<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">886200</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.886200</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Mesoscale Eddy Effects on Nitrogen Cycles in the Northern South China Sea Since the Last Glacial</article-title>
<alt-title alt-title-type="left-running-head">Chen et al.</alt-title>
<alt-title alt-title-type="right-running-head">Mesoscale Eddies Effect on Nitrogen Cycles</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Miao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1773924/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Xiaoxiao</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="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1700585/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Da-Wei</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1320445/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Dong</surname>
<given-names>Liang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1617625/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Oceanography</institution>, <institution>Shanghai Jiao Tong University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>State Key Laboratory of Microbial Metabolism, Joint International Research Laboratory of Metabolic and Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Frontiers Science Center for Deep Ocean Multispheres and Earth System</institution>, <institution>Key Laboratory of Marine Chemistry Theory and Technology</institution>, <institution>Ministry of Education</institution>, <institution>Ocean University of China</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Laboratory for Marine Ecology and Environmental Science</institution>, <institution>Qingdao National Laboratory for Marine Science and Technology</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1414858/overview">Fangjian Xu</ext-link>, Hainan University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/153245/overview">Tiantian Tang</ext-link>, Xiamen University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/98394/overview">Huanye Wang</ext-link>, Institute of Earth Environment (CAS), China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Liang Dong, <email>dongliang@sjtu.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Biogeoscience, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>05</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>886200</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>04</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Chen, Zhao, Li and Dong.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Chen, Zhao, Li and Dong</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>Archaeal ammonia oxidation is the most important intermediate pathway in regulating the oceanic nitrogen cycle; however, the study of its specific role on a geological time scale is restricted to a specific part of marginal seas; thus far, only in the southern South China Sea (SCS). To explore the spatial pattern of the role of archaeal ammonia oxidation in the SCS, the GDGT-[2]/[3] ratio (Glycerol Dialkyl Glycerol Tetraether), an indicator of the archaeal ammonia oxidation rate, was analyzed and examined from the collected data profiles since the last glacial period in the northern SCS. The results showed that the GDGT-[2]/[3] ratio in the northern SCS was opposite to that in the southern SCS, with higher GDGT-[2]/[3] values during the Holocene compared to the last glacial period. Based on existing published depths of thermocline (DOT) data in the northern SCS since 30&#xa0;ka, we believe that hydrological structural variations induced by mesoscale eddies caused this difference. Therefore, physical processes are very important factors that control the nitrogen cycle over a long-time scale. This study may provide new insights into the understanding of the role of archaeal ammonia oxidation within the marine nitrogen cycle over geological time scale.</p>
</abstract>
<kwd-group>
<kwd>archaeal ammonia oxidation</kwd>
<kwd>nitrogen fixation</kwd>
<kwd>GDGTs</kwd>
<kwd>the last glacial period</kwd>
<kwd>mesoscale eddies</kwd>
<kwd>northern South China Sea</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Nitrogen is a key limiting nutrient of primary productivity, and changes in the total amount of fixed nitrogen in the ocean will lead to changes in primary productivity and thus affect atmospheric CO<sub>2</sub> levels, which in turn will have a significant impact on global climate changes (<xref ref-type="bibr" rid="B3">Beatty-Desana et al., 1975</xref>; <xref ref-type="bibr" rid="B29">McElroy, 1983</xref>; <xref ref-type="bibr" rid="B1">Altabet et al., 2002</xref>). The understanding of the interrelationships between the main processes of the marine nitrogen cycle and their regulators is still very limited (<xref ref-type="bibr" rid="B55">Zehr &#x26; Capone, 2020</xref>).</p>
