &#x3b4;<sup>138</sup>Ba value of -0.02&#x2030;(SD=0.07&#x2030;), significantly lower than that of background seawater (0.29&#x2030;, SD=0.04&#x2030;), which suggests that the hydrothermal vent introduce lighter Ba into surrounding seawater. The Ba isotope compositions of hydrothermal fluids from the Longqi vent field (&#x3b4;<sup>138</sup>Ba = &#x2212;0.01&#x2030;) and plume samples near the Tiancheng vent field (&#x3b4;<sup>138</sup>Ba = &#x2212;0.10&#x2030; to +0.05&#x2030;) on the Southwest Indian Ridge (SWIR) align closely with the range of initial endmember vent fluids (&#x2212;0.17&#x2030; to +0.09&#x2030;) reported by <xref ref-type="bibr" rid="B37">Hsieh et&#xa0;al. (2021)</xref> for mid-ocean ridge (MOR) systems. This consistency suggests that the Ba isotopic signatures of the SWIR fluids are primarily controlled by water-rock interactions with oceanic crustal lithologies, similar to other MOR hydrothermal systems. The Longqi fluid value (&#x2212;0.01&#x2030;) approaches the range of mid-ocean ridge basalts (MORBs: +0.02&#x2030; to +0.15&#x2030;; <xref ref-type="bibr" rid="B57">Nielsen et&#xa0;al., 2018</xref>) and falls within the range of pelagic sediments (&#x2212;0.21&#x2030; to +0.11&#x2030;; <xref ref-type="bibr" rid="B7">Bridgestock et&#xa0;al., 2018</xref>), supporting Hsieh et&#xa0;al.&#x2019;s conclusion that Ba isotopes are not significantly fractionated during high-temperature fluid-rock reactions. Notably, the SWIR data lack the extremely heavy &#x3b4;<sup>138</sup>Ba values (up to +0.91&#x2030;) observed in sediment-influenced systems like the Main Endeavour Field (MEF) (<xref ref-type="bibr" rid="B37">Hsieh et&#xa0;al., 2021</xref>). This absence reinforces Hsieh et&#xa0;al.&#x2019;s finding that sediment interaction can elevate fluid Ba isotope ratios, a process unlikely in the ultramafic- or basalt-hosted SWIR vents. Instead, the SWIR results align more closely with basalt-dominated systems (e.g., East Pacific Rise), further emphasizing the role of host rock composition in shaping initial fluid signatures. These comparisons highlight the utility of Ba isotopes in tracing hydrothermal contributions to oceanic Ba cycling, while underscoring the need to account for local geological and physicochemical conditions when interpreting isotopic variability.</p>
</sec>
<sec id="s3_2_3">
<label>3.2.3</label>
<title>Ba isotopic fractionation during hydrothermal fluids-seawater mixing</title>
<p>Previous studies on Ba isotopes in hydrothermal systems remain limited (<xref ref-type="bibr" rid="B37">Hsieh et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B77">Zhang et&#xa0;al., 2024</xref>). <xref ref-type="bibr" rid="B37">Hsieh et&#xa0;al. (2021)</xref> examined Ba isotopes in hydrothermal fluids and particulates from multiple vents. After correcting for particulate data, they reported Ba isotope compositions in endmember hydrothermal fluids ranging from -0.17&#x2030; to 0.09&#x2030;, which are lighter than background seawater. They calculated an isotope fractionation factor (&#x394;&#xb9;&#xb3;<sup>8</sup>/&#xb9;&#xb3;<sup>4</sup>Ba <sub>Dregs-fluid</sub>) of -0.35&#x2030; during the mixing of hydrothermal fluids with seawater, suggesting preferential removal of lighter Ba isotopes. Modeling with this fractionation value, they further inferred that the Ba isotope composition would increase to +1.7 &#xb1; 0.7&#x2030; when barite becomes undersaturated, indicating a potential contribution of heavier Ba isotopes from hydrothermal systems to the ocean. In contrast, <xref ref-type="bibr" rid="B77">Zhang et&#xa0;al. (2024)</xref> performed direct measurements on non-buoyant plume samples from the Rainbow hydrothermal field and found the &#x3b4;<sup>138</sup>Ba values of hydrothermally affected deep seawater exhibit a lighter isotopic signature (~ 0.3&#x2030;) compared to those found at similar depths at distant locations in the Atlantic Ocean (~ 0.45&#x2030;). Interestingly, they found that dissolved Ba undergoes conservative mixing between Rainbow hydrothermal endmember fluids and the non-buoyant plume, as evidenced by a significant linear correlation between dBa and &#xb3;He. However, the Rainbow is an ultramafic system, distinct from most mafic-hosted vents. The linear regression used for Rainbow is based on a single sample and whether the conservative Ba behavior observed in the Rainbow field also occurs in other hydrothermal systems is unknown. To better constrain the global hydrothermal Ba inputs, more observations in hydrothermal plumes are required.</p>
