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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.2025.1557963</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>Heavy metal alarm of marine fish consumption surrounding Qiongzhou Strait, the South China Sea</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Peng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ye</surname>
<given-names>Zijun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Liping</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Xuefeng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/776476/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Wei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1502132/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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<aff id="aff1">
<sup>1</sup>
<institution>School of Environmental Science and Engineering, Guangzhou University</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Fisheries, Guangdong Ocean University</institution>, <addr-line>Zhanjiang</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Jia Li, Yibin University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Chen-Feng You, National Cheng Kung University, Taiwan</p>
<p>Satyanarayan Bramha, Indira Gandhi Centre for Atomic Research (IGCAR), India</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Wei Zhang, <email xlink:href="mailto:zh_wei@gzhu.edu.cn">zh_wei@gzhu.edu.cn</email>; Xuefeng Wang, <email xlink:href="mailto:xuefeng1999@126.com">xuefeng1999@126.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>04</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1557963</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>01</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>03</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Zhang, Ye, Huang, Wang and Zhang</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Zhang, Ye, Huang, Wang and Zhang</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>Heavy metal pollution presents a significant concern in marine ecosystems, posing a serious threat. Monitoring the levels of heavy metals in marine fish is crucial for safeguarding human health. This study specifically investigates the bioaccumulation of eight elements (arsenic (As), cadmium (Cd), chromium (Cr), copper (Cu), nickel (Ni), lead (Pb), selenium (Se), and zinc (Zn)) in marine fish in the Qiongzhou Strait in the South China Sea. Zn emerged as the predominant heavy metal, with an average concentration of 39.5 &#x3bc;g/g. Most marine fish showed a low risk of heavy metal intake, <italic>Pampus argenteus</italic> exhibited the lowest risk at 10<sup>&#x2013;6</sup>. Moreover, caution is advised regarding the consumption of <italic>Uroconger lepturus</italic> due to its elevated risk of As bioaccumulation, with levels reaching 70.1 &#x3bc;g/g, contributing significantly to the total target hazard quotient at 94.3% (3.64). This study provides valuable recommendations for coastal environmental protection and the prevention of ecological incidents.</p>
</abstract>
<abstract abstract-type="graphical">
<title>Graphical Abstract</title>
<p>
<graphic xlink:href="fmars-12-1557963-g008.tif" position="anchor"/>
</p>
</abstract>
<kwd-group>
<kwd>heavy metal</kwd>
<kwd>marine fish</kwd>
<kwd>health risk</kwd>
<kwd>Qiongzhou strait</kwd>
<kwd>South China Sea</kwd>
</kwd-group>
<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="7"/>
<table-count count="1"/>
<equation-count count="5"/>
<ref-count count="50"/>
<page-count count="13"/>
<word-count count="6252"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Pollution</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Heavy metal pollution has become a significant environmental issue globally, particularly in marine ecosystems (<xref ref-type="bibr" rid="B35">Wang, 2012</xref>; <xref ref-type="bibr" rid="B45">Zhang et&#xa0;al., 2022</xref>). The excessive discharge resulting from anthropogenic activities has established heavy metals as the predominant pollutants in marine environments. Along coastal waters, substantial quantities of heavy metals exhibit properties such as bioaccumulation, biotransformation, and biomagnification within marine fish, thereby posing substantial threats to both local ecosystem and human health (<xref ref-type="bibr" rid="B42">Zhang et&#xa0;al., 2018</xref>), with particular concerns revolving around arsenic (As) (<xref ref-type="bibr" rid="B47">Zhang and Wang, 2012</xref>), mercury (Hg) (<xref ref-type="bibr" rid="B38">Wei et&#xa0;al., 2024</xref>), and copper (Cu) (<xref ref-type="bibr" rid="B34">Vignardi et&#xa0;al., 2023</xref>). Among these heavy metals, As is particularly alarming due to its widespread use and high toxicity to humans, potentially resulting in significant consequences regarding the impact of heavy metals.</p>
<p>Marine fish not only serve as a vital protein source for human consumption but also play a crucial role in monitoring heavy metal pollutants (<xref ref-type="bibr" rid="B36">Wang et&#xa0;al., 2014</xref>). The consumption of marine fish has become essential for human protein needs, encompassing raw fish consumption, fish processing, and fish trade. Roughly 1 billion individuals worldwide depend on the fishing trade and processing industry for their sustenance (<xref ref-type="bibr" rid="B29">Oosterveer, 2008</xref>). Fish protein is a nutritive infant food and is recommended for pregnant women to meet their protein and vitamin B12 requirements (<xref ref-type="bibr" rid="B27">Mamun et&#xa0;al., 2024</xref>). Global fish consumption has significantly increased from 23 kg/person to 42 kg/person in recent years (<xref ref-type="bibr" rid="B7">Desiere et&#xa0;al., 2018</xref>). Nevertheless, as the modern fish trade chain strengthens the connection between production and consumption, there is an urgent necessity to monitor the pollution of marine fish sources to mitigate potential risks associated with heavy metals.</p>
<p>The contamination of marine fish by heavy metals presents a persistent and significant challenge within various marine ecosystem issues, representing a long-standing global aquatic concern (<xref ref-type="bibr" rid="B13">Gui et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B40">Yan et&#xa0;al., 2022</xref>). Over the past 5 years, numerous incidents involving marine organisms in Asia, Europe, and America have triggered widespread alarm. For instance, in Jiaozhou Bay, marine fish, crustaceans, and mollusks have been discovered to be contaminated with several heavy metals, with fish showing chromium (Cr) concentrations reaching up to 0.35 mg/kg (<xref ref-type="bibr" rid="B34">Vignardi et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Hou et&#xa0;al., 2024</xref>). Carcinogenic heavy metals such as As and lead (Pb) are also increasing prevalent in marine fish, with Pb concentrations in the muscle tissue of female and male <italic>Merluccius merluccius</italic> measuring 0.258 mg/kg and 0.315 mg/kg, respectively, in Oran Bay on the western Algerian Mediterranean coast (<xref ref-type="bibr" rid="B8">Djellouli et&#xa0;al., 2023</xref>). Given the discharge of heavy metals into coastal waters, rapidly developing coastal regions should prioritize addressing the issue of heavy metal contamination in marine fish. Monitoring heavy metal pollution in marine fish is crucial not only for the ecosystem but also for the well-being of local communities.</p>
