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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.2022.848757</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>Impacts of Climate Change and Human Perturbations on Organic Carbon Burial in the Pearl River Estuary Over the Last Century</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Wenpeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1758968"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Xinxin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1107953"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Xin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1692891"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Chengpeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Nie</surname>
<given-names>Tianyi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hu</surname>
<given-names>Yumei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Chunzai</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1495127"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Ocean Science and Engineering, Southern University of Science and Technology</institution>, <addr-line>Shenzhen</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou)</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>State Key Laboratory of Tropical Oceanography, South China Sea Institute of Oceanology, Chinese Academy of Sciences</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Zhaohui Zhang, Zhejiang University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Rienk H. Smittenberg, Stockholm University, Sweden; Rui Bao, Ocean University of China, China; Karl Ljung, Lund University, Sweden</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xinxin Li, <email xlink:href="mailto:lixinxin@sustech.edu.cn">lixinxin@sustech.edu.cn</email> </p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Marine Biogeochemistry, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>848757</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Li, Li, Zhao, Sun, Nie, Hu and Wang</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Li, Li, Zhao, Sun, Nie, Hu and Wang</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>Estuaries have experienced significant changes due to global climate change and human perturbations since the last century. However, the climate and anthropogenic influence on the burial of sedimentary organic carbon (OC) in estuaries is still not understood well yet. Here, a 3-meter sediment core was taken from the Pearl River Estuary (PRE) in China. Depth profiles of both bulk OC and lignin biomarker data indicated three stages with different features of buried OC during the 130-year sediment deposition. The 1893-1957 stage showed 20% more burial of marine derived OC, which was mostly adsorbed on finer minerals compared to the years after 1957. The 1957-1980 period witnessed 4.6 times higher burial rate of petrogenic OC, which made the radiocarbon age of total organic carbon 42% older than before due to soil erosion and carbonate rock weathering. The 7-year running average variation of terrestrial OC input based on endmember mixing model was correlated with the Pacific Decadal Oscillation index before 1957, but correlated with the Atlantic Multidecadal Oscillation between 1957 and 1980 in the region. The reduction of land derived OC content after 1980s was mostly affected by human perturbations such as deforestation and dam construction which corresponded to the beginning of Economic Reform and Open Up in China. The overall increase of lignin content from bottom to surface sediment indicated increased vascular plant derived OC due to deforestation activities during the urbanization process. The study suggested different time periods when climate or human disturbance dominantly affected the OC burial in the PRE, which have significant indications for local and global carbon cycling and environmental ecology.</p>
</abstract>
<kwd-group>
<kwd>Pearl River Estuary</kwd>
<kwd>organic carbon</kwd>
<kwd>lignin</kwd>
<kwd>Atlantic Multidecadal Oscillation</kwd>
<kwd>deforestation</kwd>
<kwd>hydrodynamics</kwd>
</kwd-group>
<contract-num rid="cn001">42076029, 41720104001</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<counts>
<fig-count count="8"/>
<table-count count="5"/>
<equation-count count="8"/>
<ref-count count="102"/>
<page-count count="14"/>
<word-count count="7334"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The estuaries are major components of the global carbon cycle (<xref ref-type="bibr" rid="B13">Canuel and Hardison, 2016</xref>). Estuaries are hotspots for organic carbon (OC) burial (<xref ref-type="bibr" rid="B8">Bianchi et&#xa0;al., 2018</xref>) that is a global benefit for warming (<xref ref-type="bibr" rid="B12">Breithaupt et&#xa0;al., 2020</xref>). However, the estuaries are also &#x201c;carbon incinerators&#x201d; (<xref ref-type="bibr" rid="B1">Aller and Blair, 2006</xref>) with high OC remineralization rates (<xref ref-type="bibr" rid="B16">Chen et&#xa0;al., 2022</xref>) which can be affected by local and global environmental changes, as well as human perturbations (<xref ref-type="bibr" rid="B75">Syvitski et&#xa0;al., 2022</xref>). Therefore, understanding changes in OC biogeochemistry during sediment burial in the estuaries is essential to better understand the role they play in global climate change (<xref ref-type="bibr" rid="B7">Bianchi and Allison, 2009</xref>).</p>
<p>Stratigraphic change of OC burial can result from the combined effect of climate change and human perturbations. Sediment records provide an alternative method to analyze the impact of extreme events on sediment deposition and OC burial in coastal estuaries (e.g. <xref ref-type="bibr" rid="B83">Wheatcroft et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B74">Swindles et&#xa0;al., 2018</xref>) over extended time periods. For example, the stable carbon isotopes and terrestrial biomarkers have been applied as efficient indicators (<xref ref-type="bibr" rid="B20">Dalzell et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B17">Clark et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B51">Li et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B55">Li et&#xa0;al., 2020</xref>) of transportation and deposition of flooding induced terrestrial OC in coastal sediment cores in China (<xref ref-type="bibr" rid="B91">Wu et&#xa0;al., 2007</xref>). The rainfall frequency in China has been reported to be affected by the Pacific Decadal Oscillation (PDO) (<xref ref-type="bibr" rid="B67">Qian and Zhou, 2014</xref>; <xref ref-type="bibr" rid="B87">Wu and Mao, 2017</xref>). The Atlantic Multidecadal Oscillation (AMO) may also control the extreme weather and climate events including monsoon occurrence, runoff, and rainfall in China (<xref ref-type="bibr" rid="B49">Li and Bates, 2007</xref>; <xref ref-type="bibr" rid="B66">Qian et&#xa0;al., 2014</xref>) which affected the delivery of sediment and terrestrial OC to estuaries. Moreover, human activities have increasingly affected soil erosion and the delivery of terrestrial OC (<xref ref-type="bibr" rid="B80">Wang et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B95">Ye et&#xa0;al., 2021</xref>) to estuaries in China. Therefore, the organic carbon burial in coastal sediment of China is controlled by multiple processes.</p>
<p>The Pearl River Estuary (PRE) acts significantly in the &#x201c;source to sink&#x201d; process of OC cycling by linking the Pearl River to the South China Sea. With a population of ~100 million, the region of the PRE has become one of the fastest developing regions in China over the past decades. The human activities such as dam constructions (<xref ref-type="bibr" rid="B90">Wu et&#xa0;al., 2016</xref>), deforestation (<xref ref-type="bibr" rid="B56">Liu et&#xa0;al., 2014</xref>) has influenced the PRE sedimentation (<xref ref-type="bibr" rid="B62">Owen and Lee, 2004</xref>; <xref ref-type="bibr" rid="B95">Ye et&#xa0;al., 2021</xref>), subaqueous topography, ecological environment (<xref ref-type="bibr" rid="B90">Wu et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B88">Wu et&#xa0;al., 2018</xref>), and potentially the delivery of OC to the of PRE. Meanwhile, the climate effect on the local and national precipitation and drought have been widely studied (<xref ref-type="bibr" rid="B24">Duan et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B23">Drinkwater et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B93">Yang et&#xa0;al., 2017b</xref>). However, the climate effect on the variation of sediment deposition and OC burial in the PRE has rarely been well studied on decadal to centennial scales. Considering climate change and human perturbation have become significant drivers that may translate to simultaneous responses in sediments records, delineating their influences on sediment and OC burial is becoming significant to understand the changes of OC cycling to more intensified extreme human and climate events in recent years.</p>