<p>In this study, we also found the hydrothermal fluid and plume samples with high concentration of Ba exhibited lighter Ba isotope compositions, ranged from -0.10&#x2030; to 0.05 &#x2030;, which is consistent with the result reported in the previous study (<xref ref-type="bibr" rid="B77">Zhang et&#xa0;al., 2024</xref>). The relationship between dissolved Ba concentrations and Ba isotope compositions (&#x3b4;<sup>138</sup>Ba) is displayed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>. One station in our samples (TC-4) exhibited a dissolved Ba concentration of 198 nM, closely matching the effective input Ba concentration of 200 nM calculated in <xref ref-type="bibr" rid="B37">Hsieh et&#xa0;al. (2021)</xref>. However, the Ba isotope composition at TC-4 was 0.05&#x2030;, substantially lighter than the model-based value (+1.7 &#xb1; 0.7&#x2030;) reported by <xref ref-type="bibr" rid="B37">Hsieh et&#xa0;al. (2021)</xref>. This significant discrepancy between the observed isotopic composition and the model-predicted endmember values raises a critical question: what mechanisms drive the marked deviation, particularly given the opposing trends?</p>
<p>It is critical to consider that Ba may be sequestered from hydrothermal fluids via coprecipitation with iron-manganese oxides and sulfide minerals, as well as adsorption onto authigenic particulates, processes that can significantly influence its isotopic fractionation (<xref ref-type="bibr" rid="B67">Rouxel et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B75">Yuan et&#xa0;al., 2018</xref>). Previous studies indicate that in high-temperature hydrothermal environments, anhydrite has a higher saturation index than barite, which suggests that anhydrite may precipitate firstly, thereby limiting barite precipitation (<xref ref-type="bibr" rid="B40">Jamieson et&#xa0;al., 2016</xref>). <xref ref-type="bibr" rid="B77">Zhang et&#xa0;al. (2024)</xref> also highlighted the complexity of barite precipitation and Ba removal in hydrothermal systems. Therefore, assuming the Ba removal is solely due to barite formation, as proposed by <xref ref-type="bibr" rid="B37">Hsieh et&#xa0;al. (2021)</xref>, may not be correct. As reported by previous studies, trace elements are often precipitated with particles released from hydrothermal vents (<xref ref-type="bibr" rid="B67">Rouxel et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B75">Yuan et&#xa0;al., 2018</xref>). Analysis of filter membranes from Longqi and Tiancheng hydrothermal vents samples using Scanning Electron Microscopy and Energy-Dispersive X-ray Spectroscopy (SEM-EDX; FEI Quanta 200) revealed that, various mineral species exist in addition to barite, such as Fe oxides, FeS, FeS<sub>2</sub>, Fe<sub>(1-x)</sub> Sx, CeO<sub>2</sub>, ZnS, and SiO<sub>2</sub>, etc. (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7A</bold>
</xref>; <xref ref-type="fig" rid="f7">
<bold>7B</bold>
</xref>). Therefore, barium may co-precipitate with iron-manganese oxides and metal sulfide particles in addition to forming barite; these various processes could result in different isotopic fractionation. Further studies should be conducted to investigate the Ba isotopic fractionation associated with different removal processes.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>
<bold>(A)</bold> SEM images of filter near the hydrothermal vent of Longqi. <bold>(B)</bold> SEM images of filter near the hydrothermal vent of Tiancheng.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1538835-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Sediments near hydrothermal field</title>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Geochemical characteristics</title>