<p>The Qiongzhou Strait and its adjacent areas, situated in the South China Sea, are subject to substantial human impact. Consequently, these waters have been selected as a typical marine ecosystem for assessing the levels of heavy metal pollutants in coastal fish populations. The South China Sea, renowned for its robust economic activities and maritime transportation, serves as a prominent tropical fishery region for seafood consumption. Responsible for the exchange of seawater between the northern South China Sea and the Beibu Gulf, the flow in the Qiongzhou Strait is robust and subject to seasonal variability, leading to a complex distribution of metal pollutants with fluctuations of up to threefold (<xref ref-type="bibr" rid="B30">Ouyang et&#xa0;al., 2024</xref>). Given the distinctive characteristics of the waters surrounding in Qiongzhou Strait (<xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2019</xref>), it is crucial to monitor the levels of heavy metal in marine fish and assess the potential health risk stemming from rapid economic development, agricultural practices, and transportation activities in these regions. Variations in pollutant levels were observed in marine fish within the South China Sea; for instance, the carcinogenic risk (CR) associated with Pb remained below the acceptable threshold (10<sup>-4</sup>) for residents (<xref ref-type="bibr" rid="B12">Gu et&#xa0;al., 2018</xref>), while As levels in most species exceeded the corresponding guidelines, warranting careful monitoring (<xref ref-type="bibr" rid="B41">Yang et&#xa0;al., 2021</xref>). Consequently, particular attention was given to the CRs linked to Pb and As pollution issues (<xref ref-type="bibr" rid="B6">Cooke et&#xa0;al., 2022</xref>), with additional consideration for cadmium (Cd) due to its carcinogenic properties and potential to induce chronic diseases (<xref ref-type="bibr" rid="B31">Pavlaki et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B10">Feng et&#xa0;al., 2022</xref>). To date, limited research has been conducted on heavy metal pollution in marine fish in the waters surrounding the Qiongzhou Strait.</p>
<p>Therefore, in order to evaluate the extent of heavy metal contamination in marine fish, a total of 20 sampling stations were established around the Qiongzhou Strait. At each station, a diverse range of fish samples were meticulously collected and pretreated, followed by the analysis of metal concentrations in these marine fish, with the data being documented in a database. Additionally, the target hazard quotient (THQ), the total target hazard quotient (TTHQ), and carcinogenic risk (CR) were utilized as reliable metric to assess the levels of heavy metals present in marine fish inhabiting the waters surrounding the Qiongzhou Strait. This study not only facilitated the monitoring of heavy metal concentrations in marine fish but also systematically assessed the risks associated with local fish consumption, consequently providing timely warnings regarding the risks of heavy metal exposure.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Methods and materials</title>
<sec id="s2_1">
<label>2.1</label>
<title>Data sampling</title>
<p>Illustrated in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>, the sampling region is situated in the South China Sea, China. The study comprised 20 sites, with the Qiongzhou Strait acting as a natural boundary, assigning 10 sampling sites to both its eastern and western sectors. At each site, marine fish samples were gathered and promptly frozen at &#x2013;20&#xb0;C before being transported to the laboratory for subsequent processing. Our research entailed the sampling of 351 wild fish, representing a variety of 31 distinct species.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Field sampling sites surrounding Qiongzhou Strait in the South China Sea were designated on the figure with labels S and P. Here, S denoted locations in Wenchang waters, while P denoted locations in WuShi waters.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1557963-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sample pretreatment and metal analysis</title>
<p>Each frozen fish sample was dissected and subsequently freeze-dried at &#x2013;80&#xb0;C for 96 hours. The moderately dried muscle tissue was then transferred into a 15 mL tube (Corning, USA), with the addition of HNO<sub>3</sub> (Fisher Scientific, Geel, Belgium) to each muscle sample. After digestion, the sample was diluted with ultrapure water to achieve the appropriate concentration for testing. Metal analysis was conducted using inductively coupled plasma-mass spectroscopy (ICP-MS), NexION350X, PerkinElmer, USA. The certified reference material for mussels (GBW08571, China) was chosen as the standard material and analyzed every 20 samples to ensure the reliability of the testing method. The Ar flow rate was set at 0.8 L/min, with identified potential interferences being ArCl, Sm<sup>2+</sup>, Nd<sup>2+</sup>, and Eu<sup>2+</sup>. The detected concentration levels ranged from 0.4 to 50 &#x3bc;g/L to prevent any interference with the equipment. Specific internal standard metal elements were selected to ensure the accuracy of the testing process: <sup>72</sup>Ge for As, Se, and Zn; <sup>45</sup>Sc for Cr, Cu, and Ni; <sup>115</sup>In for Cd; and <sup>209</sup>Bi for Pb, and the rate of recovery was between 70&#x2013;130%. Finally, the metal concentration in marine fish muscle was calculated and reported in &#x3bc;g/g dry weight. In further analysis, a wet/dry weight conversion factor of 4 was utilized in the risk assessment. The proportion of inorganic As to total As was estimated as 10%, as per the guidelines provided by the United States Food and Drug Administration in 1993, for the assessment of As&#x2019;s carcinogenic risk (<xref ref-type="bibr" rid="B47">Zhang and Wang, 2012</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Heavy metals pollution index and health risk</title>
<p>In evaluating the potential risks associated with marine fish consumption, the metal pollution index (MPI), THQ, and total target hazard quotient (TTHQ) were chosen as non-CR indices for heavy metal pollution assessment. The MPI was chosen to characterize the specific levels of various metal pollutants (<xref ref-type="bibr" rid="B18">Hao et&#xa0;al., 2013</xref>). The formula was presented as following:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mtext>MPI</mml:mtext>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mo>&#x220f;</mml:mo>
<mml:mtext>i</mml:mtext>
<mml:mi>n</mml:mi>
</mml:msubsup>
<mml:msub>
<mml:mtext>C</mml:mtext>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mtext>n</mml:mtext>
</mml:mfrac>
<mml:mtext>&#xa0;</mml:mtext>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where, the MPI is the pollution index of heavy metal, C<sub>i</sub> is the concentration of heavy metal.</p>
<p>The estimated daily intake (EDI) was chosen to quantify the average metal intake. Both the THQ and TTHQ were utilized to assess non-cancer risks and total non-cancer risks, respectively (<xref ref-type="bibr" rid="B21">Iaquinta et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B44">Zhang et&#xa0;al., 2023</xref>). The formula was presented as following:</p>
<disp-formula>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:msub>
<mml:mtext>EDI</mml:mtext>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mtext>C</mml:mtext>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mtext>C</mml:mtext>
<mml:mrow>
<mml:mtext>consumption</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo stretchy="false">/</mml:mo>
<mml:mtext>BW</mml:mtext>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:msub>
<mml:mtext>THQ</mml:mtext>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mtext>EDI</mml:mtext>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:msub>
<mml:mtext>RfD</mml:mtext>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mtext>TTHQ</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mtext>i</mml:mtext>
<mml:mi>n</mml:mi>