<p>N isotopes in marine sediment record key information of oceanic biogeochemical information, and indicate the corresponding processes of the marine nitrogen cycle, and also can track the evolution of the marine environment and biogeochemical cycle in the marine system during geological periods (<xref ref-type="bibr" rid="B2">Altabet, 2006</xref>). Specifically, the sedimentary nitrogen isotope ratio (&#x3b4;<sup>15</sup>N) reflects a signal of processes of nitrogen input (i.e., nitrogen fixation) and nitrogen loss to the atmosphere (i.e., anaerobic denitrification and anaerobic ammonium oxidation (anammox) (<xref ref-type="bibr" rid="B42">Sigman &#x26; Fripiat, 2019</xref>). In general, the process of nitrogen fixation from the atmosphere can result in a lower &#x3b4;<sup>15</sup>N value of nitrate in the seawater with an isotope discrimination of &#x223c;-1&#x2030; (<xref ref-type="bibr" rid="B47">Wada &#x26; Hattori, 1976</xref>; <xref ref-type="bibr" rid="B26">Liu et al., 1996</xref>), while water column denitrification will enrich the <sup>15</sup>N of nitrate with isotope fractionation up to 20&#x2013;30&#x2030; (<xref ref-type="bibr" rid="B8">Cline &#x26; Kaplan, 1975</xref>; <xref ref-type="bibr" rid="B4">Brandes et al., 1981</xref>).</p>
<p>As one of the largest marginal seas in the world, the SCS is surrounded by densely populated islands, which brings a large input of terrigenous nutrients, resulting in high deposition rates and sensitivity to environmental changes, and is thus an ideal area for studying biogeochemical cycles under both natural and anthropogenic influences (<xref ref-type="bibr" rid="B48">Wang and Li, 2009</xref>). Previous studies have investigated the sedimentary nitrogen isotope characteristics in the northern and southern SCS during geological periods. <xref ref-type="bibr" rid="B11">Dong et al. (2019)</xref> reconstructed the variation in nitrogen isotopes in the southern SCS based on the nitrogen isotopes of organic matter (&#x3b4;<sup>15</sup>N<sub>org</sub>). Their results showed that &#x3b4;<sup>15</sup>N<sub>org</sub> values increased during the last glaciation (MIS 2) which is in accord with the trend of the &#x3b4;<sup>15</sup>N<sub>foram</sub> reconstructed from planktonic foraminifera observed in core MD97-2142 (<xref ref-type="bibr" rid="B38">Ren et al., 2017</xref>) and in MD12-3433 (<xref ref-type="bibr" rid="B49">Wang et al., 2018</xref>) retrieved from the northern SCS. Nitrogen isotope ratios based on planktonic foraminifera <italic>G. scacculifer</italic> and <italic>G. ruber</italic> showed the same trend, indicating that nitrogen fixation has been enhanced since the last glacial period throughout the whole SCS. In short, nitrogen isotope indices are the key for better understanding nitrogen fixation in the SCS and reconstructing nitrogen fixation in the paleo-nitrogen cycle.</p>
<p>However, &#x3b4;<sup>15</sup>N incorporates a mixing signal but cannot fully reflect other details within the complex nitrogen cycle (<xref ref-type="bibr" rid="B39">Robinson, 2001</xref>; <xref ref-type="bibr" rid="B11">Dong et al., 2019</xref>). Therefore, other proxies, such as organic biomarkers, become a potential tool for tracking more refined marine nitrogen cycle processes (<xref ref-type="bibr" rid="B40">Rush and Sinninghe Damst&#xe9;, 2017</xref>), such as nitrification, which act as a tie line between the nitrogen input and nitrogen loss (<xref ref-type="bibr" rid="B5">Canfield et al., 2010</xref>; <xref ref-type="bibr" rid="B40">Rush and Sinninghe Damst&#xe9;, 2017</xref>). Previously, the archaeal ammonia oxidation in the southern SCS since 180&#xa0;ka was reconstructed by <xref ref-type="bibr" rid="B11">Dong et al. (2019)</xref> based on the proxy of the relative abundance between shallow-water clade and deep-water clade Thaumarchaeota, the ratio of glycerol dialkyl glycerol tetraethers (GDGT) with 2 and 3 cyclopentyl moieties (GDGT-2 to GDGT-3 ratio, here after referred to as [2]/[3]) (<xref ref-type="bibr" rid="B11">Dong et al., 2019</xref>). Ammonia oxidizing archaea (AOA), affiliated with Thaumarchaeota, are distributed throughout the water column but have maximum abundance at the bottom of the deep chlorophyll maximum (DCM). A higher [2]/[3] indicates a higher contribution of deep-water clade Thaumarchaeota with low ammonia-oxidizing activity, while a lower [2]/[3] indicates a higher contribution of shallow-water clade AOA with high ammonia-oxidizing activity (<xref ref-type="bibr" rid="B21">Jia et al., 2017</xref>; <xref ref-type="bibr" rid="B11">Dong et al., 2019</xref>). However, whether this conclusion pattern is consistent in other seas remains to be verified.</p>
<p>Here, by collecting and analyzing the [2]/[3] data from sediment cores retrieved from the SCS combined with &#x3b4;<sup>15</sup>N data, we found that unlike the scenario observed in the southern SCS, the ammonia oxidation and nitrogen fixation have decoupled in the northern SCS since 30&#xa0;ka. Different hydrodynamics between the northern and southern SCS have been examined to explore the mechanisms of the different relationships between ammonia oxidation and nitrogen fixation, thus improving the understanding of the mechanisms underlying the nitrogen cycle in the SCS since the last glacial period (MIS 1&#x2013;2).</p>
<sec id="s1-1">
<title>Oceanographic Settings in the South China Sea</title>
