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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">882207</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.882207</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Pore-Water Geochemical Gradients of Sulfate, Calcium, Magnesium, and Iodide Correlated With Underlying Gas Hydrate Potential: A Case Study of the Shenhu Area, South China Sea</article-title>
<alt-title alt-title-type="left-running-head">Ai et al.</alt-title>
<alt-title alt-title-type="right-running-head">Shenhu Gas-Hydratebearing Zones: Geochemistry Study</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Ai</surname>
<given-names>Xinyu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1692403/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zha</surname>
<given-names>Rihuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1747215/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lai</surname>
<given-names>Yijun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname>
<given-names>Tao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">
<sup>&#x2a;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/951690/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Su</surname>
<given-names>Pibo</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1446935/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Earth Sciences and Engineering</institution>, <institution>Nanjing University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Guangzhou Marine Geological Survey</institution> <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1224576/overview">Zhifeng Wan</ext-link>, Sun Yat-sen University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1110061/overview">Junxi Feng</ext-link>, Guangzhou Marine Geological Survey, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1506641/overview">Chao Cao</ext-link>, Third Institute of Oceanography, Ministry of Natural Resources, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Tao Yang, <email>yangtao@nju.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Marine Geoscience, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>07</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>882207</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>06</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Ai, Zha, Lai, Yang and Su.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Ai, Zha, Lai, Yang and Su</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>Geochemical profiles in pore water of marine sediments have been considered as, important indicators of gas hydrate occurrence. In the gas hydrate area around the world, the decrease of sulfate, calcium, and magnesium concentrations with depth mainly results directly or indirectly from the anaerobic oxidation of methane (AOM). The ubiquitous abnormally high concentration gradients of iodide in the research area reflect the large methane-generating potential of the area. Thus, we explore the feasibility of using gradients of sulfate, iodide, and authigenic carbonate precipitation as indicators for gas hydrate in the regional exploration of gas hydrate formation. We test the criterion in the gas hydrate zone in the South China Sea (SCS) for the recognition of gas hydrate by using the gradients of sulfate, calcium plus magnesium, and iodide. Contour maps of pore-water gradients from expeditions in the study area are used to correlate the key gradients to underlying gas hydrate occurrence. The results show that the largest potential gas hydrate indicated by the contour maps of the indicators are well consistent with the discovery of GMGS1 and GMGS3 expedition. It implies the possible applicability of this geochemical method in gas hydrate exploration. Also, we identify a promising area in the South China Sea for future gas hydrate investigations. It is the first collective application of the gradients of sulfate, calcium plus magnesium, and iodide to a gas hydrate terrane, especially to a large area of the SCS. We believe that the result of this research will benefit the future exploration of gas hydrate and will arouse a lot of interest from other researchers.</p>
</abstract>
<kwd-group>
<kwd>Pore water</kwd>
<kwd>gas hydrate</kwd>
<kwd>geochemistry</kwd>
<kwd>South China Sea</kwd>
<kwd>sulfate</kwd>
<kwd>calcium</kwd>
<kwd>magnesium</kwd>
<kwd>iodide</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Highlights</title>
<p>
<list list-type="simple">
<list-item>
<p>1. We link sulfate, calcium, magnesium, and iodide pore-water gradients to the occurrence of underlying gas hydrates.</p>
</list-item>
<list-item>
<p>2. We support this hypothesis using data from recognized gas hydrate occurrences globally.</p>
</list-item>
<list-item>
<p>3. We identify a promising area in the South China Sea for future gas hydrate investigations.</p>
</list-item>
</list>
</p>
</sec>
<sec sec-type="intro" id="s2">
<title>1 Introduction</title>
<p>The gas hydrate is an ice-like substance consisting of water and gas (most is CH<sub>4</sub>) that forms under conditions of low temperature, high pressure, and adequate gas concentration (<xref ref-type="bibr" rid="B33">Sloan, 1990</xref>). An accepted estimation of gas hydrate resources is about 3,000 trillion cubic meters (TCM), which is enormous when compared with the conventional gas resources (&#x223c;404 TCM) and shale gas (204-456 TCM) (<xref ref-type="bibr" rid="B14">Chong et al., 2016</xref>). Due to its considerable reserves and clean combustion products, gas hydrate may become a promising energy resource (<xref ref-type="bibr" rid="B16">Collett, 2002</xref>; <xref ref-type="bibr" rid="B28">Hesse, 2003</xref>; <xref ref-type="bibr" rid="B51">Makogon et al., 2007</xref>; <xref ref-type="bibr" rid="B10">Boswell and Collett, 2011</xref>; <xref ref-type="bibr" rid="B14">Chong et al., 2016</xref>). The methane contained within gas hydrates is a kind of potential greenhouse gas, 20 times more effective as a greenhouse gas than carbon dioxide (CO<sub>2</sub>) (<xref ref-type="bibr" rid="B55">Mitchell, 1989</xref>; <xref ref-type="bibr" rid="B66">Ruppel, 2011</xref>). Therefore, any release of methane from gas hydrate decomposing due to temperature or pressure changes can cause a positive feedback cycle for atmospheric warming, thus impacting climate change (<xref ref-type="bibr" rid="B9">Borowski et al., 1996</xref>; <xref ref-type="bibr" rid="B27">Haq, 2000</xref>; <xref ref-type="bibr" rid="B73">Wallmann et al., 2014</xref>; <xref ref-type="bibr" rid="B12">Brown et al., 2016</xref>; <xref ref-type="bibr" rid="B64">Reay et al., 2018</xref>). Accordingly, the abundance, nature, and distribution of gas hydrate are of great importance and have been arousing a lot of research interests of many researchers.</p>