<p>This study aimed to address this knowledge gap using multiple proxies to identify how the OC burial in the sediment record responded to human perturbations and climate effects. Bulk carbon proxies including total organic carbon (TOC) and total nitrogen (TN), stable isotopes (&#x3b4;<sup>13</sup>C), radiocarbon (&#x394;<sup>14</sup>C), and terrestrial organic biomarker of lignin were analyzed in a <sup>210</sup>Pb-dated core to examine the sources and composition changes of OC in the PRE over the last century. The variation of terrestrial OC input was then compared with the climate oscillation index, human activities, and sediment mineralogy to explore the mechanisms for OC burial during the sedimentation process in the PRE.</p>
</sec>
<sec id="s2">
<title>2 Sampling and Methods</title>
<sec id="s2_1">
<title>2.1 Site Description and Sample Collection</title>
<p>Nearly half of the Pearl River water discharges into the SCS through the PRE <italic>via</italic> three main tributaries in the lower drainage basin: North River, West River, and East River (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). A 3-meter gravity core was collected at 21-m water depth off Guishan Island in the PRE (22.1315&#xb0;N, 113.8055&#xb0;E) in October 2017. The core was sectioned at an interval of 5cm for 0&#x2013;100 cm and 10cm for 100&#x2013;300 cm. The samples were immediately stored at -80&#xb0;C until further analysis.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Sampling site of the sediment core from Guishan Island, Pearl River Estuary. The three main tributaries of North River, West River, and East River are labeled.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-848757-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<title>2.2 <sup>210</sup>Pb Chronology</title>
<p>The total <sup>210</sup>Pb (<sup>210</sup>Pb<sub>t</sub>), <sup>226</sup>Ra, and <sup>137</sup>Cs activities were analyzed in dry samples (6&#x223c;9g) with a low background high-purity germanium (HPGe) &#x3b3;-ray detector (EG&amp; G Ortec Ltd., USA) at the State Key Laboratory of Marine Geology, Tongji University. The samples were sealed in polyethylene tubes to allow for radioactive equilibration for 30 days before analysis (<xref ref-type="bibr" rid="B96">Ye et&#xa0;al., 2020</xref>).</p>
<p>The activities of <sup>137</sup>Cs were too low to obtain any confident results, therefore only <sup>210</sup>Pb dating was used in this study. <sup>226</sup>Ra was used as an index of supported <sup>210</sup>Pb (<sup>210</sup>Pb<sub>su</sub>), and excess <sup>210</sup>Pb (<sup>210</sup>Pb<sub>ex</sub>) activities were calculated by subtracting <sup>210</sup>Pb<sub>su</sub> activities from <sup>210</sup>Pb<sub>t</sub> activities. The sediment accumulation rate (SAR) was then calculated with the constant rate of supply (CRS) model which assumes that the flux of <sup>210</sup>Pb to the accumulating sediment is constant during a timescale of 100&#x2013;200 years. The chronology was derived by fitting the exponential <sup>210</sup>Pb decay profiles with the cumulative dry mass (<xref ref-type="bibr" rid="B2">Appleby and Oldfield, 1978</xref>; <xref ref-type="bibr" rid="B98">Zhang et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Li et&#xa0;al., 2021</xref>). Fitting analysis was done using the &#x2018;Exp2PMod1&#x2019; function in the Origin 2021 program.</p>
</sec>
<sec id="s2_3">
<title>2.3 Bulk Carbon/Nitrogen, Stable and Radiocarbon Isotope Analysis</title>
<p>Sediment samples are first floated in deionized water, dispersed through agitation, and then sieved to &lt;180 microns to remove any root materials. Then the &lt;180 microns organic sediment size fraction is treated with a series of hot (~ 70-90&#xb0;C) acid leaches with HCl at a concentration of 0.1N for a period of 4-12 hours. Additional applications of HCl are provided until any carbonate presence has been completely removed. Samples are then rinsed to neutral with deionized water and dried at 100&#xb0;C until dry. The sediments are then homogenized to insure an equal dispersion of the available carbon. A small aliquot is then tested with concentrated HCl to check for completion of carbonate removal. The sample was then measured either in whole or where applicable appropriately sub-sampled for combustion and analysis. The TOC (%), TN (%) content was determined on an elemental analyzer (Vaio EL Cube, Germany) after decarbonation. Stable isotopes of TOC (&#x3b4;<sup>13</sup>C) were measured using an isotope ratio mass spectrometer (Thermo Science Delta Plus, USA) connected on-line to an elemental analyzer (Carlo Erba Instruments Flash 1112, USA). The C/N ratio was calculated as the atomic ratio of TOC and TN. The <sup>14</sup>C of these samples was measured by accelerator mass spectrometer (AMS) interfaced with an elemental analyzer at the Beta Analytic testing laboratory, USA. Radiocarbon data were expressed as &#x394;<sup>14</sup>C values and fraction modern (Fm).</p>
</sec>
<sec id="s2_4">
<title>2.4 Grain Size and Porosity</title>
<p>The grain size of the sediments was analyzed by a laser grain-size analyzer (Mastersizer 3000, Malven Instruments Ltd., UK) following the methodology described by <xref ref-type="bibr" rid="B43">Jiang et&#xa0;al. (2016)</xref>. Briefly, about 0.2 g of the samples were treated with 15ml 10% (v/v) hydrogen peroxide to remove the organic matter. Carbonates were then removed by gradual addition of 15 ml of 10% HCl. The sample residue was dispersed with 10 ml of 10% (NaPO<sub>3</sub>)<sub>6</sub> on an ultrasonic vibrator for 10 min before instrumental analysis. The particle sizes less than 4 &#x3bc;m were defined as clay, 4-63 &#x3bc;m as silt, and &gt; 63 &#x3bc;m as sand. To sort the grain-size distribution into valuable information on geological processes and palaeo-environmental changes, end-member analysis (EMA) was applied to estimate end-member variations according to the methods by <xref ref-type="bibr" rid="B65">Prins et&#xa0;al. (2000)</xref>. In this study, we used a newly developed GUI software of AnalySize for processing and unmixing grain size data (<xref ref-type="bibr" rid="B63">Paterson and Heslop, 2015</xref>) to determine the grain-size distributions of the detrital fraction in our sediment core. Porosity of each sample was calculated from the water content (wet-dry weight) prior to and after freeze-drying.</p>
</sec>
<sec id="s2_5">
<title>2.5 Lignin-Phenols Analyses</title>
<p>Lignin analyses were performed using CuO oxidation method of <xref ref-type="bibr" rid="B37">Hedges and Ertel (1982)</xref>, as modified by <xref ref-type="bibr" rid="B9">Bianchi et&#xa0;al. (2002)</xref>. Homogenized sediments containing ca. 3 to 5 mg of organic carbon were transferred to stainless-steel reaction vials with 330 &#xb1; 4 mg CuO and 3 to 5 ml 2 N NaOH in glove box purged by nitrogen and then digested at 150&#xb0;C for 3 h. Reaction products were neutralized and extracted with diethyl ether (peroxides removed), filtered through combusted glass-fiber filled with glass wool, dried under N<sub>2</sub>, and converted to trimethylsilyl derivatives using bis-(trimethylsilyl)-trifluoroacetamide (BSTFA). Lignin-phenol derivatives were analyzed with an Agilent 7890-Gas Chromatograph/5977-Mass Spectrometric Detector (GC&#x2013;MS).</p>
<p>Quantification of lignin-phenols was based on a mixed standard calibration curve containing known amounts of 12 lignin reaction products of interest as well as the internal standard ethyl vanillin. Eight lignin-phenol oxidation monomer products (LOPs): C (ferulic acid+cinnamic acid), V (vanillin+acetovanillone+vanillic acid) and S (syringealdehyde+ acetosyringone+syringic acid) were quantified and used as molecular indicators for source and diagenetic state of terrestrial vascular plant tissue (<xref ref-type="bibr" rid="B39">Hedges and Parker, 1976</xref>). Compound of 3,5-dihydroxybenzoic acid (3,5Bd) was also derived after cupric oxidation and quantified (<xref ref-type="bibr" rid="B28">Go&#xf1;i and Hedges, 1995</xref>). The precision for the total lignin phenols was within &#xb1;10%, while that for individual compound ranged from &#xb1;5 to &#xb1;15% based on triplicate analysis.</p>
<p>Lambda-8 (&#x39b;<sub>8</sub>),which is defined as the total weight in milligrams of the sum of C, V, and S phenols, normalized to 100 mg of organic carbon (<xref ref-type="bibr" rid="B39">Hedges and Parker, 1976</xref>), is used as a biomarker for terrestrial vascular plants. The acid-to-aldehyde ratios of both V and S phenols: (Ad/Al)v, (Ad/Al)s, were used as indicators of lignin degradation state prior to burial (<xref ref-type="bibr" rid="B36">Hedges et&#xa0;al., 1988</xref>). The C/V (woody/non-woody) and S/V (gymnosperm/angiosperm) ratios were plotted as indicators of the source of vascular plant (<xref ref-type="bibr" rid="B38">Hedges and Mann, 1979</xref>). The lignin-phenol vegetation index (LPVI) was also applied to study sources of vascular plant materials (<xref ref-type="bibr" rid="B77">Tareq et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B68">S&#xe1;nchez-Garc&#xed;a et&#xa0;al., 2009</xref>). The 3,5Bd is used as an index of soil degradation processes, while the 3,5Bd/V indicated inputs of organic matter humification products sorbed to fine particles in soils (<xref ref-type="bibr" rid="B41">Houel et&#xa0;al., 2006</xref>).</p>
</sec>
<sec id="s2_6">
<title>2.6 Modelling to Distinguish Sources of OC</title>