</mml:msubsup>
<mml:msub>
<mml:mrow>
<mml:mtext>THQ</mml:mtext>
</mml:mrow>
<mml:mtext>i</mml:mtext>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where, C<sub>i</sub> is the concentration of heavy metal; C<sub>consumption</sub> is the daily fish consumption in average, assuming that the daily fish consumption being 59.91 g (<xref ref-type="bibr" rid="B3">Biswas et&#xa0;al., 2023</xref>); B<sub>w</sub> is the body weight of consumer (the average body weight of Chinese people is 61.2 kg) (<xref ref-type="bibr" rid="B44">Zhang et&#xa0;al., 2023</xref>). RfD<sub>i</sub> is the oral reference dose of heavy metal U. S. Environmental Protection Agency (USEPA, 2024), the Oral RfD<sub>i</sub> values are 0.005 mg/kg/day for As, 0.001 mg/kg/day for Cd, 0.003 mg/kg/day for Cr, 0.04 mg/kg/day for Cu, 0.02 mg/kg/day for Ni, 0.0035 mg/kg/day for Pb, 0.005 mg/kg/day for Se, and 0.25 mg/kg/day for Zn.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Carcinogenic risk</title>
<p>The CR was chosen to assess the potential risk of carcinogenic exposure when an individual is exposed to carcinogenic heavy metals over a lifetime (<xref ref-type="bibr" rid="B24">Liu et&#xa0;al., 2022</xref>). The formula was presented as following:</p>
<disp-formula>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:mtext>CRi</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mtext>CSF</mml:mtext>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mtext>EDI</mml:mtext>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where, Cancer Slope Factor (CSF) represents the carcinogenic slope factor for As, Cd, and Pb as provided by USEPA and Office of Environmental Health Hazard Assessment (OEHHA). Specifically, the CSF for inorganic As is determined to be 1.5, estimated from total As detailed in Section 2.2 on Sample Pretreatment and Metal Analysis, 0.38 for Cd, and 0.0085 for Pb, respectively; EDI<sub>i</sub> is the estimated intake of As, Cd and Pb mentioned before.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical analysis</title>
<p>The statistical analysis and graphic presentation of data were conducted using R, which involved the utilization of packages such as xlsx, car, plyr, reshape2, and ggplot2. Specifically, Wilcoxon rank sum test was employed to analyze the variations in heavy metal concentrations among tissues and locations, as well as differences in THQ and CR values. The data were represented as mean &#xb1; standard error.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results and discussion</title>
<sec id="s3_1">
<label>3.1</label>
<title>Concentration of heavy metals in marine fish tissues</title>
<p>
<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> illustrates the concentrations of heavy metals, such as As, Cd, Cr, Cu, Ni, Pb, Se, and Zn in various tissues (gill, intestine, liver, and muscle) of wild marine fish. The average concentrations of all detected heavy metal were notably higher in the gill, intestine, and liver compared to the muscle tissue. These results align with prior studies indicating a tendency for heavy metals to accumulate more prominently in organs like the gill and liver rather than in muscle tissue (<xref ref-type="bibr" rid="B2">Bilgin et&#xa0;al., 2023</xref>). The gill and intestine play crucial roles in pollutant influx for marine fish, with the gill serving as the primary site for ion and micro-molecule exchange with seawater, and the intestine responsible for food digestion and nutrient absorption. In <italic>Mugilogobius chulae</italic>, Cd absorption is primarily mediated through gill and intestine tissues, with gill absorption accounting for 77.2% to 89.4% of waterborne Cd absorption and intestinal absorption contributing to 81.3% to 98.7% of dietary Cd absorption, leading to Cd storage in the fish of 22.8% to 51.6% and 47.1% to 80.4%, respectively (<xref ref-type="bibr" rid="B15">Guo et&#xa0;al., 2019</xref>). In addition to Cd, the gill and intestine play crucial roles in the bioaccumulation and distribution of As and Zn in marine fish. These organs serve as key pathways through which marine fish efficiently acquire heavy metals from the marine environment and food chain, utilizing both waterborne and dietary routes (<xref ref-type="bibr" rid="B46">Zhang and Wang, 2006</xref>; <xref ref-type="bibr" rid="B43">Zhang et&#xa0;al., 2011</xref>). The liver is considered the primary organ for detoxification in marine fish. Metallothionein, a crucial macromolecule found in the liver, plays a key role in binding metals and mitigating the adverse effects of heavy metals (<xref ref-type="bibr" rid="B26">Magnuson and Sandheinrich, 2023</xref>; <xref ref-type="bibr" rid="B32">Paylar et&#xa0;al., 2023</xref>). The liver exhibited the highest accumulation of heavy metals, with concentrations of Cu and Zn significantly surpassing those found in muscle tissue. This phenomenon may function as a protective mechanism for the organism (<xref ref-type="bibr" rid="B22">Jayasinghe et&#xa0;al., 2024</xref>). Therefore, the muscle tissue consistently displayed markedly lower concentrations of heavy metals compared to gill, intestine, and liver tissues.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The variances in heavy metal concentrations in gill, intestine, liver, and muscle tissues of marine fish. *P &#x2264; 0.05, ***P &#x2264; 0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1557963-g002.tif"/>
</fig>
<p>Muscle tissue is commonly selected as an indicator of metal contamination levels in marine fish due to its role in metal distribution and storage. In our investigation, heavy metal concentrations in the muscle of marine fish were as follows: 6.56 &#xb1; 0.628 &#x3bc;g/g for As, 0.170 &#xb1; 0.0352 &#x3bc;g/g for Cd, 0.847 &#xb1; 0.0681 &#x3bc;g/g for Cr, 3.56 &#xb1; 0.222 &#x3bc;g/g for Cu, 5.08 &#xb1; 0.494 &#x3bc;g/g for Ni, 0.0700 &#xb1; 0.0170 &#x3bc;g/g for Pb, 1.78 &#xb1; 0.140 &#x3bc;g/g for Se, and 39.5 &#xb1; 1.71 &#x3bc;g/g for Zn (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The heavy metals were ranked by concentration in the following order: Zn &gt; Ni &gt; As &gt; Cu &gt; Se &gt; Cr &gt; Cd &gt; Pb. Among these, Zn emerged as the predominant heavy metal in marine fish muscle, surpassing Pb by nearly 567-fold. Consistently, Zn concentrations in marine fish muscle were consistently the highest, reaching levels up to 10<sup>3</sup> times greater than those of Pb (<xref ref-type="bibr" rid="B47">Zhang and Wang, 2012</xref>), aligning with our research findings.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The concentrations of heavy metals in muscle of different marine fish (mean &#xb1; standard error &#x3bc;g/g).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Marine fish species</th>
<th valign="middle" rowspan="2" align="center">Number</th>
<th valign="middle" colspan="8" align="center">Different metal concentrations in muscle tissue</th>
</tr>
<tr>
<th valign="middle" align="center">As</th>
<th valign="middle" align="center">Cd</th>
<th valign="middle" align="center">Cr</th>
<th valign="middle" align="center">Cu</th>
<th valign="middle" align="center">Ni</th>
<th valign="middle" align="center">Pb</th>
<th valign="middle" align="center">Se</th>
<th valign="middle" align="center">Zn</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">
<italic>Ariomma indica</italic>
</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">0.287 &#xb1; 0.0311</td>
<td valign="middle" align="center">0.0217 &#xb1; 0.00833</td>
<td valign="middle" align="center">1.17 &#xb1; 0.267</td>
<td valign="middle" align="center">5.83 &#xb1; 1.71</td>
<td valign="middle" align="center">7.69 &#xb1; 1.76</td>
<td valign="middle" align="center">0.0388 &#xb1; 0.0168</td>
<td valign="middle" align="center">0.0987 &#xb1; 0.0223</td>