<p>Geophysical methods are widely applied to the study of gas hydrate distribution and abundance. Bottom-simulating reflectors (BSRs) are often coincident with gas hydrate occurrences at depth because dissociating gas hydrate produces in situ gaseous methane that causes an acoustic impedance contrast that generates its strong seismic reflector (<xref ref-type="bibr" rid="B54">Miller et al., 1991</xref>; <xref ref-type="bibr" rid="B29">Hornbach et al., 2012</xref>). However, a BSR is not necessarily associated with, or completely consistent with, the presence of gas hydrate (<xref ref-type="bibr" rid="B40">Kvenvolden et al., 1993</xref>; <xref ref-type="bibr" rid="B43">Le et al., 2015</xref>; <xref ref-type="bibr" rid="B19">Dumke et al., 2016</xref>). Thus, we try to improve the setup of regional gas hydrate exploration by employing some geochemical indicators. Geochemical methods have already been tried to confirm potential gas hydrate-bearing areas through the geochemical studies of pore water in sediment (<xref ref-type="bibr" rid="B9">Borowski et al., 1996</xref>; <xref ref-type="bibr" rid="B18">Dickens, 2001</xref>; <xref ref-type="bibr" rid="B4">Bhatnagar et al., 2008</xref>; <xref ref-type="bibr" rid="B76">Wu et al., 2013</xref>; <xref ref-type="bibr" rid="B62">Pogodaeva et al., 2020</xref>). One of the most commonly used geochemical tools for hydrate recognition in drill cores is the presence of freshening chloride anomalies coupled with &#x3b4;<sup>18</sup>O increase in pore water (<xref ref-type="bibr" rid="B28">Hesse, 2003</xref>; <xref ref-type="bibr" rid="B50">Luo et al., 2014</xref>). Nevertheless, the cores need to penetrate through the hydrate occurrence zone (often hundreds of meters below the seafloor) for the recognition of these anomalies, which is an economic disadvantage for large-scale exploration projects. Alternatively, the profiles of other pore water species (e.g., SO<sub>4</sub>
<sup>2-</sup>, I<sup>-</sup>) that record early diagenetic reactions in shallow sediments can serve as a powerful tool in gas hydrate exploration (<xref ref-type="bibr" rid="B67">Schulz, 2006</xref>). Some reactions associated with methane could be employed to indicate the existence of gas hydrate because a large amount of methane may occur in the gas hydrate occurrence zone. Within the sulfate reduction zone, normally, sulfate is consumed by organoclastic sulfate reduction (OSR) (<xref ref-type="bibr" rid="B3">Berner, 1980</xref>; <xref ref-type="bibr" rid="B25">Gieskes et al., 1981</xref>):<disp-formula id="e1">
<mml:math id="m1">
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<mml:mi mathvariant="normal">S&#x2b;2HC</mml:mi>
<mml:msubsup>
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<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>However, in the sulfate-methane transition zone (SMTZ, or SMI for sulfate&#x2013;methane interface) where methane upwells from deep sediments, sulfate supplied from seawater will be exhausted by the anaerobic oxidation of methane (AOM) reaction (<xref ref-type="bibr" rid="B2">Barnes and Goldberg, 1976</xref>),<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:mi mathvariant="normal">S</mml:mi>
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<mml:mi mathvariant="normal">C</mml:mi>
<mml:msub>
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</mml:msub>
<mml:mo>&#x2192;</mml:mo>
<mml:mi mathvariant="normal">H</mml:mi>
<mml:msup>
<mml:mi mathvariant="normal">S</mml:mi>
<mml:mo>&#x2212;</mml:mo>
</mml:msup>
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<mml:mi mathvariant="normal">HC</mml:mi>
<mml:msubsup>
<mml:mi mathvariant="normal">O</mml:mi>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
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<mml:mi mathvariant="normal">H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="normal">O</mml:mi>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>Substantial depletion of sulfate through AOM causes the SMTZ to become shallower (<xref ref-type="bibr" rid="B5">Blair and Aller, 1995</xref>; <xref ref-type="bibr" rid="B9">Borowski et al., 1996</xref>; <xref ref-type="bibr" rid="B18">Dickens, 2001</xref>). Some researchers accordingly proposed that the linearity of sulfate gradients and the shallow depth of SMTZ could be used to indicate the existence of gas hydrate-bearing areas (<xref ref-type="bibr" rid="B8">Borowski et al., 1999</xref>; <xref ref-type="bibr" rid="B37">Kim et al., 2020</xref>). What&#x27;s more, the calcium concentration of pore water is also sensitive to the AOM process (<xref ref-type="bibr" rid="B65">Rodriguez et al., 2000</xref>). It declines with depth due to the enhanced authigenic carbonate precipitation. At the SMTZ where intense AOM reactions occur, the sharp increase in pore water alkalinity may cause the rapid decrease in calcium concentration (<xref ref-type="bibr" rid="B63">Raiswell, 1988</xref>; <xref ref-type="bibr" rid="B6">Boetius et al., 2000</xref>; <xref ref-type="bibr" rid="B65">Rodriguez et al., 2000</xref>). Besides, concentrated iodine anomaly is also commonly observed in gas hydrate-bearing areas (<xref ref-type="bibr" rid="B23">Fehn et al., 2003</xref>; <xref ref-type="bibr" rid="B22">Fehn et al., 2006</xref>; <xref ref-type="bibr" rid="B56">Muramatsu et al., 2007</xref>). The abnormally high concentration of iodide in pore water is related to the decomposition of massive sedimentary organic matter, which represents a large potential gas source. As a result, the concentrated iodide concentration of pore water could also reflect the possible occurrence of gas hydrate. Based on previous research we mentioned above, we try to explore the feasibility of using gradients of sulfate, iodide, and authigenic carbonate precipitation as indicators for gas hydrate in the regional exploration of gas hydrate formation.</p>