<p>A binary mixing model was used to resolve the non-rock-derived biospheric (OC<sub>bio</sub>) and petrogenic (OC<sub>petro</sub>) OC (<xref ref-type="bibr" rid="B27">Galy et&#xa0;al., 2008</xref>). Then the radiocarbon composition of the bulk OC can be expressed as follows:</p>
<disp-formula>
<label>(1)</label>
<mml:math display="block" id="M1"> <mml:mrow>
<mml:mtext>Fm</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>TOC&#xa0;</mml:mtext>
</mml:mrow>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>&#xa0;Fm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>petro</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>OC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>petro</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>&#xa0;Fm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>bio</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>OC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>bio</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:math>
</disp-formula>
<disp-formula>
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mtext>TOC</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>&#xa0;OC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>bio</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>OC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>petro</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where, Fm, Fm<sub>bio</sub>, and Fm<sub>petro</sub> are fraction modern values of bulk TOC, OC<sub>bio</sub>, and OC<sub>petro</sub>, respectively. OC<sub>bio</sub> has different quantities of radioactive carbon (Fm&gt; 0), while OC<sub>petro</sub> does not contain radioactive carbon (Fm = 0) (<xref ref-type="bibr" rid="B27">Galy et&#xa0;al., 2008</xref>). So, equation (1) is further modified as:</p>
<disp-formula>
<label>(3)</label>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mtext>Fm</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>TOC</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>Fm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>bio</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">&#x2009;</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mtext>TOC</mml:mtext>
<mml:mo>&#x2013;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>OC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mtext>petro</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Thus, Fm<sub>bio</sub> (slope) and OC<sub>petro</sub> (intercept/slope) can be estimated by plotting Fm &#xd7;TOC versus TOC on an X&#x2013;Y plot, while OC<sub>bio</sub> is estimated by the offset between bulk TOC and OC<sub>petro</sub>.</p>
<p>A Monte Carlo simulation model was applied to track the sources of the sedimentary TOC from C<sub>3</sub>, C<sub>4</sub> plants, riverbank soil, river phytoplankton, and marine algae. Assuming that the endmember parameters (&#x3b4;<sup>13</sup>C and N/C) followed a normal distribution (mean &#xb1; standard deviation) for different OC sources in the study system (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>), the program was run in Python 3.8.2. Briefly, 4000 out of 1,000,000 random samples from the normal distribution of each end&#x2010;member were taken in order to simultaneously optimize the following underdetermined system of linear equations:</p>
<disp-formula>
<label>(4)</label>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mtext>i</mml:mtext>
</mml:msubsup>
</mml:mstyle>
<mml:mrow>
<mml:msub>
<mml:mtext>F</mml:mtext>
<mml:mtext>i</mml:mtext>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<label>(5)</label>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mtext>i</mml:mtext>
</mml:msubsup>
<mml:mrow>
<mml:msub>
<mml:mtext>F</mml:mtext>
<mml:mtext>i</mml:mtext>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>&#x3b4;</mml:mi>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
<mml:mrow>
<mml:mn>13</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msub>
<mml:mtext>C</mml:mtext>
<mml:mtext>i</mml:mtext>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msup>
<mml:mi>&#x3b4;</mml:mi>
<mml:mrow>
<mml:mn>13</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msub>
<mml:mtext>C</mml:mtext>
<mml:mrow>
<mml:mtext>sample</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula>
<label>(6)</label>
<mml:math display="block" id="M6">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mtext>i</mml:mtext>
</mml:msubsup>
<mml:mrow>
<mml:msub>
<mml:mtext>F</mml:mtext>
<mml:mtext>i</mml:mtext>
</mml:msub>
<mml:mo>&#xd7;</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:mtext>N</mml:mtext>
<mml:mo stretchy="false">/</mml:mo>
<mml:mtext>C</mml:mtext>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
<mml:mtext>i</mml:mtext>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mtext>N</mml:mtext>
<mml:mo stretchy="false">/</mml:mo>
<mml:mtext>C</mml:mtext>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mrow>
<mml:mtext>sample</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where F<sub>i</sub> is the fraction of the i end&#x2010;member and i = vascular C<sub>3</sub> plant, C<sub>4</sub> plant, soil OC, marine, and river phytoplankton, respectively. N/C, the inverse of C/N ratio, is used as a more sensitive end-member of terrestrial OC (<xref ref-type="bibr" rid="B64">Perdue and Koprivnjak, 2007</xref>; <xref ref-type="bibr" rid="B52">Li et&#xa0;al., 2017</xref>). The variation of the mean value for each end&#x2010;member was less than 0.2&#x2030; by randomly sampling each parameter value five times, ensuring the statistical stability of the model.</p>
</sec>
<sec id="s2_7">
<title>2.7 Carbon Burial Rate</title>
<p>The bulk carbon burial rate is calculated by the following equation:</p>
<disp-formula>
<label>(7)</label>
<mml:math display="block" id="M7">
<mml:mrow>
<mml:mtext>Bulk&#xa0;carbon&#xa0;burial&#xa0;rate</mml:mtext>
<mml:mi mathvariant="normal">&#x2009;</mml:mi>
<mml:mi mathvariant="normal">&#x2009;</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>g&#xa0;C&#xa0;m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mtext>yr</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>=</mml:mo>
<mml:mtext>TOC&#xa0;(%)</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>SAR&#xa0;(cm&#xa0;yr</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>)</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>bulk&#xa0;density&#xa0;(g&#xa0;cm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>)</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>porosity</mml:mtext>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where, SAR was determined from <sup>210</sup>Pb chronology; the bulk density was assumed to be 1.5 g cm<sup>-3</sup> in this region (<xref ref-type="bibr" rid="B15">Chen et&#xa0;al., 2006</xref>); TOC and porosity were the average values of 20-110 cm, 120-170 cm, 180-300 cm and the entire core.</p>
<p>The burial rate of each end-member was calculated by multiplying the bulk carbon burial rate and the fraction of each end-members from the mixing model. For example, the burial rate of lignin is calculated as:</p>
<disp-formula>
<label>(8)</label>
<mml:math display="block" id="M8">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>Lignin&#xa0;burial&#xa0;rate&#xa0;(g&#xa0;lignin&#xa0;m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msup>
<mml:msup>
<mml:mrow>
<mml:mtext>yr</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mtext>)&#xa0;</mml:mtext>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>&#x39b;</mml:mi>
<mml:mn>8</mml:mn>
</mml:msub>
<mml:mi mathvariant="normal">&#x2009;</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mtext>mg&#xa0;lignin&#xa0;</mml:mtext>
<mml:mn>100</mml:mn>
<mml:msup>
<mml:mrow>
<mml:mtext>&#xa0;mg</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mtext>OC</mml:mtext>
<mml:mo stretchy="false">)</mml:mo>
<mml:mi mathvariant="normal">&#x2009;</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>TOC&#xa0;(%)</mml:mtext>
<mml:mo>&#xd7;</mml:mo>
<mml:msup>
<mml:mrow>
<mml:mtext>SAR&#xa0;(cm&#xa0;yr</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>)</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>bulk&#xa0;density</mml:mtext>
<mml:mi mathvariant="normal">&#x2009;</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mtext>g&#xa0;cm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mo>)</mml:mo>
<mml:mo>&#xd7;</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>porosity</mml:mtext>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
<sec id="s2_8">
<title>2.8 Data Analyses</title>
<p>The Origin 2021 software was used to graph the figures. Statistical differences were calculated using one-way ANOVA. Statistically significant differences were discussed within the 95% confidence interval. Principle component analysis (PCA) was performed to discriminate for any other controlling variables linked with bulk and biomarker patterns in sediment samples with all parameters being mean-normalized.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Results</title>
<sec id="s3_1">
<title>3.1 Sediment Chronology</title>