<p>As discussed in the previous section, some elements (e.g. Fe, Mn, Cu, Zn) enriched in hydrothermal fluids typically precipitate with particles, and eventually settle to the seafloor near the vents (<xref ref-type="bibr" rid="B48">Liao et&#xa0;al., 2018</xref>). Even after alteration during early diagenesis processes, the hydrothermal elements that are enriched in sediments in general remain stable (<xref ref-type="bibr" rid="B26">Feely et&#xa0;al., 1987</xref>; <xref ref-type="bibr" rid="B46">Li et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B1">Agarwal et&#xa0;al., 2020</xref>). These sediments preserve geochemical information related to hydrothermal activities, offering valuable insights into complex hydrothermal systems (<xref ref-type="bibr" rid="B20">Dias and Barriga, 2006</xref>; <xref ref-type="bibr" rid="B48">Liao et&#xa0;al., 2018</xref>).</p>
<p>The measured major and minor element contents in selected sediment samples are reported in <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4A</bold>
</xref>. Visual observation on the selected surface sediment samples revealed that samples P1 to P9 are light gray, while P10 to P15 are reddish-brown, likely due to higher metal content from hydrothermal influence. The analytical results show that sediments P10&#x2013;P15 have Fe contents ranging from 8.8% to 32.3%, with an average of 20.8%, significantly higher than those in sediments P1&#x2013;P9 (0.4% &#x2013; 3.2%, with an average of 1.21%). The Cu and Zn contents in sediments P10&#x2013;P15 range from 182 &#x3bc;g/g to 130 mg/g (averaged to be 47 mg/g) and 74 &#x3bc;g/g to 33 mg/g (averaged to be 8.8 mg/g), respectively. These values are substantially higher than those in sediments P1&#x2013;P9, where Cu and Zn contents range from 19 to 100 &#x3bc;g/g (averaged to be 52.8 &#x3bc;g/g) and 15 to 66 &#x3bc;g/g (averaged to be 40.6 &#x3bc;g/g), respectively.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4a</label>
<caption>
<p>Major and trace element concentrations of surface sediments.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">Sample ID</th>
<th valign="top" align="center">Distance (km)</th>
<th valign="top" align="center">Fe %</th>
<th valign="top" align="center">Mn mg/g</th>
<th valign="top" align="center">Cu &#x3bc;g/g</th>
<th valign="top" align="center">Zn &#x3bc;g/g</th>
<th valign="top" align="center">Al &#x3bc;g/g</th>
<th valign="top" align="center">Ti &#x3bc;g/g</th>
<th valign="top" align="center">Ca mg/g</th>
<th valign="top" align="center">REY &#x3bc;g/g</th>
<th valign="top" align="center">(Eu/Eu<sup>*</sup>)<sub>N</sub>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">P1</td>
<td valign="top" align="center">51.79</td>
<td valign="top" align="center">2.0</td>
<td valign="top" align="center">2.44</td>
<td valign="top" align="center">85</td>
<td valign="top" align="center">49</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">1073</td>
<td valign="top" align="center">261</td>
<td valign="top" align="center">156</td>
<td valign="top" align="right">0.72</td>
</tr>
<tr>
<td valign="middle" align="center">P2</td>
<td valign="middle" align="center">35.54</td>
<td valign="middle" align="center">3.2</td>
<td valign="middle" align="center">2.39</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="center">66</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">696</td>
<td valign="middle" align="center">194</td>
<td valign="middle" align="center">99</td>
<td valign="middle" align="right">0.71</td>
</tr>
<tr>
<td valign="middle" align="center">P3</td>
<td valign="middle" align="center">418.71</td>
<td valign="middle" align="center">1.2</td>
<td valign="middle" align="center">0.72</td>
<td valign="middle" align="center">69</td>
<td valign="middle" align="center">72</td>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">601</td>
<td valign="middle" align="center">320</td>
<td valign="middle" align="center">79</td>
<td valign="middle" align="right">0.67</td>
</tr>
<tr>
<td valign="middle" align="center">P4</td>
<td valign="middle" align="center">20.06</td>
<td valign="middle" align="center">0.5</td>
<td valign="middle" align="center">0.34</td>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">340</td>
<td valign="middle" align="center">353</td>
<td valign="middle" align="center">39</td>
<td valign="middle" align="right">0.68</td>