<p>Many gas hydrate-bearing areas around the world have been identified and investigated including the Blake Ridge (<xref ref-type="bibr" rid="B61">Paull et al., 1996</xref>; <xref ref-type="bibr" rid="B60">Paull and Matsumoto, 2000</xref>), Hydrate Ridge (<xref ref-type="bibr" rid="B53">Milkov et al., 2003</xref>; <xref ref-type="bibr" rid="B71">Torres et al., 2004</xref>), Gulf of Mexico (<xref ref-type="bibr" rid="B11">Boswell et al., 2009</xref>), Nankai Trough (<xref ref-type="bibr" rid="B34">Kastner et al., 1993</xref>) and Ulleung Basin (<xref ref-type="bibr" rid="B59">Park et al., 2008</xref>). In China, several geophysical and geochemical explorations of gas hydrate have been carried out on the northern slope of the South China Sea (SCS) since the 1990s (<xref ref-type="bibr" rid="B86">Zhang et al., 2002</xref>; <xref ref-type="bibr" rid="B78">Wu et al., 2004</xref>; <xref ref-type="bibr" rid="B30">Jiang et al., 2008</xref>; <xref ref-type="bibr" rid="B77">Wu et al., 2011</xref>; <xref ref-type="bibr" rid="B87">Zhang et al., 2012</xref>; <xref ref-type="bibr" rid="B88">Zhang et al., 2015</xref>; <xref ref-type="bibr" rid="B31">Jin et al., 2020</xref>; <xref ref-type="bibr" rid="B74">Wang et al., 2021</xref>). Numerous data from piston cores and drill sites have been accumulated, which allows us to make a regional comparison of hydrate distribution. The existence of gas hydrate in the northern SCS has been confirmed by geological, geophysical, and geochemical evidence including the occurrence of well-developed BSRs, methane-derived carbonate and shallow SMTZ depth (<xref ref-type="bibr" rid="B46">Liu et al., 2006</xref>; <xref ref-type="bibr" rid="B68">Song et al., 2007</xref>; <xref ref-type="bibr" rid="B75">Wang et al., 2011</xref>; <xref ref-type="bibr" rid="B77">Wu et al., 2011</xref>; <xref ref-type="bibr" rid="B44">Li et al., 2012</xref>; <xref ref-type="bibr" rid="B45">Li et al., 2015</xref>; <xref ref-type="bibr" rid="B88">Zhang et al., 2015</xref>; <xref ref-type="bibr" rid="B13">Chen et al., 2016</xref>; <xref ref-type="bibr" rid="B31">Jin et al., 2020</xref>). During the Sino-German Cooperative Project in early 2004, methane seepages in the SCS were verified for the first time by the discovery of Jiulong Methane Reef (<xref ref-type="bibr" rid="B26">Han et al., 2008</xref>). Three years later, natural gas hydrate samples were first recovered in a gas hydrate drilling expedition (GMGS1) which was initiated by Guangzhou Marine Geological Survey in the Shenhu area, northern SCS (<xref ref-type="bibr" rid="B89">Zhang et al., 2007</xref>; <xref ref-type="bibr" rid="B77">Wu et al., 2011</xref>). In 2013, GMGS2 was conducted in the east of Pearl River Mouth Basin of SCS, and massive gas hydrates were successfully recovered (<xref ref-type="bibr" rid="B88">Zhang et al., 2015</xref>). Recently, several visible gas hydrates were recovered in the Shenhu area again during the expedition GMGS3, which further constrain the gas hydrate reserves of the SCS (<xref ref-type="bibr" rid="B79">Yang et al., 2015</xref>). In 2016, GMGS4 was conducted in Shenhu area, and the new gas hydrates were found (<xref ref-type="bibr" rid="B80">Yang et al., 2017</xref>). In 2018, GMGS5 was conducted in QiongDongNan area of SCS, and massive gas hydrates were sampled (<xref ref-type="bibr" rid="B84">Ye et al., 2019</xref>).</p>
<p>Based on previous gas hydrate research, we correlate comprehensive geochemical indicators, the gradients of sulfate, calcium plus magnesium, and iodide, to the occurrence of underlying gas hydrate in marine sediments. The approach is based on the influence of the occurrence of gas hydrate on the geochemical characteristics of shallow pore water and was tested by correlating the collective gradients to known areas of gas hydrate. This result is compared with the hydrate detection results of GMGS1 and GMGS3. Based on this geochemical criterion, we also predict another promising area for future gas hydrate exploration in the northern SCS through the geographic information system. We believe that this research will benefit the future exploration of gas hydrate and will arouse a lot of interest from other researchers.</p>
</sec>
<sec id="s3">
<title>2 Geological setting and methods</title>
<p>The South China Sea, tectonically controlled by interactions of Eurasian Plate, Pacific Plate, and Indo-Australian Plate, is one of the largest marginal basins in the western Pacific Ocean (<xref ref-type="bibr" rid="B44">Li, et al., 2012</xref>; <xref ref-type="bibr" rid="B90">Wang et al., 2013</xref>). A series of sedimentary basins (e.g., the Taixinan Basin, the Pearl River Mouth Basin, and the Qiongdongnan Basin) in the northern SCS are filled with Mesozoic and Cenozoic sediments, whose largest thickness is over 10 km. The thick sediments provide ideal methane sources for gas hydrate formation (<xref ref-type="bibr" rid="B48">L&#xfc;dmann and Wong, 1999</xref>). Moreover, the northern slope of the SCS has a water depth of 200&#x223c;3400 m and a bottom water temperature of 2&#x223c;5 &#xb0;C, these temperature and pressure conditions are suitable for gas hydrate formation (<xref ref-type="bibr" rid="B82">Yao, 2001</xref>).</p>
<p>The study region, the Shenhu area, is situated in the middle of the northern slope of SCS (between the Xisha Trough and the Dongsha Islands) (<xref ref-type="fig" rid="F1">Figure 1</xref>). In this area, quantities of deepwater sedimentary fan have developed since Neogene, with average sedimentation rates of 110, 38, 27 m Ma<sup>-1</sup> for Pleistocene, Pliocene, Miocene respectively (<xref ref-type="bibr" rid="B77">Wu et al., 2011</xref>). A series of high-angle faults and vertical fracture systems cut the sedimentary section since Pliocene. A series of central diapiric areas such as gas chimneys are well developed in the Shenhu area, providing favorable geological environments and structures for gas hydrate formation (<xref ref-type="bibr" rid="B49">L&#xfc;dmann et al., 2001</xref>; <xref ref-type="bibr" rid="B78">Wu et al., 2004</xref>). High-resolution seismic investigations show that most of BSRs are 150-350 m below the seafloor (<xref ref-type="bibr" rid="B76">Wu et al., 2013</xref>). In order to detect the occurrences and determine the distribution of gas hydrates, some surveys have been carried out by Guangzhou Marine Geological Survey since the 1990s. Hundreds of piston cores were recovered by research vessels of the Guangzhou Marine Geological Survey in recent years.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Major basins of the South China Sea and the location of the study area (Modified from <xref ref-type="bibr" rid="B83">Ye et al., 2016</xref>). The right part exhibits the detailed situation of the research region, including the information of piston cores we used in the article.</p>
</caption>
<graphic xlink:href="feart-10-882207-g001.tif"/>
</fig>
<p>All the geochemical data were measured at the state key laboratory for mineral deposits research, Nanjing University. The anions and cations of pore water except iodide were measured by an ion chromatography (Metrohm 790-1, Metrosep A Supp 4-250/Metrosep C 2-150). Anions were eluted by 1.8 mM Na<sub>2</sub>CO<sub>3</sub> &#x2b; 1.7 mM NaHCO<sub>3</sub>. For cation system, ions were eluted by 4 mM dihydroxysuccinic acid &#x2b; 0.75 mM pyridinedicarboxylic acid. In both systems, the flow rate of eluent was set at 1.0 mL/min, and the relative standard deviation of the measurement results was less than 3%. Iodide was measured using an inductive couple plasma mass spectrometry (ICP-MS) (Element II, ThermoFisher), and the analytical precisions were estimated to be &#x3c;2%. Samples for iodide measurement was prepared by diluting in 1&#x2030; aqua ammonia with 10 ppb of Rh as an internal standard.</p>