<p>The cores displayed relatively low excess activities of <sup>210</sup>Pb ranging from 0.22 dpm g<sup>&#x2212;1</sup> to 2.62 dpm g<sup>&#x2212;1</sup> (1.33 &#xb1; 0.65 dpm g<sup>&#x2212;1</sup>, n=14) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>). While grain size variation can generate an error in the downcore decay trend in relatively low excess activity samples, the core showed a supported <sup>210</sup>Pb level (from <sup>226</sup>Ra activity) that were relatively invariant downcore (2.16&#x2013;2.86 dpm g<sup>&#x2212;1</sup>) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The surface mixed layer was around 20 cm with the depth below showing the sediment accumulation. The best fit exponential regression of excess <sup>210</sup>Pb activity (R<sup>2</sup> = 0.69, p&lt;0.01) yielded a varied sedimentation rate (LSR) ranging from 1.71 cm yr<sup>-1</sup> (210-250 cm) to 3.18 cm yr<sup>&#x2212;1</sup> (20-30 cm). The calculated geochronology dated back to 1893 for the deepest sample. Therefore, the core represents about 130 years of sediment deposition.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The cumulative mass depth profile of excess <sup>210</sup>Pb (<sup>210</sup>Pb<sub>ex</sub>) of the sediment core. The right scale labeled the chronology.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-848757-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>3.2 Bulk Organic Carbon/Nitrogen, Stable and Radiocarbon Isotopes</title>
<p>The TOC (%) varied from 0.43% to 1.43% (0.96 &#xb1; 0.22%, n=40) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). The TN ranged from 0.11% to 0.28% (0.24 &#xb1; 0.03%, n=40) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). A significant linear relationship between TN and TOC (R<sup>2</sup> = 0.49, p &lt; 0.01) suggested that TN was derived predominantly from the organic origin. The C/N ratio varied from 2.27 to 9.33 (4.69 &#xb1; 1.18, n=40) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3D</bold>
</xref>). The &#x3b4;<sup>13</sup>C ranged from -24.54 to -22.89&#x2030; and showed three stages with different &#x3b4;<sup>13</sup>C features (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>). Between 1893 and 1957, the average &#x3b4;<sup>13</sup>C value was -23.08 &#xb1; 0.16&#x2030;. Between 1957 and 1980, the value showed a large variability (-23.59 &#xb1; 0.29&#x2030;), while after 1980, the average &#x3b4;<sup>13</sup>C decreased to -23.86 &#xb1; 0.34&#x2030; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>), indicating an increased proportion of terrestrial OC. The &#x394;<sup>14</sup>C value varied from -448.40&#x2030; to -209.55&#x2030; (-299.26 &#xb1; 66.89&#x2030;, n=20) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3E</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>). The average &#x394;<sup>14</sup>C value was -226.84&#x2030; (n=6), -399.04&#x2030; (n=3), and -316.88&#x2030; (n=9) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure&#xa0;S1</bold>
</xref>) in stage of 1893 to 1957, 1957 to 1980, and after 1980, respectively. Correspondingly, the average Fm in stages of 1893 to 1957, 1957 to 1980, and after 1980 were 0.78 (n=6), 0.61 (n=3), and 0.69 (n=9) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>), respectively.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Depth profiles of <bold>(A)</bold> TOC(%), <bold>(B)</bold> TN(%), <bold>(C)</bold> &#x3b4;<sup>13</sup>C(&#x2030;), <bold>(D)</bold>C/N ratio, <bold>(E)</bold> &#x394;<sup>14</sup>C(&#x2030;), and <bold>(F)</bold> median grain size (MGS) and mineral content (%).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-848757-g003.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>3.3 Grain Size</title>
<p>The clay, silt and sand content of the core ranged from 11.58 to 35.6% (26.24 &#xb1; 5.82%, n=40), 60.36 to 74.56% (66.54 &#xb1; 3.34%, n=40), 0 to 16.2% (7.22 &#xb1; 4.63%, n=40), respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3F</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>). The sediments were predominately fine-grained (&lt;63 &#x3bc;m) that the sum of clay and silt ranged from 83.8% to 100%. The proportion of clay and silt were negatively correlated in all layers (R<sup>2 </sup>= 0.61, p&lt;0.01).</p>
<p>The median grain size (MGS) ranged from 5.83 to 26.9&#x3bc;m (9.88 &#xb1; 4.33&#x3bc;m, n=40) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3F</bold>
</xref>). Before the 1960s, the MGS was relatively constant at a low value (6.90 &#xb1; 0.74, n=15), while they became more variable and showed relatively higher values (11.83 &#xb1; 4.61, n=25) after the 1960s. The MGS has a peak value around 2008. The correlation map between multiple correlation coefficient and numbers of end-member (EM) indicated that two EMs could fulfill the observed compositional variation required in EMA (<xref ref-type="bibr" rid="B44">Jiang et&#xa0;al., 2017</xref>) and explain the grain-size distribution pattern that the peak values were concentrated at 6.72 &#x3bc;m (EM 1), and 40.14 &#x3bc;m (EM 2), respectively. The EM1 and EM2 ranged from 36.91% to 97.42% (78.43 &#xb1; 14.78%, n=40), 2.58% to 63.09% (21.57 &#xb1; 14.78%, n=40), respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>).</p>
</sec>
<sec id="s3_4">
<title>3.4 Lignin-Phenols</title>
<p>The &#x39b;<sub>8</sub> values ranged from 0.43 to 2.84 mg 100mg<sup>-1</sup> OC (1.39 &#xb1; 0.54, n=40) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). There was a general increase in &#x39b;<sub>8</sub> from the bottom to the surface sediment, that the average &#x39b;<sub>8</sub> in stages of 1893 to 1957, 1957 to 1980, and after 1980 were 1.04 (n=13), 1.18 (n=6), 1.68 (n=21) mg 100mg<sup>-1</sup> OC, respectively. This trend indicated an increasing accumulation of vascular plant derived OC. The 3,5Bd showed no significant changes with depth (p &gt; 0.01) (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). The average (Ad/Al)v values were 0.38 (n=13), 0.35 (n=6) and 0.26 (n=21), while the average (Ad/Al)s were 0.35 (n=13), 0.36 (n=6) and 0.23 (n=21) from 1893 to 1957, 1957 to 1980, and after 1980, respectively (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4C, D</bold>
</xref>). Their insignificant depth variations (p&lt;0.01) indicated insignificant degradation, or that the majority of bioavailable lignin has been consumed prior to delivery to the ocean (<xref ref-type="bibr" rid="B69">Seidel et&#xa0;al., 2015</xref>). The ratios of 3,5Bd/V and P/(S+V) ranged from 0.03 to 0.17 (0.08 &#xb1; 0.03, n=40), 0.11 to 0.3 (0.17 &#xb1; 0.05, n=40) with slight increase with depths (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4E, F</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Depth profiles of <bold>(A)</bold> &#x39b;<sub>8</sub>(mg 100mg<sup>-1</sup> OC), <bold>(B)</bold> 3,5Bd (mg 100mg<sup>-1</sup> OC), <bold>(C)</bold> the (Ad/Al)s ratio, <bold>(D)</bold> (Ad/Al)v ratio, <bold>(E)</bold> 3,5Bd/V ratio, and <bold>(F)</bold> P/(S+V) ratio in sediment cores of the PRE.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-848757-g004.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>3.5 Modelling Results and Carbon Burial Rates</title>
<p>The modelling results showed historical variability in the Fm<sub>bio</sub>, OC<sub>petro</sub> (%), OC<sub>bio</sub> (%), OC<sub>bio</sub>/OC (%) in the PRE sediments (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref> and <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The Fm<sub>bio</sub> (0.79) values in 1957-1980 were smaller than before 1980 (0.63). Conversely, the OC<sub>petro</sub> value (0.03) in 1957-1980 was three times higher than before 1980 (0.01), indicating more petrogenic and less biospheric OC input during 1957-1980.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>
<bold>(A)</bold> A binary plot used to determine OC<sub>petro</sub> concentration in bulk sediments by plotting &#x2009; Fm of bulk TOC &#xd7;&#x2009;TOC (%) vs. TOC (%). The solid lines represented the best linear fit of the three periods. The slope represented the fraction of modern value of biospheric OC (Fm<sub>bio</sub>), while the intercept on x-axis represented the content of petrogenic OC (OC<sub>petro</sub>) in sediments. <bold>(B)</bold> Fraction of OC sources from five end-members based on Monte Carlo simulation of the PRE sediment core. <bold>(C)</bold> Principal component analyses of parameters in this study.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-848757-g005.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Historical changes of Fm<sub>bio</sub>, OC<sub>petro</sub> (%), OC<sub>bio</sub> (%), and OC<sub>bio</sub>/OC (%) in the PRE sediment.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Depth (cm)</th>
<th valign="top" align="center">Stage</th>
<th valign="top" align="center">Fm<sub>bio</sub>
</th>
<th valign="top" align="center">OC<sub>petro</sub> (%)</th>
<th valign="top" align="center">OC<sub>bio</sub> (%)</th>
<th valign="top" align="center">OC<sub>bio</sub>/OC(%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">20-110</td>
<td valign="top" align="center">1980-2016</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">120-170 cm</td>
<td valign="top" align="center">1957-1980</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">1.06</td>
<td valign="top" align="center">97.2</td>
</tr>
<tr>
<td valign="top" align="left">180-300 cm</td>
<td valign="top" align="center">1893-1957</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">98.9</td>
</tr>
<tr>
<td valign="top" align="left">120-300</td>