</tr>
<tr>
<td valign="middle" align="center">P5</td>
<td valign="middle" align="center">658.94</td>
<td valign="middle" align="center">0.7</td>
<td valign="middle" align="center">0.56</td>
<td valign="middle" align="center">35</td>
<td valign="middle" align="center">25</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">515</td>
<td valign="middle" align="center">330</td>
<td valign="middle" align="center">66</td>
<td valign="middle" align="right">0.70</td>
</tr>
<tr>
<td valign="middle" align="center">P6</td>
<td valign="middle" align="center">258.90</td>
<td valign="middle" align="center">0.6</td>
<td valign="middle" align="center">0.24</td>
<td valign="middle" align="center">32</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">481</td>
<td valign="middle" align="center">325</td>
<td valign="middle" align="center">56</td>
<td valign="middle" align="right">0.69</td>
</tr>
<tr>
<td valign="middle" align="center">P7</td>
<td valign="middle" align="center">655.96</td>
<td valign="middle" align="center">1.8</td>
<td valign="middle" align="center">1.52</td>
<td valign="middle" align="center">64</td>
<td valign="middle" align="center">56</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">1810</td>
<td valign="middle" align="center">239</td>
<td valign="middle" align="center">100</td>
<td valign="middle" align="right">0.74</td>
</tr>
<tr>
<td valign="middle" align="center">P8</td>
<td valign="middle" align="center">558.30</td>
<td valign="middle" align="center">0.4</td>
<td valign="middle" align="center">0.29</td>
<td valign="middle" align="center">25</td>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">278</td>
<td valign="middle" align="center">347</td>
<td valign="middle" align="center">46</td>
<td valign="middle" align="right">0.70</td>
</tr>
<tr>
<td valign="middle" align="center">P9</td>
<td valign="middle" align="center">274.91</td>
<td valign="middle" align="center">0.5</td>
<td valign="middle" align="center">0.69</td>
<td valign="middle" align="center">46</td>
<td valign="middle" align="center">39</td>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">498</td>
<td valign="middle" align="center">321</td>
<td valign="middle" align="center">51</td>
<td valign="middle" align="right">0.70</td>
</tr>
<tr>
<td valign="middle" align="center">P10</td>
<td valign="middle" align="center">1.03</td>
<td valign="middle" align="center">18.5</td>
<td valign="middle" align="center">0.80</td>
<td valign="middle" align="center">130400</td>
<td valign="middle" align="center">1277</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">41</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">17</td>
<td valign="middle" align="right">1.10</td>
</tr>
<tr>
<td valign="middle" align="center">P11</td>
<td valign="middle" align="center">73.15</td>
<td valign="middle" align="center">16.3</td>
<td valign="middle" align="center">2.97</td>
<td valign="middle" align="center">35260</td>
<td valign="middle" align="center">33940</td>
<td valign="middle" align="center">14</td>
<td valign="middle" align="center">669</td>
<td valign="middle" align="center">119</td>
<td valign="middle" align="center">65</td>
<td valign="middle" align="right">0.90</td>
</tr>
<tr>
<td valign="bottom" align="center">P12</td>
<td valign="bottom" align="center">166.58</td>
<td valign="bottom" align="center">32.3</td>
<td valign="bottom" align="center">0.01</td>
<td valign="bottom" align="center">58750</td>
<td valign="bottom" align="center">6878</td>
<td valign="bottom" align="center">1</td>
<td valign="bottom" align="center">5</td>
<td valign="bottom" align="center">2</td>
<td valign="bottom" align="center">7</td>
<td valign="bottom" align="right">3.39</td>
</tr>
<tr>
<td valign="bottom" align="center">P13</td>
<td valign="bottom" align="center">1.09</td>
<td valign="bottom" align="center">19.1</td>
<td valign="bottom" align="center">3.32</td>
<td valign="bottom" align="center">28860</td>
<td valign="bottom" align="center">4200</td>
<td valign="bottom" align="center">4</td>
<td valign="bottom" align="center">109</td>
<td valign="bottom" align="center">5</td>
<td valign="bottom" align="center">43</td>
<td valign="bottom" align="right">1.31</td>
</tr>
<tr>