<p>The gradients of indicators are calculated by least-squares fitting, generating a correlation coefficient (r<sup>2</sup>) used to access the linearity of geochemical profiles. Detailed data of core sites are shown in <xref ref-type="table" rid="T1">Table 1</xref>. The r<sup>2</sup> value ranges from 0-1, which represents a strong correlation at value 1, a decoupling correlation at value 0. Both the gradient and corresponding r<sup>2</sup> values are mapped over the study area using Surfer&#xae; software.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>The detailed data of core sites, which are used to draw contour maps.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Core site</th>
<th align="center">BSR present?</th>
<th align="center">Water Depth</th>
<th align="center">Sulfate gradient (mM/m)</th>
<th align="center">r<sup>2</sup> value</th>
<th align="center">Ca &#x2b; Mg gradient (mM/m)</th>
<th align="center">r<sup>2</sup> value</th>
<th align="center">Iodide gradient (&#x3bc;M/m)</th>
<th align="center">r<sup>2</sup> value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">HS23PC</td>
<td align="left">Yes</td>
<td align="center">1301</td>
<td align="center">-2.79</td>
<td align="center">0.92</td>
<td align="center">-0.49</td>
<td align="center">0.78</td>
<td align="center">6.98</td>
<td align="center">0.98</td>
</tr>
<tr>
<td align="left">HS57PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">2930</td>
<td valign="top" align="center">-0.31</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">-0.20</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.81</td>
</tr>
<tr>
<td align="left">60PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">2314</td>
<td valign="top" align="center">-0.92</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">0.13</td>
<td valign="top" align="center">0.38</td>
</tr>
<tr>
<td align="left">HS217PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">1204</td>
<td valign="top" align="center">-1.85</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">-0.18</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">10.08</td>
<td valign="top" align="center">0.89</td>
</tr>
<tr>
<td align="left">HS219PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">1266</td>
<td valign="top" align="center">-1.62</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">-2.68</td>
<td valign="top" align="center">0.54</td>
<td valign="top" align="center">5.17</td>
<td valign="top" align="center">0.99</td>
</tr>
<tr>
<td align="left">HS243PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">2072</td>
<td valign="top" align="center">-0.69</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">-0.85</td>
<td valign="top" align="center">0.36</td>
<td valign="top" align="center">1.75</td>
<td valign="top" align="center">0.13</td>
</tr>
<tr>
<td align="left">HS247PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">2505</td>
<td valign="top" align="center">-0.66</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">-0.69</td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">1.07</td>
<td valign="top" align="center">0.96</td>
</tr>
<tr>
<td align="left">HS251PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">2282</td>
<td valign="top" align="center">-0.2</td>
<td valign="top" align="center">0.37</td>
<td valign="top" align="center">-0.18</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">0.54</td>
<td valign="top" align="center">0.12</td>
</tr>
<tr>
<td align="left">HS253PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">2453</td>
<td valign="top" align="center">-0.53</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">-1.81</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">0.94</td>
</tr>
<tr>
<td align="left">HS260PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">2794</td>
<td valign="top" align="center">-0.22</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">-1.25</td>
<td valign="top" align="center">0.29</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center">0.25</td>
</tr>
<tr>
<td align="left">HS296PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">1094</td>
<td valign="top" align="center">-1.77</td>
<td valign="top" align="center">0.72</td>
<td valign="top" align="center">-3.15</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">8.29</td>
<td valign="top" align="center">0.99</td>
</tr>
<tr>
<td align="left">HS359PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">940</td>
<td valign="top" align="center">-2.56</td>
<td valign="top" align="center">0.77</td>
<td valign="top" align="center">-1.88</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">10.35</td>
<td valign="top" align="center">0.93</td>
</tr>
<tr>
<td align="left">HS08-5PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">2140</td>
<td valign="top" align="center">-0.58</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.95</td>
</tr>
<tr>
<td align="left">HS08-6PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">2385</td>
<td valign="top" align="center">-0.53</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.88</td>
</tr>
<tr>
<td align="left">HS08-7PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">2660</td>
<td valign="top" align="center">-0.65</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="center">-1.48</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">0.99</td>
</tr>
<tr>
<td align="left">HS08-14PC</td>
<td align="left">Yes</td>
<td valign="top" align="center">3320</td>
<td valign="top" align="center">-0.39</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">0.54</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">0.88</td>
</tr>
<tr>
<td align="left">HS389PC</td>
<td align="left">No</td>
<td valign="top" align="center">1380</td>
<td valign="top" align="center">-1.48</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">-1.64</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">3.17</td>
<td valign="top" align="center">0.62</td>
</tr>
<tr>
<td align="left">HS396PC</td>
<td align="left">No</td>
<td valign="top" align="center">1210</td>
<td valign="top" align="center">-2.76</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">-1.62</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">10.75</td>