<td valign="top" align="center">1893-1980</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="center">98.1</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The comprehensive five-end-member simulation showed that the fraction of C<sub>3</sub> plants (F<sub>C3</sub>), riverbank soil (F<sub>soil</sub>), riverine phytoplankton (F<sub>riverine phytoplankton</sub>), marine algae (F<sub>marine</sub>) and, C<sub>4</sub> plants (F<sub>C4</sub>) were 17 &#xb1; 3%, 17 &#xb1; 2%, 22 &#xb1; 1%, 35 &#xb1; 10%, 10 &#xb1; 3%, respectively (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref> and <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The fraction of total terrestrial OC (F<sub>terr</sub>= F<sub>C3</sub>+F<sub>soil</sub>+F<sub>riverine phytoplankton</sub>+F<sub>C4</sub>) was 65 &#xb1; 10%. The F<sub>C3</sub> in 1893-1957 was 14 &#xb1; 3%, which was smaller than 1957-1980 (20 &#xb1; 2%) and 1980-2016 (19 &#xb1; 2%). The F<sub>C4</sub> in 1980-2016 was lower than 1957-1980(13 &#xb1; 2%) and 1897-1957(10 &#xb1; 4%). This indicated a change in plant contribution from C<sub>4</sub> plants to C<sub>3</sub> plants from the bottom to the surface sediment. The F<sub>soil</sub> (19 &#xb1; 2%) in 1957-1980 were larger than the average value (17 &#xb1; 2%), while the F<sub>marine</sub> (27 &#xb1; 6%) in 1957-1980 was smaller than the average value (35 &#xb1; 10%) in the entire core.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Fraction of C<sub>3</sub> plants, riverbank soil, riverine phytoplankton, C<sub>4</sub> plants, marine algae and total terrestrial OC in PRE sediments.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">Stage</th>
<th valign="top" align="center">F<sub>C3</sub> (%)</th>
<th valign="top" align="center">F<sub>soil</sub> (%)</th>
<th valign="top" align="center">F<sub>riverine phytoplankton</sub> (%)</th>
<th valign="top" align="center">F<sub>C4</sub> (%)</th>
<th valign="top" align="center">F<sub>marine</sub> (%)</th>
<th valign="top" align="center">F<sub>terr</sub> (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">20-110 cm</td>
<td valign="top" align="center">1980-2016</td>
<td valign="top" align="center">19 &#xb1; 2</td>
<td valign="top" align="center">17 &#xb1; 1</td>
<td valign="top" align="center">23 &#xb1; 1</td>
<td valign="top" align="center">8 &#xb1; 3</td>
<td valign="top" align="center">33 &#xb1; 6</td>
<td valign="top" align="center">67 &#xb1; 6</td>
</tr>
<tr>
<td valign="top" align="left">120-170 cm</td>
<td valign="top" align="center">1957-1980</td>
<td valign="top" align="center">20 &#xb1; 2</td>
<td valign="top" align="center">19 &#xb1; 2</td>
<td valign="top" align="center">22 &#xb1; 1</td>
<td valign="top" align="center">13 &#xb1; 2</td>
<td valign="top" align="center">27 &#xb1; 6</td>
<td valign="top" align="center">73 &#xb1; 6</td>
</tr>
<tr>
<td valign="top" align="left">180-300 cm</td>
<td valign="top" align="center">1893-1957</td>
<td valign="top" align="center">14 &#xb1; 3</td>
<td valign="top" align="center">15 &#xb1; 2</td>
<td valign="top" align="center">20 &#xb1; 2</td>
<td valign="top" align="center">10 &#xb1; 4</td>
<td valign="top" align="center">41 &#xb1; 9</td>
<td valign="top" align="center">59 &#xb1; 9</td>
</tr>
<tr>
<td valign="top" align="left">Entire core</td>
<td valign="top" align="center">1893-2016</td>
<td valign="top" align="center">17 &#xb1; 3</td>
<td valign="top" align="center">17 &#xb1; 2</td>
<td valign="top" align="center">22 &#xb1; 1</td>
<td valign="top" align="center">10 &#xb1; 3</td>
<td valign="top" align="center">35 &#xb1; 10</td>
<td valign="top" align="center">65 &#xb1; 10</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The PCA biplot included 17 normalized variables (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>). The first two components explained 52.5% of the sedimentary OC (PC1: 36.1% and PC2: 16.4%). The plot showed significant depth variations of the distribution and preservation of sedimentary OC across different temporal scales (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). Most of the samples above 110cm (exclude 30cm) were located in Quadrant II and III, and the samples between 120 and 180cm (exclude 180cm) were located in Quadrants III and IV, while most of the deeper (190-300cm) samples were located in Quadrants I and IV.</p>
<p>The bulk OC burial rate increased from 1893-1957 (94 &#xb1; 22 gC m<sup>-2</sup> yr<sup>-1</sup>) to 1957-1980 (138 &#xb1; 24 gC m<sup>-2</sup> yr<sup>-1</sup>), but decreased after 1980 (151 &#xb1; 44 gC m<sup>-2</sup> yr<sup>-1</sup>) (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The trends of the end-member burial rates were similar to the bulk OC, which were increased first and then decreased except the burial rate of marine algae (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Burial rate (g C m<sup>-2</sup> yr<sup>-1</sup>) of the TOC and each end-member.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Core depth (cm)</th>
<th valign="top" align="center">Stage</th>
<th valign="top" align="center">TOC</th>
<th valign="top" align="center">OC<sub>petro</sub>
</th>
<th valign="top" align="center">C<sub>3</sub> plants</th>
<th valign="top" align="center">Riverbank soil</th>
<th valign="top" align="center">River phytoplankton</th>
<th valign="top" align="center">Marine algea</th>
<th valign="top" align="center">C<sub>4</sub> plants</th>
<th valign="top" align="center">Lignin</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">20-110</td>
<td valign="top" align="center">1980-2016</td>
<td valign="top" align="center">136 &#xb1; 39</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">23</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">44</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">2.3</td>
</tr>
<tr>
<td valign="top" align="left">120-170</td>
<td valign="top" align="center">1957-1980</td>
<td valign="top" align="center">138 &#xb1; 24</td>
<td valign="top" align="center">4.2</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">37</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">1.8</td>
</tr>
<tr>
<td valign="top" align="left">180-300</td>
<td valign="top" align="center">1893-1957</td>
<td valign="top" align="center">94 &#xb1; 22</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">38</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">1.0</td>
</tr>
<tr>
<td valign="top" align="left">Entire core</td>
<td valign="top" align="center">1893-2016</td>
<td valign="top" align="center">126 &#xb1; 29</td>
<td valign="top" align="center">2.5</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">44</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">1.8</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4">
<title>4 Discussion</title>
<sec id="s4_1">
<title>4.1 Historical Changes of OC Sources in the PRE Sediment</title>
<p>The significant correlation between &#x3b4;<sup>13</sup>C and C/N (R<sup>2 </sup>= 0.55, p&lt; 0.01, <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>) suggested mixed source input from terrestrial and marine OC. The MGS and &#x3b4;<sup>13</sup>C signatures were invariable in the bottom of the sediment core (&gt; 150cm), but became coarser and more negative at discrete intervals in upper parts of the core (above 150cm) (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3C, F</bold>
</xref>) indicating a shift from marine plankton with younger <sup>14</sup>C age to terrestrial derived OC which was older (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3E</bold>
</xref>, <xref ref-type="fig" rid="f5">
<bold>5A</bold>
</xref>). This was likely due to a transition (~ the 1980) from steady-state deposition with lower sediment accumulation rate (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>), to an environment influenced by both stronger anthropogenic and climate disturbance in the modern PRE (<xref ref-type="bibr" rid="B97">Yuan et&#xa0;al., 2019</xref>) with enhanced sediment accumulation rate (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>) (<xref ref-type="bibr" rid="B62">Owen and Lee, 2004</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Source plot of the sedimentary OC in the PRE based on <bold>(A)</bold> &#x3b4;<sup>13</sup>C and C/N; <bold>(B)</bold> C/V and S/V. G=woody gymnosperm, g=nonwoody gymnosperm, A=woody angiosperm and a=nonwoody angiosperm.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-848757-g006.tif"/>
</fig>
<p>More than 100 red tides have been reported in the PRE since the 1970s, and their frequency has increased in recent years due to human influences (<xref ref-type="bibr" rid="B45">Jia and Peng, 2003</xref>; <xref ref-type="bibr" rid="B42">Hu et&#xa0;al., 2008</xref>). However, the average marine sourced OC derived from the Monte Carlo model decreased by 20% during 1980-2016 than that from 1893-1957 (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). This may be related to the high degradation rates of marine algae enriched in labile compositions such as carbohydrates, sugars, amino acids, and low-molecular-weight organic acids (<xref ref-type="bibr" rid="B35">Hardison et&#xa0;al., 2013</xref>). Instead, the vascular plant biomarker of lignin did not show much degradation during the burial process (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4C, D</bold>