<td valign="middle" align="center">62.9 &#xb1; 5.19</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Caranx kalla</italic>
</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">0.291 &#xb1; 0.00306</td>
<td valign="middle" align="center">0.0381 &#xb1; 0.00500</td>
<td valign="middle" align="center">2.43 &#xb1; 0.121</td>
<td valign="middle" align="center">3.75 &#xb1; 0.310</td>
<td valign="middle" align="center">21.7 &#xb1; 0.753</td>
<td valign="middle" align="center">0.0367 &#xb1; 0.00843</td>
<td valign="middle" align="center">0.0607 &#xb1; 0.00563</td>
<td valign="middle" align="center">128 &#xb1; 51.9</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Caranx malam</italic>
</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">0.240 &#xb1; 0.0145</td>
<td valign="middle" align="center">0.0105 &#xb1; 0.000633</td>
<td valign="middle" align="center">0.314 &#xb1; 0.00667</td>
<td valign="middle" align="center">4.70 &#xb1; 0.0924</td>
<td valign="middle" align="center">26.9 &#xb1; 0.00323</td>
<td valign="middle" align="center">0.0210 &#xb1; 0.00794</td>
<td valign="middle" align="center">0.0416 &#xb1; 0.00991</td>
<td valign="middle" align="center">17.9 &#xb1; 108</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Decapterus kurroides</italic>
</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">13.8 &#xb1; 0.544</td>
<td valign="middle" align="center">0.0340 &#xb1; 0.00844</td>
<td valign="middle" align="center">0.276 &#xb1; 0.145</td>
<td valign="middle" align="center">2.43 &#xb1; 0.169</td>
<td valign="middle" align="center">0.0593 &#xb1; 0.00534</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">4.05 &#xb1; 0.157</td>
<td valign="middle" align="center">16.0 &#xb1; 1.79</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Decapterus maruadsi</italic>
</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">7.10 &#xb1; 0.862</td>
<td valign="middle" align="center">0.703 &#xb1; 0.573</td>
<td valign="middle" align="center">0.866 &#xb1; 0.0422</td>
<td valign="middle" align="center">3.40 &#xb1; 0.323</td>
<td valign="middle" align="center">0.956 &#xb1; 0.719</td>
<td valign="middle" align="center">0.0911 &#xb1; 0.0287</td>
<td valign="middle" align="center">4.77 &#xb1; 0.942</td>
<td valign="middle" align="center">45.6 &#xb1; 10.2</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Dendrophysa russelii</italic>
</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">0.195 &#xb1; 0.00945</td>
<td valign="middle" align="center">0.00556 &#xb1; 0.000395</td>
<td valign="middle" align="center">0.599 &#xb1; 0.0422</td>
<td valign="middle" align="center">4.16 &#xb1; 0.370</td>
<td valign="middle" align="center">4.49 &#xb1; 0.375</td>
<td valign="middle" align="center">0.0140 &#xb1; 0.00307</td>
<td valign="middle" align="center">0.0757 &#xb1; 0.00696</td>
<td valign="middle" align="center">53.8 &#xb1; 13.6</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Epinephelus stictus</italic>
</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">10.8 &#xb1; 2.95</td>
<td valign="middle" align="center">0.0633 &#xb1; 0.00144</td>
<td valign="middle" align="center">0.429 &#xb1; 0.0843</td>
<td valign="middle" align="center">0.624 &#xb1; 0.274</td>
<td valign="middle" align="center">0.156 &#xb1; 0.0326</td>
<td valign="middle" align="center">0.0314 &#xb1; 0.0123</td>
<td valign="middle" align="center">2.18 &#xb1; 0.310</td>
<td valign="middle" align="center">18.0 &#xb1; 2.73</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Gymnothorax reevesii</italic>
</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">8.47</td>
<td valign="middle" align="center">0.202</td>
<td valign="middle" align="center">0.820</td>
<td valign="middle" align="center">3.37</td>
<td valign="middle" align="center">1.68</td>
<td valign="middle" align="center">0.281</td>
<td valign="middle" align="center">2.26</td>
<td valign="middle" align="center">64.4</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Johnius belangerii</italic>
</td>
<td valign="middle" align="center">39</td>
<td valign="middle" align="center">0.234 &#xb1; 0.00556</td>
<td valign="middle" align="center">0.0368 &#xb1; 0.00726</td>
<td valign="middle" align="center">0.673 &#xb1; 0.0659</td>
<td valign="middle" align="center">4.69 &#xb1; 0.155</td>
<td valign="middle" align="center">12.2 &#xb1; 2.71</td>
<td valign="middle" align="center">0.0472 &#xb1; 0.00439</td>
<td valign="middle" align="center">0.114 &#xb1; 0.00539</td>
<td valign="middle" align="center">51.4 &#xb1; 3.51</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Lutjanus russellii</italic>
</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2.29</td>
<td valign="middle" align="center">4.86</td>
<td valign="middle" align="center">0.960</td>
<td valign="middle" align="center">6.29</td>
<td valign="middle" align="center">0.581</td>
<td valign="middle" align="center">0.358</td>
<td valign="middle" align="center">3.49</td>
<td valign="middle" align="center">18.2</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Muraenesox cinereus</italic>
</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">0.256 &#xb1; 0.0390</td>
<td valign="middle" align="center">0.0940 &#xb1; 0.0246</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">42.2 &#xb1; 3.65</td>
<td valign="middle" align="center">26.6 &#xb1; 2.43</td>
<td valign="middle" align="center">0.0478 &#xb1; 0.0129</td>
<td valign="middle" align="center">0.179 &#xb1; 0.0488</td>
<td valign="middle" align="center">39.1 &#xb1; 4.02</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Nemipterus bathybius</italic>
</td>
<td valign="middle" align="center">50</td>
<td valign="middle" align="center">6.21 &#xb1; 0.416</td>
<td valign="middle" align="center">0.0462 &#xb1; 0.0214</td>
<td valign="middle" align="center">0.811 &#xb1; 0.244</td>
<td valign="middle" align="center">0.982 &#xb1; 0.0666</td>
<td valign="middle" align="center">0.187 &#xb1; 0.0509</td>
<td valign="middle" align="center">0.0480 &#xb1; 0.0125</td>
<td valign="middle" align="center">1.86 &#xb1; 0.0747</td>
<td valign="middle" align="center">14.1 &#xb1; 0.94</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Paerargyrops edita</italic>
</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">0.243 &#xb1; 0.0134</td>
<td valign="middle" align="center">0.0373 &#xb1; 0.0129</td>
<td valign="middle" align="center">0.450 &#xb1; 0.0760</td>
<td valign="middle" align="center">4.32 &#xb1; 0.209</td>
<td valign="middle" align="center">14.7 &#xb1; 2.33</td>
<td valign="middle" align="center">0.0272 &#xb1; 0.00598</td>
<td valign="middle" align="center">0.0744 &#xb1; 0.0151</td>
<td valign="middle" align="center">45.3 &#xb1; 5.70</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Pampus nozawae</italic>
</td>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">0.299 &#xb1; 0.133</td>
<td valign="middle" align="center">0.0507 &#xb1; 0.0129</td>
<td valign="middle" align="center">0.860 &#xb1; 0.268</td>
<td valign="middle" align="center">6.83 &#xb1; 0.857</td>
<td valign="middle" align="center">7.21 &#xb1; 0.536</td>
<td valign="middle" align="center">0.0270 &#xb1; 0.00292</td>
<td valign="middle" align="center">0.0833 &#xb1; 0.0129</td>
<td valign="middle" align="center">72.8 &#xb1; 12.0</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Pennahia anea</italic>
</td>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center">0.219 &#xb1; 0.00615</td>
<td valign="middle" align="center">0.0803 &#xb1; 0.0128</td>
<td valign="middle" align="center">0.944 &#xb1; 0.124</td>
<td valign="middle" align="center">4.55 &#xb1; 0.139</td>
<td valign="middle" align="center">11.9 &#xb1; 2.84</td>
<td valign="middle" align="center">0.0181 &#xb1; 0.00304</td>