<td valign="bottom" align="center">P14</td>
<td valign="bottom" align="center">0.08</td>
<td valign="bottom" align="center">8.8</td>
<td valign="bottom" align="center">3.21</td>
<td valign="bottom" align="center">182</td>
<td valign="bottom" align="center">74</td>
<td valign="bottom" align="center">76</td>
<td valign="bottom" align="center">4785</td>
<td valign="bottom" align="center">64</td>
<td valign="bottom" align="center">76</td>
<td valign="bottom" align="right">1.08</td>
</tr>
<tr>
<td valign="bottom" align="center">P15</td>
<td valign="bottom" align="center">0.37</td>
<td valign="bottom" align="center">29.8</td>
<td valign="bottom" align="center">24.8</td>
<td valign="bottom" align="center">29550</td>
<td valign="bottom" align="center">6609</td>
<td valign="bottom" align="center">2</td>
<td valign="bottom" align="center">181</td>
<td valign="bottom" align="center">4</td>
<td valign="bottom" align="center">16</td>
<td valign="bottom" align="right">2.18</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T5" position="float">
<label>Table&#xa0;4b</label>
<caption>
<p>The Ba concentrations and Ba isotope compositions in surface sediments.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Sample ID</th>
<th valign="middle" align="center">Type</th>
<th valign="top" align="center">Ba Concentrations (&#x3bc;g/g)</th>
<th valign="top" align="center">&#x3b4;<sup>138</sup>Ba &#x2030;</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">P1</td>
<td valign="top" align="center">Background sediment</td>
<td valign="top" align="center">636</td>
<td valign="top" align="center">
</td>
</tr>
<tr>
<td valign="top" align="center">P2</td>
<td valign="top" align="center">Background sediment</td>
<td valign="top" align="center">488</td>
<td valign="top" align="center">
</td>
</tr>
<tr>
<td valign="top" align="center">P3</td>
<td valign="top" align="center">Background sediment</td>
<td valign="top" align="center">1109</td>
<td valign="top" align="center">0.14</td>
</tr>
<tr>
<td valign="top" align="center">P4</td>
<td valign="top" align="center">Background sediment</td>
<td valign="top" align="center">191</td>
<td valign="top" align="center">
</td>
</tr>
<tr>
<td valign="top" align="center">P5</td>
<td valign="top" align="center">Background sediment</td>
<td valign="top" align="center">475</td>
<td valign="top" align="center">0.12</td>
</tr>
<tr>
<td valign="top" align="center">P6</td>
<td valign="top" align="center">Background sediment</td>
<td valign="top" align="center">548</td>
<td valign="top" align="center">
</td>
</tr>
<tr>
<td valign="top" align="center">P7</td>
<td valign="top" align="center">Background sediment</td>
<td valign="top" align="center">1065</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="center">P8</td>
<td valign="top" align="center">Background sediment</td>
<td valign="top" align="center">350</td>
<td valign="top" align="center">
</td>
</tr>
<tr>
<td valign="top" align="center">P9</td>
<td valign="top" align="center">Background sediment</td>
<td valign="top" align="center">645</td>
<td valign="top" align="center">
</td>
</tr>
<tr>
<td valign="top" align="center">P10</td>
<td valign="top" align="center">Hydrothermal-impacted sediment</td>
<td valign="top" align="center">869</td>
<td valign="top" align="center">
</td>
</tr>
<tr>
<td valign="top" align="center">P11</td>
<td valign="top" align="center">Hydrothermal-impacted sediment</td>
<td valign="top" align="center">413</td>
<td valign="top" align="center">-0.06</td>
</tr>
<tr>
<td valign="top" align="center">P12</td>
<td valign="top" align="center">Hydrothermal-impacted sediment</td>
<td valign="top" align="center">917</td>
<td valign="top" align="center">-0.14</td>
</tr>
<tr>
<td valign="top" align="center">P13</td>
<td valign="top" align="center">Hydrothermal-impacted sediment</td>
<td valign="top" align="center">273</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="center">P14</td>
<td valign="top" align="center">Hydrothermal-impacted sediment</td>
<td valign="top" align="center">248</td>
<td valign="top" align="center">-0.07</td>
</tr>
<tr>
<td valign="top" align="center">P15</td>
<td valign="top" align="center">Hydrothermal-impacted sediment</td>