</xref>) that the variations were more induced by concentration changes with continuous input of relatively stable terrestrial OC, which were partly diluted by the marine-derived OC as was indicated from a lack of correlation between lignin&#x2010;phenol abundance and TOC (R<sup>2</sup> = 0.02, p&lt;0.01).</p>
<p>Sources of vascular plant derived OC changed during the sediment accumulation. In general, the angiosperms (woody or non-woody tissues) contain a large amount of syringyl phenols. Therefore, the bottom depths with relatively high S/V values (0.83 &#xb1; 0.14, n=40) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>) suggested an important fraction of lignin originating from angiosperm plants with higher LPVI (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>) than that of gymnosperms (<xref ref-type="bibr" rid="B77">Tareq et&#xa0;al., 2004</xref>). The surface sediments, instead, tended to be sourced from leaves, humus, and soil (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>) as a result of increased soil erosion induced terrestrial plant input. The average LPVI decreased from the bottom to the surface sediment also supported a change from angiosperms to gymnosperms (<xref ref-type="bibr" rid="B77">Tareq et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B52">Li et&#xa0;al., 2017</xref>) that rapid urbanization has caused such loss in the angiosperm-rich farmland since the 1980s (<xref ref-type="bibr" rid="B100">Zhang et&#xa0;al., 2008</xref>) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>).</p>
</sec>
<sec id="s4_2">
<title>4.2 Biospheric and Petrogenic OC in the PRE Sediment</title>
<p>The sediment record showed a significant input of old carbon during 1957-1980 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>; <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>), which corresponded to lower Fm and OC<sub>bio</sub> values and higher &#x394;<sup>14</sup>C and OC<sub>petro</sub> values (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). It happened that this period had a higher TOC value (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>) and terrestrial input (73%, <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). This may be caused by hydrodynamic sorting of riverine OC containing significant eroded soil with more negative &#x394;<sup>14</sup>C and older apparent ages (<xref ref-type="bibr" rid="B82">Wei et&#xa0;al., 2010</xref>). The significant correlation between MGS and &#x394;<sup>14</sup>C values (R<sup>2 </sup>= 0.52, p&lt;0.01, <xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S3</bold>
</xref>) illustrated the importance of hydrodynamics on the transport and sorting of different grain size fractions, which should be considered in the aging processes, particularly in the estuary and continental shelf characterizing by strong hydrodynamic gradients (<xref ref-type="bibr" rid="B4">Bao et&#xa0;al., 2018a</xref>). Specifically, OC in the finer fraction was the youngest, with <sup>14</sup>C ages and OC<sub>petro</sub> increasing in the coarser fraction. So, the OC was preferentially associated with fine-grained, large-surface-area minerals providing stronger protection against degradation (<xref ref-type="bibr" rid="B3">Aus&#xed;n et&#xa0;al., 2021</xref>). The young OC with less negative &#x3b4;<sup>13</sup>C values (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>) were mainly from marine inputs during 1893-1957. Selective removal of labile marine OC was expected leading to more negative &#x394;<sup>14</sup>C and &#x3b4;<sup>13</sup>C values, <italic>via</italic> preferential degradation of <sup>13</sup>C-enriched, labile organic components afterwards. Correspondingly, the finer EM1 (6.72 &#x3bc;m) was dominant (78.4 &#xb1; 14.8%, n=40) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>) in the bottom of the PRE sediments, which was beneficial to the OC preservation. Thus, the <sup>14</sup>C age was younger with higher EM1.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>
<bold>(A)</bold>Pacific Decadal Oscillation (PDO) index; <bold>(B)</bold> Atlantic Multidecadal Oscillation (AMO) index; <bold>(C)</bold> Fraction of total terrestrial OC (F<sub>terr</sub>, %) from Monte Carlo simulation; <bold>(D)</bold> Sediment load (10<sup>4</sup> t yr<sup>-1</sup>) of Pearl River, modified from <xref ref-type="bibr" rid="B81">Wei et&#xa0;al. (2020)</xref>; and <bold>(E</bold>) &#x394;<sup>14</sup>C (&#x2030;). The interpolation method was applied for data processing. The values for the PDO index were taken from University of Washington (<uri xlink:href="http://jisao.washington.edu/pdo/PDO.latest">http://jisao.washington.edu/pdo/PDO.latest</uri>) (<xref ref-type="bibr" rid="B24">Duan et&#xa0;al., 2013</xref>). The AMO index is downloaded from Earth System Research Laboratory (<uri xlink:href="http://www.esrl.noaa.gov/psd/data/correlation/amon.sm.data">http://www.esrl.noaa.gov/psd/data/correlation/amon.sm.data</uri>). The bars were annual index value. The black curves represented 7 year running mean value in <bold>(A, B)</bold> The monthly mean global average sea surface temperature (SST) anomalies have been removed to separate this pattern of variability from any global warming signal that may be present in the data (<xref ref-type="bibr" rid="B59">Mantua et&#xa0;al., 1997</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-848757-g007.tif"/>
</fig>
<p>The average Fm<sub>bio</sub> value (0.71) of the PRE is the lowest in coastal China among Bohai, Yellow Sea, and East China Sea (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>), but closer to that of the Yellow River POC (0.61), indicating older ages of biogenic OC in the PRE. The Yellow River generally has a large amount of pre-aged POC sourced from the Loess Plateau where distributes thick loess-paleosol deposits, with serious soil erosion and sparse vegetation (<xref ref-type="bibr" rid="B25">Eliassen, 2020</xref>). In comparison, the upper and middle reaches of the PRE drain the karst morphology areas with the carbonate rocks being the dominant lithology (<xref ref-type="bibr" rid="B89">Wu et&#xa0;al., 2020</xref>). The weathering rate of carbonate rocks is more than an order of magnitude higher than that of silicate rocks (<xref ref-type="bibr" rid="B60">Meybeck, 1987</xref>). As the carbonate rock weathers, the pre-aged materials including dissolved inorganic carbon are released into the river (<xref ref-type="bibr" rid="B56">Liu et&#xa0;al., 2017</xref>). Phytoplankton thus synthesize such old dissolved inorganic carbon resulting in biogenic OC with older ages and low Fm<sub>bio</sub> values (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). The relatively lower Fm<sub>bio</sub> values have also been found in some other fluvial systems such as in the Mackenzie River shelf (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). Warming and associated permafrost thaw exposed older biogenic OC with less OC<sub>petro</sub> and lower Fm<sub>bio</sub> accumulated in marine sediments (<xref ref-type="bibr" rid="B40">Hilton et&#xa0;al., 2015</xref>). Therefore, the relatively low Fm<sub>bio</sub> composition in these aquatic ecosystems were attributed to the contribution from pre-aged OC in the drainage basin. As a result, the OC<sub>petro</sub> contributed to 2% of TOC in the PRE. The ratio can be as low as 1% in the East China Sea sand area, and as high as 87% in the southeast Alaskan fjords (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). But on average, the OC<sub>petro</sub>/TOC in the PRE was lower than the mean values of 13 &#xb1; 18% in global aquatic systems.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Comparison of Fm<sub>bio,</sub> OC<sub>petro</sub>, OC<sub>bio</sub> and OC<sub>petro</sub>/TOC values in the sediments between the PRE and other studies.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Regions</th>
<th valign="top" align="center">Fm<sub>bio</sub>
</th>
<th valign="top" align="center">OC<sub>petro</sub>
</th>
<th valign="top" align="center">OC<sub>bio</sub>
</th>
<th valign="top" align="center">OCpetro/TOC (%)</th>
<th valign="top" align="center">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">PRE</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">This study</td>
</tr>
<tr>
<td valign="top" align="left">Central Bohai Sea mud deposits</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.087</td>
<td valign="top" align="center">0.51</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B101">Zhao et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Bohai Sea</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B5">Bao et&#xa0;al., 2018b</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">East China Sea</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">0.051</td>
<td valign="top" align="center">0.40</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B47">Kao et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B50">Li et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B86">Wu et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B46">Kao et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B5">Bao et&#xa0;al., 2018b</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">North Yellow Sea</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">0.030</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B5">Bao et&#xa0;al., 2018b</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Southern Yellow Sea</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">0.041</td>