<td valign="middle" align="center">0.0812 &#xb1; 0.00523</td>
<td valign="middle" align="center">65.0 &#xb1; 7.20</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Pampus argenteus</italic>
</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">0.174 &#xb1; 0.0264</td>
<td valign="middle" align="center">0.0722 &#xb1; 0.0281</td>
<td valign="middle" align="center">0.260 &#xb1; 0.112</td>
<td valign="middle" align="center">15.7 &#xb1; 2.58</td>
<td valign="middle" align="center">9.01 &#xb1; 0.445</td>
<td valign="middle" align="center">0.00909 &#xb1; 0.00396</td>
<td valign="middle" align="center">0.0189 &#xb1; 0.00309</td>
<td valign="middle" align="center">24.8 &#xb1; 6.77</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Pennahia pawak</italic>
</td>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">0.257 &#xb1; 0.0133</td>
<td valign="middle" align="center">0.0627 &#xb1; 0.0147</td>
<td valign="middle" align="center">0.706 &#xb1; 0.122</td>
<td valign="middle" align="center">4.80 &#xb1; 0.344</td>
<td valign="middle" align="center">5.84 &#xb1; 0.396</td>
<td valign="middle" align="center">0.0307 &#xb1; 0.00402</td>
<td valign="middle" align="center">0.178 &#xb1; 0.0766</td>
<td valign="middle" align="center">60.7 &#xb1; 8.25</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Polydactylus sextarius</italic>
</td>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">0.249 &#xb1; 0.00578</td>
<td valign="middle" align="center">0.0440 &#xb1; 0.0174</td>
<td valign="middle" align="center">0.992 &#xb1; 0.138</td>
<td valign="middle" align="center">2.82 &#xb1; 0.303</td>
<td valign="middle" align="center">8.76 &#xb1; 1.67</td>
<td valign="middle" align="center">0.0469 &#xb1; 0.00805</td>
<td valign="middle" align="center">0.0850 &#xb1; 0.00583</td>
<td valign="middle" align="center">40.0 &#xb1; 4.58</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Priacanthus macracanthus</italic>
</td>
<td valign="middle" align="center">36</td>
<td valign="middle" align="center">18.5 &#xb1; 0.939</td>
<td valign="middle" align="center">0.305 &#xb1; 0.172</td>
<td valign="middle" align="center">0.826 &#xb1; 0.147</td>
<td valign="middle" align="center">2.11 &#xb1; 0.289</td>
<td valign="middle" align="center">0.812 &#xb1; 0.329</td>
<td valign="middle" align="center">0.202 &#xb1; 0.153</td>
<td valign="middle" align="center">4.27 &#xb1; 0.322</td>
<td valign="middle" align="center">20.9 &#xb1; 1.72</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Rastrelliger kanagurta</italic>
</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">0.270</td>
<td valign="middle" align="center">0.0248</td>
<td valign="middle" align="center">0.857</td>
<td valign="middle" align="center">4.48</td>
<td valign="middle" align="center">2.35</td>
<td valign="middle" align="center">0.0418</td>
<td valign="middle" align="center">0.0374</td>
<td valign="middle" align="center">94.4</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Saurida tumbil</italic>
</td>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">3.98 &#xb1; 0.908</td>
<td valign="middle" align="center">0.444&#xb1; 0.267</td>
<td valign="middle" align="center">1.034 &#xb1; 0.642</td>
<td valign="middle" align="center">1.62 &#xb1; 0.339</td>
<td valign="middle" align="center">0.412 &#xb1; 0.176</td>
<td valign="middle" align="center">0.247 &#xb1; 0.196</td>
<td valign="middle" align="center">1.72 &#xb1; 0.311</td>
<td valign="middle" align="center">25.5 &#xb1; 5.33</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Saurida undosquamis</italic>
</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">1.75 &#xb1; 0.160</td>
<td valign="middle" align="center">0.360 &#xb1; 0.0973</td>
<td valign="middle" align="center">0.279 &#xb1; 0.0239</td>
<td valign="middle" align="center">0.621 &#xb1; 0.0730</td>
<td valign="middle" align="center">0.110 &#xb1; 0.0426</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">2.25 &#xb1; 0.139</td>
<td valign="middle" align="center">14.9 &#xb1; 2.15</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Scatophagus argus</italic>
</td>
<td valign="middle" align="center">14</td>
<td valign="middle" align="center">6.80 &#xb1; 2.23</td>
<td valign="middle" align="center">0.0262 &#xb1; 0.00648</td>
<td valign="middle" align="center">1.862 &#xb1; 0.828</td>
<td valign="middle" align="center">5.12 &#xb1; 1.59</td>
<td valign="middle" align="center">5.290 &#xb1; 1.32</td>
<td valign="middle" align="center">0.0476 &#xb1; 0.0120</td>
<td valign="middle" align="center">1.06 &#xb1; 0.320</td>
<td valign="middle" align="center">47.4 &#xb1; 9.64</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Selar curmenophthalmus</italic>
</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2.38</td>
<td valign="middle" align="center">0.037</td>
<td valign="middle" align="center">0.335</td>
<td valign="middle" align="center">1.18</td>
<td valign="middle" align="center">0.0461</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">3.44</td>
<td valign="middle" align="center">42.0</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Siganus fuscessens</italic>
</td>
<td valign="middle" align="center">14</td>
<td valign="middle" align="center">0.991 &#xb1; 0.250</td>
<td valign="middle" align="center">0.105 &#xb1; 0.0396</td>
<td valign="middle" align="center">0.527 &#xb1; 0.100</td>
<td valign="middle" align="center">3.78 &#xb1; 0.662</td>
<td valign="middle" align="center">3.77 &#xb1; 1.29</td>
<td valign="middle" align="center">0.0316 &#xb1; 0.00591</td>
<td valign="middle" align="center">1.10 &#xb1; 0.342</td>
<td valign="middle" align="center">44.9 &#xb1; 10.3</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Sillago parvisquamis</italic>
</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">2.44 &#xb1; 1.62</td>
<td valign="middle" align="center">0.0983 &#xb1; 0.0736</td>
<td valign="middle" align="center">2.97 &#xb1; 1.03</td>
<td valign="middle" align="center">6.05 &#xb1; 1.97</td>
<td valign="middle" align="center">4.01 &#xb1; 1.43</td>
<td valign="middle" align="center">0.0485 &#xb1; 0.0160</td>
<td valign="middle" align="center">0.981 &#xb1; 0.593</td>
<td valign="middle" align="center">58.0 &#xb1; 11.7</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Terapon</italic> sp.</td>
<td valign="middle" align="center">11</td>
<td valign="middle" align="center">0.254 &#xb1; 0.00490</td>
<td valign="middle" align="center">0.0186 &#xb1; 0.00503</td>
<td valign="middle" align="center">1.23 &#xb1; 0.0793</td>
<td valign="middle" align="center">4.52 &#xb1; 0.369</td>
<td valign="middle" align="center">12.6 &#xb1; 1.59</td>
<td valign="middle" align="center">0.0259 &#xb1; 0.003</td>
<td valign="middle" align="center">0.084 &#xb1; 0.006</td>
<td valign="middle" align="center">52.3 &#xb1; 8.50</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Trachurus japonicus</italic>
</td>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">8.91 &#xb1; 0.956</td>
<td valign="middle" align="center">0.511 &#xb1; 0.184</td>
<td valign="middle" align="center">0.763 &#xb1; 0.144</td>
<td valign="middle" align="center">2.41 &#xb1; 0.272</td>
<td valign="middle" align="center">0.485 &#xb1; 0.187</td>
<td valign="middle" align="center">0.134 &#xb1; 0.0274</td>
<td valign="middle" align="center">7.87 &#xb1; 1.83</td>
<td valign="middle" align="center">52.5 &#xb1; 9.35</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Trichiurus lepturus</italic>
</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">4.07 &#xb1; 0.251</td>
<td valign="middle" align="center">1.04 &#xb1; 0.553</td>
<td valign="middle" align="center">0.654 &#xb1; 0.0500</td>
<td valign="middle" align="center">2.68 &#xb1; 1.28</td>
<td valign="middle" align="center">0.100 &#xb1; 0.0178</td>
<td valign="middle" align="center">0.0245 &#xb1; 0.00505</td>