<td valign="top" align="center">110</td>
<td valign="top" align="center">-0.16</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The principal component analysis of the geochemistry data set was performed using IBM SPSS Statistics 25.0 software to further constrain the factors influencing the geochemistry data for the surface sediments in the study area (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). Three major factors with eigen values greater than 1 that together explain approximately 80% of the variance of the data set were extracted. And the PCA scores and loading Plot of surface sediment geochemistry is showed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref>. The dominant factor (Factor 1 (F1)) explains approximately 42% of the total variance and is loaded primarily with lithogenic elements, e.g., Fe, Cu, Pb, S, V, Zn, which frequently reflect the hydrothermal component. Factor 2 (F2), explaining a significant portion of the remaining variance, was predominantly associated with elevated Al and Ti concentrations, which are commonly used as lithogenic tracers. Factor 3 (F3) highlighted Ba enrichment, likely linked to marine authigenic processes, such as biogenic barite precipitation or scavenging by sinking organic matter. This tripartite structure underscores the interplay of hydrothermal activity, terrestrial sediment supply, and pelagic marine influences in shaping the geochemical signatures of the studied sediments.</p>
<p>The elemental ratios serve as a robust proxy for assessing hydrothermal input intensity (<xref ref-type="bibr" rid="B62">Qiu et&#xa0;al., 2023</xref>). To evaluate hydrothermal influence on sediments along the Southwest Indian Ridge, two geochemical indices were employed: (1) the metal enrichment index Al/(Al + Fe + Mn) and (2) the Fe/Ti ratio. These indices effectively differentiate hydrothermal contributions from detrital components in marine sediments.</p>
<p>The Al/(Al + Fe + Mn) index distinguishes metal-rich hydrothermal sediments from background sediments. Previous studies (e.g., <xref ref-type="bibr" rid="B28">Fisher et&#xa0;al., 1969</xref>; <xref ref-type="bibr" rid="B20">Dias and Barriga, 2006</xref>) established that background deep-sea sediments, devoid of hydrothermal input, typically exhibit values &gt;40% due to higher detrital aluminosilicate content. In contrast, hydrothermal sediments near vent systems are characterized by lower values, reflecting Fe-Mn oxide dominance. Concurrently, the Fe/Ti ratio quantifies hydrothermal metal enrichment relative to detrital inputs, with ratios &gt;20 indicating significant hydrothermal influence (<xref ref-type="bibr" rid="B78">Zhou et&#xa0;al., 2020</xref>). By cross-plotting these indices (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8A</bold>
</xref>), hydrothermal and detrital sediment sources can be systematically discriminated (<xref ref-type="bibr" rid="B48">Liao et&#xa0;al., 2018</xref>).</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>
<bold>(A)</bold> Al/(Al+Fe+Mn) vs. Fe/Ti diagram (&#x3b4;<sup>138</sup>Ba as as X-axis color bar) of sediments. The black dots represents samples not analyzed for barium isotopes. <bold>(B)</bold> Chondrite-normalized REE distributions of the study area sediments. The chondrite data are from <xref ref-type="bibr" rid="B6">Boynton (1984)</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1538835-g008.tif"/>
</fig>
<p>Application of this dual-index approach to 15 surface sediment samples revealed distinct geochemical signatures. Six samples (P2, P10&#x2013;P13, P15) exhibited Fe/Ti &gt;20 coupled with Al/(Al + Fe + Mn) &lt;40%, unambiguously identifying them as hydrothermal-impacted sediments (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8A</bold>
</xref>). These results align with established thresholds and underscore the utility of combining elemental ratios to disentangle complex sedimentary provenance.</p>