<td valign="top" align="center">0.93</td>
</tr>
<tr>
<td align="left">HS412PC</td>
<td align="left">No</td>
<td valign="top" align="center">740</td>
<td valign="top" align="center">-2.65</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">-2.85</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">8.23</td>
<td valign="top" align="center">0.94</td>
</tr>
<tr>
<td align="left">HS428PC</td>
<td align="left">No</td>
<td valign="top" align="center">766</td>
<td valign="top" align="center">-3.72</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="center">-2.12</td>
<td valign="top" align="center">0.27</td>
<td valign="top" align="center">11.3</td>
<td valign="top" align="center">0.99</td>
</tr>
<tr>
<td align="left">HS446PC</td>
<td align="left">No</td>
<td valign="top" align="center">710</td>
<td valign="top" align="center">-2.47</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">-1.11</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">3.04</td>
<td valign="top" align="center">0.19</td>
</tr>
<tr>
<td align="left">HS08-8PC</td>
<td align="left">No</td>
<td valign="top" align="center">1960</td>
<td valign="top" align="center">-0.36</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">-1.76</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.79</td>
</tr>
<tr>
<td align="left">HS08-11PC</td>
<td align="left">No</td>
<td valign="top" align="center">2178</td>
<td valign="top" align="center">-0.63</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="center">-1.02</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">0.99</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec sec-type="results" id="s4">
<title>3 Results</title>
<p>We analyzed 246 pore water samples from 23 piston cores in Shenhu area (<xref ref-type="fig" rid="F1">Figure 1</xref>). Due to the space limitation and since the gradient redox is what we mainly discuss, in this paper we only show the gradient and r<sup>2</sup> calculated from sulfate, iodide and calcium plus magnesium concentration profiles (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<p>The downward concentration gradients of sulfate, calcium plus magnesium ions and iodide vary from -0.2 to -3.72, from 0.94 to -3.15 and from 0.13 to 11.3, respectively.</p>
<p>HS428PC has the steepest decreasing gradient of sulfate and the steepest increasing gradient of iodide. HS251PC has the lowest sulfate decreasing gradient and HS60PC has the lowest iodide increasing gradient. For calcium plus magnesium, the downward gradient values exhibit both negative and positive. The highest downward increasing gradient of calcium plus magnesium occurs in HS08-6PC and the highest downward decreasing gradient is in HS296PC. Almost all the sites with relatively high absolute gradient values have the r<sup>2</sup> values close to 1.</p>
<p>The absolute values of sulfate and iodide downward gradient have a positive relationship, which means that when sulfate decreasing trend is steeper, the iodide has a steeper increasing trend. The calcium plus magnesium concentration gradient is more complicated, but in general, the absolute values exhibit a positive relationship with sulfate and iodide.</p>
<p>The sites with highest absolute gradient values of sulfate, iodide or authigenic carbonate intensity [i.e., the depletion of (Ca<sup>2&#x2b;</sup>) &#x2b; (Mg<sup>2&#x2b;</sup>)] are invariably distributed in the northeast region of the study area (in red circles from <xref ref-type="fig" rid="F2">Figure 2A</xref>, <xref ref-type="fig" rid="F3">Figure 3A</xref> and <xref ref-type="fig" rid="F4">Figure 4A</xref>) where the r<sup>2</sup> values are also high. The absolute gradient values gradually decrease from the northeast corner to the rest of the study area, with most of study area showing low absolute values except the northeast region. In addition, it has to be noticed that high r<sup>2</sup> values also exist in other regions except for the northeast area.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Contour maps of sulfate gradient in units of mM/meter <bold>(A)</bold> and corresponding r2 values <bold>(B)</bold> in the research area. Note the location of cores identified by green-filled circles and BSR outlines (white, from GMGS reports). The stars represent the drill sites, in which gas hydrates were recovered (blue stars represent GMGS1, yellow stars represent GMGS3). The squares represent the drill sites which has no gas hydrates recovered. In 6A, the lighter color indicates a larger gradient, which indicates a higher possibility of gas hydrate existence. In 6B, warmer colors (red) indicate a sulfate gradient that is closer to linearity, usually representing a larger portion of sulfate depletion due to AOM. Based on the gradient and r2, the most promising area is inferred which are marked by red circles in 6A.</p>
</caption>
<graphic xlink:href="feart-10-882207-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Contour maps of gradients of authigenic carbonate precipitation intensity in units of mM/meter <bold>(A)</bold> and corresponding r<sup>2</sup> values <bold>(B)</bold> in the research area. Note the location of cores identified by green-filled circles and BSR outlines (white, from GMGS reports). The stars represent the drill site, in which gas hydrates were recovered (blue stars represent GMGS1, yellow stars represent GMGS3). The squares represent the drill site that has no gas hydrates recovered. In 7A, the lighter color indicates a larger gradient, which indicates a higher possibility of gas hydrate existence. In 7B, warmer colors (red) indicate that the corresponding gradient is closer to linearity. Based on the gradient and r<sup>2</sup>, the most promising area is inferred which are marked by red circles in 7A.</p>
</caption>
<graphic xlink:href="feart-10-882207-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Contour maps of iodine gradient in units of &#x3bc;M/meter <bold>(A)</bold> and corresponding r<sup>2</sup> values <bold>(B)</bold> in the research area. Note the location of cores identified by green-filled circles and BSR outlines (white, from GMGS reports). The stars represent the drill site, in which gas hydrates were recovered (blue stars represent GMGS1, yellow stars represent GMGS3). The squares represent the drill site that has no gas hydrates recovered. In 8A, the lighter color indicates the larger gradient, which indicates a higher possibility of gas hydrate existence. In 8B, warmer colors (red) indicate that the corresponding gradient is closer to linearity. Based on the gradient and r<sup>2</sup>, the most promising area is inferred which are marked by red circles in 8A.</p>
</caption>
<graphic xlink:href="feart-10-882207-g004.tif"/>