<td valign="top" align="center">0.51</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B5">Bao et&#xa0;al., 2018b</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Shandong Peninsula mud deposits</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">0.088</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B101">Zhao et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">South Yellow Sea mud deposits</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">0.076</td>
<td valign="top" align="center">0.81</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B101">Zhao et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left"> Bohai and Yellow Seas sand area</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">0.015</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B101">Zhao et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Changjiang Estuary mobile-muds</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">0.095</td>
<td valign="top" align="center">0.44</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B101">Zhao et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Zhe-Min coastal mobile-muds</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">0.018</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B101">Zhao et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">southwest off the Cheju Island</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">0.040</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B101">Zhao et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">East China Sea sand area</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B101">Zhao et&#xa0;al., 2021</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Yellow river POC</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">0.017</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B76">Tao et&#xa0;al., 2015</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">southeast Alaskan fjords</td>
<td valign="top" align="center">1.01</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">87</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B79">Walinsky et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B18">Cui et&#xa0;al., 2016</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">British Columbia fjords</td>
<td valign="top" align="center">1.11</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">0.70</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B71">Smittenberg et&#xa0;al., 2004</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">New Zealand fjords</td>
<td valign="top" align="center">0.96</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">2.43</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B70">Smith et&#xa0;al., 2015</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">US West Coastal</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">1.62</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B11">Blair et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B48">Komada et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B84">White, 2006</xref>; <xref ref-type="bibr" rid="B61">Mollenhauer and Eglinton, 2007</xref>; <xref ref-type="bibr" rid="B21">Drenzek et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B78">Wakeham et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B33">Griffith et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B26">Feng et&#xa0;al., 2013</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Mackenzie River shelf</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">1.23</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B30">Go&#xf1;i et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B22">Drenzek et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B40">Hilton et&#xa0;al., 2015</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">North Gulf of Mexico</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B29">Go&#xf1;i et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B31">Gordon and Go&#xf1;i, 2003</xref>; <xref ref-type="bibr" rid="B32">Gordon and Go&#xf1;i, 2004</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Amazon River Coast</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center"> (<xref ref-type="bibr" rid="B1">Aller and Blair, 2006</xref>; <xref ref-type="bibr" rid="B85">Williams et&#xa0;al., 2015</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4_3">
<title>4.3 Drivers for the Historical Changes of OC Burial Rate</title>
<sec id="s4_3_1">
<title>4.3.1 The Climate Oscillation Effect</title>
<p>The climate oscillation associated with rainfall intensity affected the frequency and magnitude of soil erosion (<xref ref-type="bibr" rid="B72">Starkloff and Stolte, 2014</xref>; <xref ref-type="bibr" rid="B54">Li and Fang, 2016</xref>; <xref ref-type="bibr" rid="B99">Zhang et&#xa0;al., 2022</xref>) and sediment accumulation rate. A significant increase in the sedimentary grain size in the upper core around 2008 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3F</bold>
</xref>) suggested stronger hydrodynamic conditions due to pulsed flooding events this year with significant sediment delivery (<xref ref-type="bibr" rid="B62">Owen and Lee, 2004</xref>). In fact, a big flooding event occurred in almost every other year between 2000 and 2011 due to typhoon and flood impacts in the PRE (<xref ref-type="bibr" rid="B94">Yang et&#xa0;al., 2015</xref>). Strong rainfall-runoff processes would in turn erode deep soil and vascular plant OC from the drainage basin in pulses (<xref ref-type="bibr" rid="B34">Hao and Lu, 2021</xref>), which cause a large amount of old OC to enter the river and further the PRE. As a result, the riverine POC was dominated by aquatic organisms during the low-flow periods, while the terrigenous POC (mainly from soil minerals and degraded plant debris) became dominant during high-flow periods. The pulsed (Ad/Al)v and (Ad/Al)s ratio that appeared during this time proved the input of highly degraded vascular plant materials during the flooding erosion. The increased transportation capacity of rivers could then accelerate POC transportation with less residence time for POC oxidation and high burial efficiency (<xref ref-type="bibr" rid="B10">Blair and Aller, 2012</xref>). Therefore, the export of OC<sub>petro</sub> and the escape of OC<sub>bio</sub> from oxidation by rapid transport along rivers resulted in subsequent increase in OC burial on adjacent margins in the PRE. In fact, the 1957-1980 period witnessed 4.6 times higher petrogenic OC burial rate than before with a significant decrease of &#x394;<sup>14</sup>C from -218.6 &#xb1; 81.8&#x2030; (1893-1957) to -395.3 &#xb1; 31.8 &#x2030; (1957-1980) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref> and <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<p>The large variability of summer precipitation may easily trigger floods and droughts in the Pearl River basin that a correlation (R<sup>2</sup> = 0.89) has been found between precipitation and surface runoff (<xref ref-type="bibr" rid="B58">Luo et&#xa0;al., 2016</xref>). As global climate phenomenon, the PDO have been reported to be closely related to precipitation and droughts frequency in China over the last century (<xref ref-type="bibr" rid="B14">Chan and Zhou, 2005</xref>; <xref ref-type="bibr" rid="B24">Duan et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B92">Yang et&#xa0;al., 2017a</xref>; <xref ref-type="bibr" rid="B93">Yang et&#xa0;al., 2017b</xref>). However, the AMO may act as a key pacemaker that the western tropical Pacific multidecadal climate variability is forced by the AMO instead of PDO in interdecadal time scales over the last century (<xref ref-type="bibr" rid="B73">Sun et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B102">Zheng and Wang, 2021</xref>). In this study, the correlations between terrestrial OC parameters (e.g., F<sub>terr</sub>, <xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>) and both 7-year running mean of climate oscillation index were not significantly correlated (AMO, R&#x2009;=&#x2009;0.28, p&#x2009;&lt;0.01; PDO, R=0.27, p&#x2009;&lt;0.01) (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref> and <xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>) through the whole core. However, there is a significant correlation between F<sub>terr</sub> and PDO than that with AMO before 1957 (R=0.43, p&lt;0.01). Instead, the AMO and F<sub>terr</sub> were significantly correlated between 1957-1980 (R=-0.93, p&lt;0.01), but not before 1957 (R=-0.10, p=0.43) and after 1980 (R=-0.20, p=0.27), indicating that the climate effect on the OC burial has changed from PDO before 1957, to AMO between 1957 and 1980 in the PRE. The reason might be that during the negative phase of AMO (e.g., 1957-1980), humid climate condition and more typhoon events in PRE intensified the washout of riverbanks and surrounding soils, hence more terrestrial (F<sub>terr</sub>) including petrogenic OC were transported to the sediments (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref> and <xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). At the positive phase of AMO, cold climate and less precipitation, in contrast, would result in less soil erosion, delivery and burial of terrestrial and petrogenic OC. There was no significant correlation between the F<sub>terr</sub> and the climate oscillation index (AMO, R&#x2009;=&#x2009;0.20, p&#x2009;=0.27; PDO, R=0.31, p=0.08) after 1980, which is mostly related to the beginning of Economic Reform and Open Up, suggesting the dominate influence from human perturbations.</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Correlation between OC and climate oscillation index based on 7 year running mean value.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Correlation (R)</th>