<p>Another way to identify the significance of hydrothermal activity on surface sediments is by looking into the rare earth element (REE) composition in sediments. The hydrothermal fluids from mid-ocean ridges are characterized by Light REE (LREE) enrichment and positive Eu anomalies (<xref ref-type="bibr" rid="B21">Douville et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B2">Allen and Seyfried, 2005</xref>; <xref ref-type="bibr" rid="B11">Cao et&#xa0;al., 2012</xref>). Consequently, sediments affected by hydrothermal activity often exhibit similar characteristics (<xref ref-type="bibr" rid="B33">Gillis and Thompson, 1993</xref>; <xref ref-type="bibr" rid="B48">Liao et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B78">Zhou et&#xa0;al., 2020</xref>). The Chondrite-normalized REE patterns of the sediment samples are shown in <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8B</bold>
</xref>. In general, all sediment samples showed a trend of LREE enrichment. Whilst, several samples (from P10 to P15), to different extents, showed apparent positive Eu anomaly ((Eu/Eu<sup>*</sup>)<sub>N</sub> = 0.90&#x2013;3.39) compared to the value (0.71) reported by <xref ref-type="bibr" rid="B48">Liao et&#xa0;al. (2018)</xref> for the background sediments.</p>
<p>It is specifically noted that although the metal ratios of P14 exceed the predicted range, they fall near the threshold boundaries. Additionally, P14 exhibits elevated Fe, Cu, and Zn concentrations compared to samples P1&#x2013;P9, while its Ca content is significantly lower. Visually, the sample displays a reddish-brown coloration&#x2014;a characteristic indicative of hydrothermal activity. Based on this integrated evidence, we have classified P14 as hydrothermal-impacted sediment. The sediment types are explicitly detailed in <xref ref-type="table" rid="T5">
<bold>Table&#xa0;4B</bold>
</xref>. Overall, by taking into consideration of the results, we considered that, among the 15 surface sediment samples, P10 to P15 can be identified as hydrothermal-impacted sediments, and that P1 to P9 represent background sediments.</p>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Ba contents and Ba isotope compositions</title>
<p>Following sediment classification, we measured the Ba contents across all samples and selected eight representative samples for Ba isotope analysis. This subset included three background sediments (P3, P5, P7) and five hydrothermal sediments (P11 to P15). The Ba contents and its isotopic compositions in sediment samples are reported in <xref ref-type="table" rid="T5">
<bold>Table&#xa0;4B</bold>
</xref>. The Ba content ranged from 110&#x2013;1109 &#xb5;g/g, and there is no apparent elevation in Ba content in hydrothermal influenced samples. <xref ref-type="bibr" rid="B59">Paytan and Griffith (2007)</xref> reported that the content of Ba in marine sediments can be significantly affected by dilution effects due to the accumulation of other sedimentary components.</p>
<p>To the contrary, the &#x3b4;<sup>138</sup>Ba values in background samples (P3,P5,P7) ranged from 0.01&#x2030; to 0.14&#x2030;, similar to the deep-sea sediments reported in previous study (0 &#x2013; 0.10&#x2030;) (<xref ref-type="bibr" rid="B7">Bridgestock et&#xa0;al., 2018</xref>). In hydrothermal-impacted sediments (P11 to P15), &#x3b4;<sup>138</sup>Ba values ranged from -0.16&#x2030; &#x2013; 0.01&#x2030;. The average &#x3b4;<sup>138</sup>Ba of hydrothermal sediments (-0.08&#x2030;, SD=0.07&#x2030;, <italic>n=5</italic>) is notably lower than that of the background sediments (0.09&#x2030;, SD=0.07&#x2030;, <italic>n=3</italic>). The relationship of Ba contents and &#x3b4;<sup>138</sup>Ba is shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S4</bold>
</xref>. The results show that the data points do not follow a distinct fractionation trend (i.e., lighter Ba isotopes correlating with higher Ba concentrations). Instead, samples with lighter Ba isotopes exhibit both high and low Ba concentrations. We therefore propose that the Ba concentrations in hydrothermal-impacted sediments are influenced by dilution effects from co-occurring hydrothermal metal elements.</p>