<td valign="middle" align="center">5.71 &#xb1; 2.79</td>
<td valign="middle" align="center">32.7 &#xb1; 14.0</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Upeneus bensasi</italic>
</td>
<td valign="middle" align="center">17</td>
<td valign="middle" align="center">22.7 &#xb1; 2.03</td>
<td valign="middle" align="center">0.0508 &#xb1; 0.00590</td>
<td valign="middle" align="center">0.430 &#xb1; 0.0534</td>
<td valign="middle" align="center">2.08 &#xb1; 1.28</td>
<td valign="middle" align="center">0.111 &#xb1; 0.0139</td>
<td valign="middle" align="center">0.135 &#xb1; 0.111</td>
<td valign="middle" align="center">2.58 &#xb1; 0.100</td>
<td valign="middle" align="center">14.7 &#xb1; 1.20</td>
</tr>
<tr>
<td valign="middle" align="center">
<italic>Uroconger lepturus</italic>
</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">70.1 &#xb1; 18.1</td>
<td valign="middle" align="center">0.0688 &#xb1; 0.0268</td>
<td valign="middle" align="center">0.260 &#xb1; 0.0121</td>
<td valign="middle" align="center">0.405 &#xb1; 0.0498</td>
<td valign="middle" align="center">0.113 &#xb1; 0.0149</td>
<td valign="middle" align="center">0.0407 &#xb1; 0.0196</td>
<td valign="middle" align="center">2.83 &#xb1; 0.212</td>
<td valign="middle" align="center">23.0 &#xb1; 3.02</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>To evaluate geographical variations in pollutant levels within marine fish muscle, the average concentrations of heavy metals were compared between the eastern waters (Wenchang) and the western waters (Wushi), as depicted in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>. The various heavy metal elements exhibited distinct contamination levels, leading to their classification into two groups based on the observed average concentration differences across the sampling sites. This categorization enables the provision of specific health risk recommendations for the populations residing in these areas. In this study, metals with significant carcinogenic potential, namely As, Cd and Pb, were categorized into group 2, which also encompassed Se due to its association with As. Group 1, composed of the heavy metals Cr, Cu, Ni, and Zn, exhibited higher average levels in Wushi, whereas group 2, consisting of As, Cd, Pb, and Se, displayed elevated concentrations in Wenchang.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>The variances in heavy metal concentrations in marine fish across different locations. ***P &#x2264; 0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1557963-g003.tif"/>
</fig>
<p>It is noteworthy that the heavy metals posing CR (As, Cd, and Pb) were significantly higher in the Wenchang region. The concentrations of metal elements in group 1 were as follows: 1.01 &#xb1; 0.101 &#x3bc;g/g in Wushi and 0.712 &#xb1; 0.0908 &#x3bc;g/g in Wenchang for Cr, 5.62 &#xb1; 0.377 &#x3bc;g/g in Wushi and 1.71 &#xb1; 0.154 &#x3bc;g/g in Wenchang for Cu, 10.4 &#xb1; 0.873 &#x3bc;g/g in Wushi and 0.333 &#xb1; 0.0717 &#x3bc;g/g in Wenchang for Ni, and 58.3 &#xb1; 2.55 &#x3bc;g/g in Wushi and 22.6 &#xb1; 1.44 &#x3bc;g/g in Wenchang for Zn (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Residents in the vicinity of Wushi should exercise increased vigilance regarding these non-carcinogenic heavy metals. Conversely, the concentrations of metal elements in group 2 were 12.2 &#xb1; 1.02 &#x3bc;g/g in Wenchang and 0.248 &#xb1; 0.00361 &#x3bc;g/g in Wushi for As, 0.277 &#xb1; 0.0656 &#x3bc;g/g in Wenchang and 0.0497 &#xb1; 0.00504 &#x3bc;g/g in Wushi for Cd, 0.337 &#xb1; 0.00202 &#x3bc;g/g in Wenchang and 0.114 &#xb1; 0.0373 &#x3bc;g/g in Wushi for Pb, and 3.29 &#xb1; 0.211 &#x3bc;g/g in Wenchang and 0.0990 &#xb1; 0.00934 &#x3bc;g/g in Wushi for Se (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The carcinogenic heavy metals As, Cd, and Pb exhibited similar geographical trends, with higher concentrations in the eastern waters. The As pollution level showed a significant disparity, with marine fish in Wenchang waters accumulating nearly 49 times more As than those in Wushi waters, underscoring the necessity for increased health risk awareness among Wenchang residents. The Pb pollution level also revealed a substantial difference, with the concentration in Wenchang at 0.337 &#x3bc;g/g compared to 0.114 &#x3bc;g/g in Wushi, nearly three times higher. While Cd and Pb displayed similar bioaccumulation patterns to As geographically, the health risks may not differ as significantly as with As. As is particularly concerning due to its potential to impair neuropsychological development and memory, along with its significant CR, particularly for skin and lung carcinoma. It is crucial for residents to refrain from consuming foods contaminated with As (<xref ref-type="bibr" rid="B47">Zhang and Wang, 2012</xref>; <xref ref-type="bibr" rid="B49">Zhang et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B33">Soler-Blasco et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B20">Hua et&#xa0;al., 2024</xref>). Therefore, individuals should prioritize monitoring of carcinogenic heavy metals such as As, Cd, and Pb in marine fish in Wenchang.</p>
<p>The variations in heavy metal bioaccumulation among different marine fish muscle are elaborated in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. As stands out as a critical hazardous metal necessitating immediate and rigorous monitoring. As concentrations in fish muscle spanned from 0.174 to 70.1 &#x3bc;g/g across all species. The highest concentration was not found in the dominant fish species <italic>Nemipterus bathybius</italic>, <italic>Johnius belangerii</italic>, and <italic>Priacanthus macracanthus</italic>, with their respective As concentrations at 6.21 &#x3bc;g/g, 0.234 &#x3bc;g/g, and 18.5 &#x3bc;g/g. <italic>Pampus argenteus</italic> exhibited the lowest As accumulation, while the benthic fish <italic>Uroconger lepturus</italic> displayed an exceptionally high As accumulation, approximately 402 times greater, reaching 70.1 &#x3bc;g/g. Remarkably, benthic marine fish like <italic>U. lepturus</italic> inherently demonstrated a potential for higher As bioaccumulation, consistent with prior research findings. Benthic marine fish that feed on clams showed an increased rate of As biotransformation, likely attributed to the As content in their dietary supplementation (<xref ref-type="bibr" rid="B48">Zhang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B50">Zhang et&#xa0;al., 2017</xref>). It is crucial to acknowledge that the bioaccumulation and biomagnification of As have been demonstrated to transfer and accumulate within wild ecosystems through the food chain. This occurrence has been documented in field studies and trophic level analyses, showcasing As magnification in Daya Bay during winter. Benthic invertebrates, in particular, displayed notably elevated concentrations, contributing significantly to As accumulation (<xref ref-type="bibr" rid="B9">Du et&#xa0;al., 2021</xref>). The bioaccumulation of As was linked to dietary sources. Studies have shown that the dietary habits of fish notably influenced As bioaccumulation, with carnivorous fish accessing higher levels of As when their diet included more marine animals (<xref ref-type="bibr" rid="B47">Zhang and Wang, 2012</xref>; <xref ref-type="bibr" rid="B45">Zhang et&#xa0;al., 2022</xref>). In this study, the species with the highest accumulation of As, <italic>U. lepturus</italic>, is a nearshore benthic warm-water fish that feeds on small fish, shellfish, and other organisms in its natural habitat. The combination of its diet and the environmental conditions of residing in bottom sediments likely contributes to the remarkably elevated As concentration found in its muscle tissue. The benthic carnivorous fish <italic>Trypauchen vagina</italic> has the ability to accumulate 133.7 &#x3bc;g/g dw of As in its muscle tissue (<xref ref-type="bibr" rid="B47">Zhang and Wang, 2012</xref>). Therefore, the public must carefully monitor the issue of As contamination in marine benthic fish.</p>