<th valign="top" align="center">&#x394;<sup>14</sup>C </th>
<th valign="top" align="center">F<sub>terr</sub>
</th>
<th valign="top" align="center">F<sub>soil</sub>
</th>
<th valign="top" align="center">Sediment load</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">AMO</td>
<td valign="top" align="center">
<bold>0.35 (p&lt;0.01)</bold>
</td>
<td valign="top" align="center">
<bold>-0.28 (p&lt;0.01)</bold>
</td>
<td valign="top" align="center">
<bold>-0.27 (p&lt;0.01)</bold>
</td>
<td valign="top" align="center">
<bold>-0.81(p&lt;0.01)</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">PDO</td>
<td valign="top" align="center">-0.17 (p=0.07)</td>
<td valign="top" align="center">
<bold>-0.27 (p&lt;0.01)</bold>
</td>
<td valign="top" align="center">
<bold>-0.26 (p&lt;0.01)</bold>
</td>
<td valign="top" align="center">0.30 (p=0.02)</td>
</tr>
<tr>
<td valign="top" align="left">AMO after 1980</td>
<td valign="top" align="center">0.15 (p=0.41)</td>
<td valign="top" align="center">-0.20 (p=0.27)</td>
<td valign="top" align="center">-0.17 (p=0.34)</td>
<td valign="top" align="center">
<bold>-0.90 (p&lt;0.01)</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">AMO 1957-1980</td>
<td valign="top" align="center">
<bold>0.98 (p&lt;0.01)</bold>
</td>
<td valign="top" align="center">
<bold>-0.93 (p&lt;0.01)</bold>
</td>
<td valign="top" align="center">
<bold>-0.92 (p&lt;0.01)</bold>
</td>
<td valign="top" align="center">
<bold>-0.65 (p&lt;0.01)</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">AMO before 1957</td>
<td valign="top" align="center">
<bold>0.35 (p&lt;0.01)</bold>
</td>
<td valign="top" align="center">-0.10 (p=0.43)</td>
<td valign="top" align="center">-0.10 (p=0.45)</td>
<td valign="top" align="center">
<bold>-</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">PDO after 1980</td>
<td valign="top" align="center">-0.20 (p=0.26)</td>
<td valign="top" align="center">0.31 (p=0.08)</td>
<td valign="top" align="center">0.28 (p=0.10)</td>
<td valign="top" align="center">
<bold>0.85 (p&lt;0.01)</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">PDO 1957-1980</td>
<td valign="top" align="center">-0.13 (p=0.56)</td>
<td valign="top" align="center">-0.15 (p=0.52)</td>
<td valign="top" align="center">-0.17 (p=0.46)</td>
<td valign="top" align="center">0.05 (p=0.82)</td>
</tr>
<tr>
<td valign="top" align="left">PDO before 1957</td>
<td valign="top" align="center">0.14 (p=0.30)</td>
<td valign="top" align="center">
<bold>-0.43 (p&lt;0.01)</bold>
</td>
<td valign="top" align="center">
<bold>-0.42 (p&lt;0.01)</bold>
</td>
<td valign="top" align="center">
<bold>-</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Values in bold indicated significant correlations (p&lt;0.01).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4_3_2">
<title>4.3.2 The Impact From Human Perturbations</title>
<p>Deforestation tended to destabilize slopes and increased soil erosion rates (<xref ref-type="bibr" rid="B62">Owen and Lee, 2004</xref>). With the explosive growth of population and gross domestic product (GDP) in the Pearl River basin (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>), large areas have been deforested since the 1950s (<xref ref-type="bibr" rid="B56">Liu et&#xa0;al., 2014</xref>). Correspondingly, the average &#x39b;<sub>8</sub> value increased from 1.02 (n=10) before 1950 to 1.52 (n=30) mg 100 mg<sup>-1</sup> OC after 1950 (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>) with 1.6 times increase in the lignin burial rates from 1893-1957 (1.0 g lignin m<sup>-2</sup> yr<sup>-2</sup>) to 1980-2016 (2.4 g lignin m<sup>-2</sup> yr<sup>-2</sup>) (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The obvious discontinuities displayed on &#x39b;<sub>8</sub> were also evidence of deforestation activities (<xref ref-type="bibr" rid="B6">B&#xe9;langer et&#xa0;al., 2017</xref>). In Foshan, a city on the coast of PRE, approximately 60% of the newly built-up land was converted from pond, farmland, forest, and shrub during 1988&#x2013;2003, and the forest and shrub were then changed to farmland to compensate the farmland loss (<xref ref-type="bibr" rid="B94">Yang et&#xa0;al., 2015</xref>). Eventually, a shift from marine plankton to terrestrial plants was observed from the bottom to surface sediments, in agreement with significant older radiocarbon signature (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>) with increased MGS in the study (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3F</bold>
</xref>). The dam construction on Pearl rivers have greatly modified the transport of sediment since mid-1980s (<xref ref-type="bibr" rid="B19">Dai et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B81">Wei et&#xa0;al., 2020</xref>). The decrease of TOC (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>) and F<sub>terr</sub> (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>), as well as significant correlation between sediment load and F<sub>terr</sub> (R=0.64, p&lt;0.01) supported that dam construction has reduced delivery of terrestrial derived OC since the 1980s. The unpredictable human disturbance also likely resulted in dynamic source and fate of OC and unresolved OC<sub>petro</sub>(<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref> and <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). So, the OC cycle under the varied extent of human perturbations in the PRE is definitely important to monitor in the future.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Depth profiles of &#x39b;<sub>8</sub> and Ln(GDP) in sediment cores of the PRE.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-848757-g008.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="s5">
<title>5 Conclusions</title>
<p>The study synthesized marine sediment records spanning the past 130 yr to decipher the sources and burial rate of OC in the PRE. The results suggested three stages of 1893-1957, 1957-1980 and 1980-2016 with distinct OC features. The 1893-1957 stage was more affected by the PDO with burial of younger marine derived OC. The input of petrogenic OC is increasing during the 1957-1980 that the burial rate of OC<sub>petro</sub> was 4.6 times higher than before due to input of eroded older soil OC and marine derived OC assimilated from weathered old dissolved inorganic carbon. Additionally, a significant correlation between the F<sub>terr</sub> and AMO was observed that the increasing frequency of the negative AMO events. After 1980, there was no significant relationship between F<sub>terr</sub> and the two climate indices suggesting a shift to human perturbation such as deforestation and dam construction likely affecting the OC burial in the region. A transition stage from low sediment accumulation rate to a relatively higher deposition environment was observed after ca. ~1980s in the PRE. Therefore, it is important to understand the effects of climate oscillation and human perturbation on the OC burial in the dynamic PRE to better understand its role in current climate change.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author Contributions</title>
<p>Conceptualization: XL and CW. Methodology: WL, XL, and CW. Investigation: WL, XZ, CS, TN, and YH. Visualization: WL and XL. Funding acquisition: XL. Supervision: XL and CW. Writing &#x2013; original draft: WL, XL, and CW. Writing &#x2013; review and editing: WL, XL, XZ, CS, TN, YH, and CW. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou) (GML2019ZD0210, K19313901), National Natural Science Foundation of China (42076029, 41720104001), Shenzhen Key Laboratory of Marine Archaea Geo-Omics, Southern University of Science and Technology (ZDSYS20180208184349083) and Guangxi Key Laboratory of Marine Disaster in the Beibu Gulf, Beibu Gulf University (No.2020KF01).</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="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>We would like to thank Wenxiu Wang and Chuanlun Zhang for providing sediment samples, Hanchao Jiang and Qiaoqiao Guo for grain size measurement and analysis, Daidu Fan and Yijing Wu for the 210 Pb measurement and analysis, and the reviewers for the constructive comments.</p>
</ack>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2022.848757/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.848757/full#supplementary-material</ext-link>
</p>
    <supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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