<p>As we discussed in section 3.2.3, during the mixing process between hydrothermal fluid and seawater, lighter Ba isotopes are preferentially removed, resulting the settling particles compose lighter Ba isotope. This is consistent with our observation in the hydrothermally influenced sediment samples in this study. As conclusion, while the Ba content of hydrothermal sediments cannot be distinguished from the background sediments, the Ba isotope retains lighter isotopic signature, potentially can serve as an indicator of hydrothermal influence on sediment of the study region.</p>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="conclusions">
<label>4</label>
<title>Conclusion</title>
<p>Although the overall Ba cycle in the ocean is relatively well understood, studies focusing on specific processes, such as hydrothermal activities, remain limited. This study presents the first Ba isotope study in hydrothermal fluid, seawater, and sediment near Southwest Indian Ocean hydrothermal vent field.</p>
<p>The vertical profiles of dissolved Ba and its isotope compositions is similar with previous results of other oceans. The [Ba]<sub>diss</sub> in several water samples collected using ROV near hydrothermal vents are significantly higher than background seawater, while the Ba isotope compositions in those samples(-0.10 &#x2013; 0.05&#x2030;) are distinctly lower than those of background seawater(~ 0.29&#x2030;), suggesting that the hydrothermal fluids in the study region bearing lighter Ba isotopes.</p>
<p>Analysis of filter membranes from Longqi and Tiancheng hydrothermal vents samples using Scanning Electron Microscopy and Energy-Dispersive X-ray Spectroscopy revealed that, various mineral species exist, not only barite, but also Fe oxides, FeS, FeS<sub>2</sub>, Fe<sub>(1-x)</sub> Sx, CeO<sub>2</sub>, ZnS, and SiO<sub>2</sub>, etc. Therefore, barium may co-precipitate with iron-manganese oxides and metal sulfide particles in addition to forming barite, which processes could result in different isotopic fractionation.</p>
<p>Analysis of hydrothermally influenced sediment showed that the Ba isotope compositions are significantly lighter (-0.16&#x2030; &#x2013; 0.01&#x2030;) compared to those in background sediments (0.01 &#x2013; 0.14&#x2030;), which is consistent with lighter isotope composition found in hydrothermal fluid and also align with the calculation result of the Rayleigh fractionation model, suggesting lighter isotopes are preferable removed during the mixing process between hydrothermal fluid and seawater. Therefore, the Ba isotope may serve as a valuable indicator of hydrothermal influence in future studies on sediment.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>CZ: Formal Analysis, Investigation, Visualization, Writing &#x2013; original draft. LL: Conceptualization, Data curation, Project administration, Supervision, Validation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. JL: Data curation, Investigation, Methodology, Writing &#x2013; original draft. RX: Conceptualization, Data curation, Formal Analysis, Writing &#x2013; review &amp; editing. XW: Data curation, Investigation, Methodology, Writing &#x2013; original draft. XS: Funding acquisition, Project administration, Resources, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. Natural Science Foundation of China (42076046,42376035)National Key Research and Development Program of China (2022YEE0136055).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to thank the captain and crew of the <italic>R/V Da Yang 1</italic> and <italic>R/V Dayang</italic> and the pilots of the ROV <italic>Hailong III</italic> for their skilled operations and technical support at sea. We want to thank all the colleagues and students who have helped at sea or in the laboratory to make this work possible. This work was supported by the Natural Science Foundation of China (42076046, 42376035), the National Key Research and Development Program of China (2022YFE0136500).</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s10">
<title>Correction note</title>
<p>This article has been corrected with minor changes. These changes do not impact the scientific content of the article.</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>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2025.1538835/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2025.1538835/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
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