<p>The Cd concentrations in the muscle tissue of various marine fish species ranged from 0.00556 to 4.86 &#x3bc;g/g (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Among the key fish species, <italic>N. bathybius</italic>, <italic>J. belangerii</italic>, and <italic>P. macracanthus</italic> exhibited Cd concentrations of 0.0462 &#x3bc;g/g, 0.0368 &#x3bc;g/g, and 0.305 &#x3bc;g/g, respectively. <italic>Lutjanus russellii</italic> displayed the highest Cd accumulation, while <italic>Dendrophysa russelii</italic> exhibited the lowest, with a difference of approximately 7 times. The diverse habitats of marine fish play a significant role in their uptake of heavy metals (<xref ref-type="bibr" rid="B16">Guo et&#xa0;al., 2018</xref>). Cd has been demonstrated to be absorbed through waterborne sources, diet, and sediment in marine fish. The feeding strategies employed significantly influence the bioaccumulation of Cd (<xref ref-type="bibr" rid="B17">Guo et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B14">Guo et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B16">Guo et&#xa0;al., 2018</xref>). Caution should be exercised in consuming <italic>L. russellii</italic> to minimize exposure to Cd.</p>
<p>Pb concentrations in fish muscle varied from 0.00909 to 0.358 &#x3bc;g/g across all species (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). In the largest fish group, <italic>N. bathybius</italic>, <italic>J. belangerii</italic>, and <italic>P. macracanthus</italic>, Pb concentrations measured 0.0480 &#x3bc;g/g, 0.0472 &#x3bc;g/g, and 0.201 &#x3bc;g/g, respectively. The highest and lowest Pb concentrations were found in <italic>L. russellii</italic> and <italic>Plectorhinchus argenteus</italic>, respectively, exhibiting a 39-fold difference. Human activities, particularly the use of leaded gasoline, influenced the Pb concentration in the marine environment (<xref ref-type="bibr" rid="B28">Nriagu, 2023</xref>). It was noted that the Pb concentration in <italic>Setipinna tenuifilis</italic> in Liaodong Bay, China, could reach up to 0.76 &#x3bc;g/g, whereas the Pb concentration observed in this study was slightly lower (<xref ref-type="bibr" rid="B11">Gao et&#xa0;al., 2021</xref>). The discrepancies observed can be attributed to various factors, including geographical variations, specific environmental conditions, and differences in the species under study.</p>
<p>Zn concentrations in fish muscle exhibited significant variability across all species, ranging from 14.1 to 128 &#x3bc;g/g (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). In the predominant fish species group comprising <italic>N. bathybius</italic>, <italic>J. belangerii</italic>, and <italic>P. macracanthus</italic>, Zn concentrations were recorded at 14.1 &#x3bc;g/g, 51.4 &#x3bc;g/g, and 20.9 &#x3bc;g/g, respectively (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The highest and lowest Zn concentrations were found in <italic>Caranx kalla</italic> and <italic>N. bathybius</italic>, respectively, representing a 7-fold difference. Zn pollution in wild marine organisms was most severe in Laizhou Bay, China, with subsequent rankings of Cu, As, Cd, Cr, Ni, and Pb, suggesting that Zn may have a higher tendency for accumulation (<xref ref-type="bibr" rid="B25">Liu et&#xa0;al., 2015</xref>). The levels of Zn concentrations in the South China Sea area also warrant significant concern.</p>
<p>Various fish species exhibited differing levels of heavy metal contamination. In addition to marine species, attention should be directed towards species with substantial populations. Among all the species examined, <italic>N. bathybius</italic> had the largest population, followed by <italic>J. belangerii</italic> and <italic>P. macracanthus</italic>, indicating that <italic>N. bathybius</italic> and <italic>J. belangerii</italic> were the predominant catches in this study. Notably, the most abundant species, <italic>N. bathybius</italic>, <italic>J. belangerii</italic>, and <italic>P. macracanthus</italic>, did not show significantly high levels of heavy metal bioaccumulation in their muscle tissues, implying that commonly caught species may have lower contamination levels and be safer for consumption. Intriguingly, species with the highest metal accumulation, such as <italic>L. russellii</italic> for Cd and Pb, <italic>U. lepturus</italic> for As, and <italic>C. kalla</italic> for Zn, displayed a similar trend among carnivorous fish. This aligns with previous research indicating the bioaccumulation of heavy metals along the food chain (<xref ref-type="bibr" rid="B23">Lee et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B37">Wang and Wang, 2019</xref>; <xref ref-type="bibr" rid="B39">Xia et&#xa0;al., 2019</xref>). Carnivorous fish, typically consuming diets rich in crustaceans, fish, and zooplankton, are predisposed to accumulating pollutants. For instance, <italic>U. lepturus</italic>, a predator, tends to favor a diet that enhances trophic richness in marine ecosystems, potentially elucidating its elevated accumulation of specific heavy metals (<xref ref-type="bibr" rid="B4">Chaudhuri et&#xa0;al., 2014</xref>). Within this study area, species with substantial populations exhibited lower pollution levels, whereas benthic and carnivorous species showed higher contaminant concentrations.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Heavy metals pollution risk</title>
<p>The 31 fish species displayed varying MPI values, a metric used to compare heavy metal accumulation across different fish species. <italic>L. russellii</italic> exhibited the highest MPI at 111, followed by <italic>Gymnothorax reevesii</italic> and <italic>Trachurus japonicus</italic> with MPIs of 40.6 and 28.2, respectively. These elevated MPI values indicate potential contamination in these species, suggesting a heightened risk of contamination for <italic>L. russellii</italic>, <italic>G. reevesii</italic>, and <italic>T. japonicus</italic>. Apart from these species with exceptionally high MPIs, most species had MPIs below 1. The MPI serves as a direct indicator of heavy metal presence in marine fish, with prior research indicating that demersal fish tend to have higher MPIs than pelagic and mesopelagic fish, and omnivorous fish exhibit higher MPIs compared to carnivorous and herbivorous species (<xref ref-type="bibr" rid="B24">Liu et&#xa0;al., 2022</xref>). In this study, the highest MPI was recorded in <italic>L. russellii</italic>, a species that exhibits characteristics of both a demersal and carnivorous fish.</p>
<p>