</fig>
</sec>
<sec sec-type="discussion" id="s5">
<title>4 Discussion</title>
<sec id="s5-1">
<title>4.1 Geochemical Anomalies Associated With Gas Hydrate</title>
<sec id="s5-1-1">
<title>4.1.1 AOM Process</title>
<p>In the gas hydrate-bearing areas, AOM is usually strong due to the enrichment of methane. Methane flux from below causes a significant portion of the interstitial sulfate pool to be consumed through AOM and deplete sulfate more rapidly than OSR alone (<xref ref-type="bibr" rid="B9">Borowski et al., 1996</xref>; <xref ref-type="bibr" rid="B7">Borowski et al., 2000</xref>). Under the correct condition, intense AOM can result in the linear depletion of sulfate, while OSR leads to a convex curve of the sulfate gradient. (<xref ref-type="bibr" rid="B9">Borowski et al., 1996</xref>; <xref ref-type="bibr" rid="B58">Niew&#xf6;hner et al., 1998</xref>; <xref ref-type="bibr" rid="B18">Dickens, 2001</xref>; <xref ref-type="bibr" rid="B32">Joye et al., 2004</xref>). Thus, under the condition where AOM is intense due to the upward methane flux from below in the methane seepage area of the gas hydrate zone, the curve of sulfate gradient is impacted mainly by AOM rather than OSR. As shown in <xref ref-type="fig" rid="F5">Figure 5A</xref>, the rapid consumption of sulfate with depth is common in gas hydrate-bearing sites all over the world. Despite the general downtrend, there are some differences in sulfate gradients among different regions due to the various tectonic and sedimentary environments. For the same region, larger methane flux usually leads to steeper sulfate gradients, as clearly shown in <xref ref-type="fig" rid="F5">Figure 5A</xref>. For example, in Black Ridge, the methane flux of Site 995 is larger than Site 991, and the sulfate gradient of Site 995 is steeper. A similar situation occurs in Hydrate Ridge where the sulfate gradient of Site 1,251 is steeper than that of Site 1,244 perhaps due to the larger methane flux of Site 1,251.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Profiles of sulfate <bold>(A)</bold> and calcium <bold>(B)</bold> with depth in gas hydrate-bearing areas worldwide. Data are selected from Hydrate Ridge (HR) (<xref ref-type="bibr" rid="B53">Milkov et al., 2003</xref>; <xref ref-type="bibr" rid="B71">Torres et al., 2004</xref>), Blake Ridge (BR) (<xref ref-type="bibr" rid="B9">Borowski et al., 1996</xref>; <xref ref-type="bibr" rid="B65">Rodriguez et al., 2000</xref>; <xref ref-type="bibr" rid="B18">Dickens, 2001</xref>), Nankai Trough (NT) (<xref ref-type="bibr" rid="B34">Kastner et al., 1993</xref>; <xref ref-type="bibr" rid="B57">Newberry et al., 2004</xref>), Peru Margin (PM) (<xref ref-type="bibr" rid="B35">Kastner et al., 1990</xref>; <xref ref-type="bibr" rid="B41">Kvenvolden and Kastner, 1990</xref>), North Cascadia (NC) (<xref ref-type="bibr" rid="B47">Lu et al., 2008</xref>), Gulf of Mexico (GOM) (<xref ref-type="bibr" rid="B1">Aharon and Fu, 2000</xref>), Costa Rica (CR) (<xref ref-type="bibr" rid="B69">Teichert et al., 2009</xref>), South China Sea (SCS) (<xref ref-type="bibr" rid="B77">Wu et al., 2011</xref>; <xref ref-type="bibr" rid="B83">Ye et al., 2016</xref>) and Ulleung Basin (UB) (<xref ref-type="bibr" rid="B38">Kim et al., 2007</xref>; <xref ref-type="bibr" rid="B36">Kim et al., 2011</xref>).</p>
</caption>
<graphic xlink:href="feart-10-882207-g005.tif"/>
</fig>
<p>Increased consumption of sulfate through AOM also can result in increases in alkalinity near the SMTZ, producing a diagenetic environment beneficial to the precipitation of dissolved calcium and magnesium to form authigenic carbonate cement:<disp-formula id="e3">
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<p>Concentrations of calcium and magnesium ions usually decrease with depth (<xref ref-type="bibr" rid="B63">Raiswell, 1988</xref>; <xref ref-type="bibr" rid="B5">Blair and Aller, 1995</xref>; <xref ref-type="bibr" rid="B65">Rodriguez et al., 2000</xref>; <xref ref-type="bibr" rid="B70">Tong et al., 2013</xref>). As the result of authigenic carbonate precipitation, Ca<sup>2&#x2b;</sup> exhibits a similar downward trend to that of sulfate in these gas hydrate-bearing sites (<xref ref-type="fig" rid="F5">Figure 5B</xref>). The concentrations of calcium and magnesium ions decrease as the alkalinity rises with depth. The alkalinity often reaches its maximum in the SMTZ, as exemplified in both Blake Ridge and Hydrate Ridge (<xref ref-type="fig" rid="F5">Figure 5B</xref>). It shows that AOM has a great effect on calcium and magnesium ions. Consequently, strong authigenic carbonate precipitation could occur in the gas hydrate-bearing areas.</p>
</sec>
<sec id="s5-2">
<title>4.1.2 Decomposition of Organic Matter</title>
<p>The gas source that is necessary for hydrate formation, thermogenic or biogenic, ultimately originates from the decomposition of organic matter (<xref ref-type="bibr" rid="B42">Kvenvolden and McMenamin, 1980</xref>; <xref ref-type="bibr" rid="B39">Kvenvolden, 1998</xref>; <xref ref-type="bibr" rid="B15">Clennell et al., 1999</xref>; <xref ref-type="bibr" rid="B72">Wallmann et al., 2006</xref>). Biophilic elements such as iodine are also released in the process of organic matter decomposition, contributing dissolved iodide (I<sup>-</sup>) to pore waters:<disp-formula id="e4">
<mml:math id="m5">
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<mml:mn>2</mml:mn>
<mml:mi mathvariant="normal">&#x3ba;</mml:mi>
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</mml:msup>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>Where &#x3ba; represents the molar fraction of iodide in organic matter.</p>
<p>Within sulfate reduction zone, the organic matters are reduced by sulfate, and also release the iodide:<disp-formula id="e5">
<mml:math id="m6">
<mml:mrow>
<mml:mn>2</mml:mn>
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<label>(5)</label>
</disp-formula>Where &#x3ba; also represents the molar fraction of iodide in organic matter. High iodide gradient implies a high organic matter decomposition rate, no matter in gas source region below SMTZ or sulfate reduction zone, which will cause a high reaction rate of both methanogenesis and OSR. Therefore, high methane flux can still be indicated by high iodide gradient although the OSR rate can be high. In addition, the iodide migrates from gas source can elevate the iodide gradient to several magnitude high (e.g., HS428PC relative to 60PC), which is much more significant than the iodide released from OSR.</p>
<p>As a result, iodide exhibits abnormally high concentration in gas hydrate-bearing areas (<xref ref-type="bibr" rid="B34">Kastner et al., 1993</xref>; <xref ref-type="bibr" rid="B52">Martin et al., 1993</xref>; <xref ref-type="bibr" rid="B20">Egeberg and Dickens, 1999</xref>; <xref ref-type="bibr" rid="B23">Fehn et al., 2003</xref>; <xref ref-type="bibr" rid="B22">Fehn et al., 2006</xref>; <xref ref-type="bibr" rid="B81">Yang et al., 2010</xref>). As shown in <xref ref-type="fig" rid="F6">Figure 6</xref> in gas hydrate-bearing areas, the iodide concentration of pore water ([I<sup>-</sup>]<sub>porewater</sub>) increases to several hundred times that of the seawater value ([I<sup>-</sup>]<sub>seawater</sub>). There is also a regional variation in iodide gradient because the types and activity of organic matter that have a regional difference could affect the process of decomposition. The organic matter of large activity is liable to decomposition.It is noteworthy that the abnormally high concentration of iodide is not only supplied by the decomposition of local organic matter but may also be influenced by other sources (<xref ref-type="bibr" rid="B22">Fehn et al., 2006</xref>; <xref ref-type="bibr" rid="B47">Lu et al., 2008</xref>). <xref ref-type="bibr" rid="B22">Fehn et al. (2006)</xref> proposed that a large fraction of the iodine is derived from another source that was located to the east (40 km) of Hydrate Ridge through the iodine isotopic dating of pore water. Because of the similar diffusion coefficients between iodide and methane, external fluids from organic matter decomposition simultaneously transport iodine and methane to this site, which promotes the gas hydrate formation by offering a major fraction of methane in the Oregon Hydrate Ridge. To conclude, the high concentration of iodide would reflect massive organic matter decomposition, no matter from internal or external sources, which is helpful to the formation of gas hydrate.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Profile of iodide concentration with depth in pore water worldwide. Data are selected from Nankai Trough (NK) (<xref ref-type="bibr" rid="B23">Fehn et al., 2003</xref>; <xref ref-type="bibr" rid="B56">Muramatsu et al., 2007</xref>), Hydrate Ridge (HR) (<xref ref-type="bibr" rid="B71">Torres et al., 2004</xref>; <xref ref-type="bibr" rid="B21">Fehn et al., 2005</xref>; <xref ref-type="bibr" rid="B47">Lu et al., 2008</xref>), Blake Ridge (BR) (<xref ref-type="bibr" rid="B20">Egeberg and Dickens, 1999</xref>), South China Sea (SCS) (<xref ref-type="bibr" rid="B81">Yang et al., 2010</xref>) and Peru Margin (PM) (<xref ref-type="bibr" rid="B52">Martin et al., 1993</xref>).</p>
</caption>
<graphic xlink:href="feart-10-882207-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s5-3">
<title>4.2 Definition of Anomaly Indicators</title>
<p>In gas hydrate-bearing areas, the upward methane flux usually exists due to the more likely methane seepage, which may lead to steep sulfate gradients and carbonate precipitation. What&#x2019;s more, the enrichment of iodide may also indicate the existence of the regional methane source because the iodine and methane may be derived from the same source. Accordingly, we use three pore-water geochemical indicators &#x2013; sulfate gradients, calcium plus magnesium gradients (a proxy for authigenic carbonate formation), and iodide gradient to recognize potential gas hydrate occurrence in underlying sediments. In each case, the higher the gradient, the greater the possibility of gas hydrate formation (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>The definition of the gradients of sulfate, Mg<sup>2&#x2b;</sup>&#x2b;Ca<sup>2&#x2b;</sup>, and iodide. For all these indicators, the gradient of line A is larger than that of line B.</p>
</caption>
<graphic xlink:href="feart-10-882207-g007.tif"/>
</fig>
<p>As mentioned above, magnesium and calcium are sensitive to the flux of methane, and iodine reflects the potentiality of the gas source. The indicator proposed here has several advantages over the SMTZ depth proxy. One major shortcoming of using the SMTZ depth as the indicator for hydrate recognition is that the SMTZ depth is liable to be altered by environmental factors such as irrigation, bioturbation, and submarine slide displacement (<xref ref-type="bibr" rid="B24">Fossing et al., 2000</xref>; <xref ref-type="bibr" rid="B85">Zabel and Schulz, 2001</xref>; <xref ref-type="bibr" rid="B17">Croguennec et al., 2016</xref>). As shown in <xref ref-type="fig" rid="F8">Figure 8</xref>, the SMTZ of Site A is shallower than that of Site B, which nevertheless contains an interfered part. In this case, using the SMTZ depth as the indicator for hydrate recognition may result in erroneous results. However, by using the gradient of sulfate as the indicator, the correct conclusion can be obtained.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Alteration of depth to the sulfate-methane transition zone (SMTZ) by various processes such as irrigation, bioturbation, and submarine sediment slides. Note that the SMTZ depth of A is shallower than that of B and possesses a different gradient.</p>
</caption>
<graphic xlink:href="feart-10-882207-g008.tif"/>
</fig>
</sec>
<sec id="s5-4">
<title>4.3 The Contour Maps of three Indicators and Corresponding r<sup>2</sup> Value in the Shenhu Area</title>
<p>We have accumulated sizeable piston-coring data in the study area during the past decade, which provides us with an ideal chance to test the robustness of this new criterion. The gradients of the three indicators (i.e., sulfate, Mg<sup>2&#x2b;</sup>&#x2b;Ca<sup>2&#x2b;</sup>, and iodine) of all the core sites in the research area are presented in the form of contour maps. For each indicator, the r<sup>2</sup> values are also given in the corresponding contour map to characterize the shape and linearity of the concentration profile and further assess its relationship to AOM and underlying gas hydrate. The distribution of BSRs on contour maps is acquired from Guangzhou Marine Geological Survey reports.</p>
<sec id="s5-4-1">
<title>4.3.1 Sulfate Gradient</title>