<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> illustrates the non-CR associated with various heavy metals. Typically, if the THQ is less than 1, there is a low risk of dietary exposure to specific metals; however, if the THQ exceeds 1, there is a high risk of exposure. The average THQ values for metals ranked as follows: THQ<sub>As</sub> &gt; THQ<sub>Se</sub> &gt; THQ<sub>Cd</sub> &gt; THQ<sub>Ni</sub> &gt; THQ<sub>Cr</sub> &gt; THQ<sub>Zn</sub> &gt; THQ<sub>Cu</sub> &gt; THQ<sub>Pb</sub>. Notably, the average THQ for As was notably high at 0.308, indicating a significant non-CR associated with this metal. Specifically, <italic>U. lepturus</italic> exhibited an exceptionally high THQ<sub>As</sub> of 3.43 (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>), indicating a significant bioaccumulation of As as mentioned earlier. The average THQ values for other metals were below 0.1, suggesting a lower non-CR compared to As. While previous studies have shown minimal health risks associated with the consumption of marine fish species and deemed them generally safe (<xref ref-type="bibr" rid="B47">Zhang and Wang, 2012</xref>; <xref ref-type="bibr" rid="B49">Zhang et&#xa0;al., 2016</xref>). Therefore, the significant health risk associated with <italic>U. lepturus</italic> warrants attention.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>The THQ of different heavy metal in marine fish.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1557963-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>The contribution of TTHA by different metal and marine fish species. <bold>(a)</bold> The TTHQ of different fish, <bold>(b)</bold> The contribution of As in TTHQ of different fish.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1557963-g005.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref> presents the TTHQ for each species. <italic>U. lepturus</italic> exhibited the highest TTHQ value of 3.64, with the THQ of As accounting for 94.3% of this elevated TTHQ. Conversely, <italic>D. russelii</italic>, <italic>Rastrelliger kanagurta</italic>, and <italic>Pennahia pawak</italic> exhibited the lowest TTHQ values, measuring 0.196, 0.242, and 0.257, respectively. It is recommended that local consumers prioritize <italic>D. russelii</italic>, <italic>P. argenteus</italic>, and <italic>R. kanagurta</italic> for their daily fish protein intake because of their lower TTHQ values. <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref> illustrates the varying contributions of TTHQ by different heavy metals and fish species. As accounted for 44.4% of the TTHQ, while the contributions of other metals were all below 13%. This observation highlights As as the primary potential health risk in Qiongzhou Strait. In the TTHQ calculation, <italic>U. lepturus</italic>, <italic>L. russellii</italic>, and <italic>Upeneus bensasi</italic> accounted for 17.0%, 7.67%, and 6.20% of the total, respectively. Overall, the consumption of fish presents a limited non-carcinogenic health threat to local residents. However, consumers should be cautious in avoiding As pollutants and fish species with elevated TTHQ values mentioned like <italic>U. lepturus</italic> and <italic>U. bensasi</italic>.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>The contribution of TTHQ by different metal <bold>(a)</bold> and marine fish species <bold>(b)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1557963-g006.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Carcinogenic risk</title>
<p>Considering the carcinogenic properties of heavy metals such as As, Cd, and Pb, the potential CR associated with fish consumption emerges as a paramount concern in this context. As depicted in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>, the CR for Pb, as indicated by CR<sub>Pb</sub> values ranging from 1.89 &#xd7; 10<sup>&#x2013;8</sup> to 7.44 &#xd7; 10<sup>&#x2013;7</sup>, suggests a relatively low risk associated with the consumption of marine fish. Most CR<sub>Cd</sub> values fell between 10<sup>&#x2013;6</sup> and 10<sup>&#x2013;4</sup>, except for one outlier at 4.52 &#xd7; 10<sup>&#x2013;4</sup>. However, CR<sub>As</sub> values ranged from 6.40 &#xd7; 10<sup>&#x2013;6</sup> to 2.57&#xd7;10<sup>&#x2013;3</sup>, emphasizing the need for consumers to be cautious in selecting marine fish species with lower risk profiles. The average CR values were ranked as CR<sub>As</sub> &gt; CR<sub>Cd</sub> &gt; CR<sub>Pb</sub>, highlighting the significantly higher CR of As compared to Cd and Pb. Traditionally, a CR below 10<sup>&#x2013;6</sup> is considered safe, while a CR between 10<sup>&#x2013;4</sup> and 10<sup>&#x2013;6</sup> is deemed acceptable with limited damage; anything above 10<sup>&#x2013;3</sup> is considered unacceptable (<xref ref-type="bibr" rid="B1">Aendo et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B24">Liu et&#xa0;al., 2022</xref>). In this study, the CR<sub>Pb</sub> was the lowest, indicating safety, while the CR<sub>Cd</sub> suggested limited damage from Cd. However, the high CR<sub>As</sub> values, especially exemplified by <italic>U. lepturus</italic> with a CR<sub>As</sub> of 2.57&#xd7;10<sup>&#x2013;3</sup> due to its elevated As contamination, underscore the need for caution when consuming certain fish species. Local residents should avoid consuming <italic>U. lepturus</italic> and consider <italic>P. argenteus</italic> as a seafood&#xa0;source due to its lowest CR<sub>As</sub> and CR<sub>Pb</sub> values among all marine species.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>The carcinogenic risk posed by As, Cd and Pb in various marine fish species. The data below the violet long dashed line represents the estimated consumption levels. The data between the violet long dashed line and the short-dashed line signifies acceptable risk thresholds. Values exceeding the violet line indicates significantly unacceptable risk levels.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1557963-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="conclusion">
<label>4</label>
<title>Conclusion</title>
<p>This study assessed the concentrations of heavy metals (As, Cd, Cr, Cu, Ni, Pb, Se, and Zn) in various marine fish species and evaluated the associated health risks. The results highlight a pressing concern regarding fish consumption, particularly crucial for the well-being of local communities. As emerged as the primary risk factor among the heavy metals, necessitating close monitoring of its emissions and bioaccumulation pathways. Of significant worry is the consumption of marine fish protein by coastal residents, with <italic>U. lepturus</italic> showing a notably high As bioaccumulation level of 70.1 &#x3bc;g/g. Heavy metals are typically transferred within marine organisms, predominantly accumulating in marine fish through the food web. Human health is also influenced by purchasing habits, and residents should exercise caution when consuming local marine fish. <italic>U. lepturus</italic>, in particular, poses significant carcinogenic and non-CR to general consumers, underscoring the crucial need for As monitoring. The bioaccumulation of heavy metals in marine fish warrants increased attention in littoral environments. The ecological risk data on heavy metals will serve as a valuable database for further investigations. It is advisable to establish a regular monitoring program, and the health risks identified should alert the public to potential hazards.</p>
</sec>
</body>
<back>
<sec id="s5" 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="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was approved by Guangzhou University Committee. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>PZ: Data curation, Investigation, Methodology, Writing &#x2013; original draft. ZY: Investigation, Methodology, Writing &#x2013; review &amp; editing. LH: Data curation, Investigation, Writing &#x2013; review &amp; editing. XW: Supervision, Writing &#x2013; review &amp; editing. WZ: Conceptualization, Funding acquisition, Project administration, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" 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. This work was financially supported National key research and development program of China (2024YFD2401803), by the National Natural Science Foundation of China (42307361, 42477280), by the Outstanding Youth Project of Guangdong Natural Science Foundation (2022B1515020030).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="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="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
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