<p>Mapping results of sulfate gradients are shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>. In <xref ref-type="fig" rid="F2">Figure 2A</xref>, the lighter the color is, the larger the sulfate gradient is (see <xref ref-type="fig" rid="F7">Figure 7</xref> for the definition), which corresponds to a larger possibility of hydrate existence. The lightest colors can be found mainly in the northeast of the study area and are roughly divided into two parts. Both two parts (red circles) are the most promising areas for gas hydrate occurrence. The yellow stars and blue stars in <xref ref-type="fig" rid="F2">Figure 2</xref> are drill sites where gas hydrate samples have been collected in GMGS1 and GMGS3 expedition (yellow represents GMGS1, blue represents GMGS3), including the first gas hydrate sample of China, recovered during the GMGS1 expedition, 2007 (<xref ref-type="bibr" rid="B76">Wu et al., 2013</xref>). The yellow squares and blue squares in <xref ref-type="fig" rid="F2">Figure 2</xref> represent drill sites that have no gas hydrate samples recovered. It is shown in <xref ref-type="fig" rid="F2">Figure 2A</xref> that the stars locate mostly in one of the red circles, while squares locate mainly out of the red circles. It indicates that the gradient of the sulfate is related to the occurrence of gas hydrate to some extent. Corresponding r<sup>2</sup> values of stars are also high (close to 1) in the contour map of r<sup>2</sup> (<xref ref-type="fig" rid="F2">Figure 2B</xref>). The other red circle is the promising area predicted by this criterion for gas hydrate occurrence and it needs to be tested by future exploration.</p>
</sec>
<sec id="s5-4-2">
<title>4.3.2 Authigenic Carbonate Precipitation Intensity</title>
<p>The contour map of the intensity of authigenic carbonate precipitation exhibits a similar result to that of sulfate gradients (<xref ref-type="fig" rid="F3">Figure 3A</xref>). It also suggests that the northeastern part of the study area, which however could be roughly divided into three small parts, is the most promising area of gas hydrate occurrence. The stars are located in the middle red circle, which is coherent with the mapping result of the criterion. Also, the other two red circles are promising areas for gas hydrate occurrence. In <xref ref-type="fig" rid="F3">Figure 3B</xref>, the corresponding r<sup>2</sup> values in the red circles are high (close to 1), which ensures the reliability of the gradient estimation.</p>
</sec>
<sec id="s5-5">
<title>4.3.3 Iodide Gradient</title>
<p>As for iodide, in the contour map (<xref ref-type="fig" rid="F4">Figure 4</xref>), the lighter (white area) the color is, the larger the gradient is. In <xref ref-type="fig" rid="F4">Figure 4A</xref>, two promising areas (red circles) for gas hydrate occurrence are identified. For the third time, the stars are located in one of the red circles, which is again coherent with the mapping result of the criterion. The other circle is a promising area for the existence of gas hydrate. The r<sup>2</sup> values in the red circles are also close to 1, which again supports the reliability of the gradient values.</p>
</sec>
</sec>
<sec id="s5-6">
<title>4.4 The Correlation of Anomaly Indicators</title>
<p>Through the correlation diagrams of authigenic carbonate precipitation intensity, sulfate, and iodine gradients of the study area, there is some correlation among them (<xref ref-type="fig" rid="F9">Figure 9</xref>). It suggests that all of them are controlled by similar factors, i.e., the decomposition of organic matter and methane production. On the one hand, the organic matter fermentation and disintegration (both biological and thermal decomposition) could release methane and iodide, so the increase in methane and iodide are coupled to some degree. On the other hand, an increased flux of methane would strengthen the AOM process, which fuels the sulfate reduction and the precipitation of calcium and magnesium. Thus, we propose that these three indicators could be used together as powerful tools in the exploration of gas hydrates.</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Correlation of authigenic carbonate precipitation intensity (denoted as ACP), sulfate, and iodide gradients in the study area. The relation of these three gradients shows a good correlation (r<sup>2</sup> is 0.75, 0.85, 0.71 respectively). It indicates that the gradients of sulfate, Ca &#x2b; Mg, and iodide is influenced by the same factors (AOM, methane flux, and the decomposition of organic matter)</p>
</caption>
<graphic xlink:href="feart-10-882207-g009.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s6">
<title>5 Conclusion</title>
<p>We investigated the concentration profiles of sulfate, calcium, magnesium and iodide in pore water from worldwide main gas hydrate-bearing sites. Each kind of ion has a similar trend in different sites, but shows different downward gradients.</p>
<p>The gradients of sulfate concentration, calcium plus magnesium concentration and authigenic carbonate precipitation intensity can indicate the rate of AOM, which is mainly influenced by the flux of methane. Iodide concentration is strongly affected by the decomposition of organic matter from gas source, and can indicate the methane flux from below or other sources. Thus, the higher the values of these indicators are, the more likely gas hydrate exists in the deep. Also, in some cases where irrigation, bioturbation or submarine slide displacement occurs, the depth of SMTZ is not accurate to indicate the flux of methane, and the sulfate gradient can be a more accurate one.</p>
<p>According to the response of pore water composition in shallow sediment to the high flux of methane in gas hydrate-bearing areas, we proposed that the gradients of sulfate, authigenic carbonate precipitation, and iodide together could be comprehensively employed as the indicators in the exploration of gas hydrate. These indicators were applied to the Shenhu area, SCS, and the results were presented in the form of contour maps. Satisfactory, the most promising area for hydrate occurrence predicted in the three contour maps is consistent with the discovery of GMGS1 and GMGS3 expeditions, which indicates the availability of this criterion. According to the criterion, a new promising area for the existence of gas hydrate was identified, though it needs to be tested by future exploration. We believe that this new geochemical criterion will benefit the exploration of gas hydrate in the future.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s8">
<title>Author Contributions</title>
<p>TY provided the main idea and financial support. XA wrote the main part of the manuscript. RZ checked the English and finished the manuscript. YL finished the experiments in the manuscript. PS gave some important suggestions about manuscript revision.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Funding</title>
<p>This study was supported by National Natural Science Foundation of China (41873011) and National Key Scientific Project organized by the China Geological Survey (Grant No. GZH201200305-06-03).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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 sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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