<p>The SCS is located between the tropical western Pacific Ocean and the Asian continent, and it is under the control of the East Asian monsoon (EAM) system. In the boreal winter, the interaction between the low-pressure system over the western Pacific warm pool and the Siberian high-pressure system triggers the formation of a strong East Asian winter monsoon (EAWM) (<xref ref-type="fig" rid="F1">Figure 1</xref>). The cyclonic circulation is driven by the EAWM in the entire basin. While in boreal summer, the prevailing southwesterly monsoon (i.e., East Asian summer monsoon, EASM) drives anticyclonic circulation formation in the whole basin (<xref ref-type="bibr" rid="B52">Xiu et al., 2010</xref>) (<xref ref-type="fig" rid="F1">Figure 1</xref>). Therefore, different surface circulation patterns in the winter and summer seasons are driven by the EAM system in the SCS. Modern physical oceanographic observations have shown that anticyclonic eddies dominate the northern part of the SCS in summer (<xref ref-type="bibr" rid="B52">Xiu et al., 2010</xref>; <xref ref-type="bibr" rid="B14">Guo et al., 2015</xref>), which drives the thermocline and halocline to deepen and become thicker (<xref ref-type="bibr" rid="B6">Chen et al., 2011</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Location of MD01-2392, MD05-2897, and MD97-2142 sites in the southern SCS and MD12-3428, ODP1147, MD12-3433, and MD01-2904 in the northern SCS.</p>
</caption>
<graphic xlink:href="feart-10-886200-g001.tif"/>
</fig>
<p>The effect of the EAM system on the water hydrodynamics in the SCS in the geological periods has been investigated. <xref ref-type="bibr" rid="B10">Dong et al. (2015)</xref> reconstructed the thermocline depth of the southern SCS since 180&#xa0;ka using the temperature difference (&#x394;T) between the reconstructed surface seawater temperature by utilizing <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:msubsup>
<mml:mtext>U</mml:mtext>
<mml:mrow>
<mml:mn>37</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mtext>K&#x2019;</mml:mtext>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#xa0;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> and the reconstructed subsurface seawater temperature by using <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>&#xa0;TEX</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>86</mml:mn>
</mml:mrow>
<mml:mtext>H</mml:mtext>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>. This indicated that the thermocline depth was shallower during the glacial period and deeper during the interglacial period due to the effect of the EAWM. The strength of the EAWM varied within a glacial-interglacial timescale, which could be indicated by loess grain size (&#x3e;32&#xa0;&#x3bc;M) from the Xifeng of China and the vertical sea surface water temperature difference in the northern and southern SCS (<xref ref-type="bibr" rid="B15">Guo et al., 2009</xref>). <xref ref-type="bibr" rid="B10">Dong et al. (2015)</xref> also found that the EAWM had significantly strengthened during the glacial period and weakened during the interglacial period since 175&#xa0;ka. They also believed that the positive wind stress curl provided by the enhanced EAWM during the glacial period enhanced cyclonic circulation and strengthened upwelling, thus lifting the depth of the thermocline in the southern SCS (<xref ref-type="bibr" rid="B10">Dong et al., 2015</xref>). The same process has also been confirmed in modern observations (<xref ref-type="bibr" rid="B37">Qu et al., 2007</xref>).</p>
<p>Mesoscale eddies influence the marine carbon and nitrogen cycle by regulating the distribution of nutrients, in turn affecting the biota (<xref ref-type="bibr" rid="B56">Zehr &#x26; Kudela, 2011</xref>). As a key player in marine nitrogen cycle, the abundance and activity of AOA are affected by temperature, light, availability of ammonia, and its competition (<xref ref-type="bibr" rid="B29">McElroy, 1983</xref>) with phytoplankton, especially in shallow coastal waters (<xref ref-type="bibr" rid="B18">Herfort et al., 2007</xref>; Q. <xref ref-type="bibr" rid="B27">Liu et al., 2018</xref>; <xref ref-type="bibr" rid="B45">Urakawa et al., 2014</xref>). Some of these factors can be altered by mesoscale processes, e.g., upwelling (<xref ref-type="bibr" rid="B32">Molina et al., 2010</xref>), water mass mixing (<xref ref-type="bibr" rid="B33">M&#xfc;ller et al., 2018</xref>) (<xref ref-type="bibr" rid="B16">Haas et al., 2021</xref>), and in turn, modify the AOA community. In geological time, the physical and hydrological properties of the surface waters in the SCS have been proposed to influence the growth of shallow AOA (<xref ref-type="bibr" rid="B11">Dong et al., 2019</xref>), thus impacting the marine nitrogen cycle.</p>
</sec>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<p>Membrane lipid biomarkers [2]/[3] of two cores which from the northern SCS were analyzed: one core MD12-3428: (20&#xb0;08.48&#x2032;N, 115&#xb0;49.80&#x2032;E; core length 10.15&#xa0;m, water depth 903&#xa0;m) (<xref ref-type="bibr" rid="B9">Dong et al., 2018</xref>), and core ODP 1147 (<xref ref-type="fig" rid="F1">Figure 1</xref>) (18&#xb0;50.11&#x2032;N, 116&#xb0;33.28&#x2032;E; water depth: 3246&#xa0;m) (<xref ref-type="bibr" rid="B25">Li et al., 2013</xref>). The age model of core MD12-3428 was established based on both accelerator mass spectrometry (AMS) radiocarbon dates of planktonic foraminifera (<italic>Globigerinoides ruber</italic>) and the oxygen isotopes aligning with existing oxygen isotopes, covering the past 30&#xa0;ka (H. <xref ref-type="bibr" rid="B57">Zhang H et al., 2016</xref>; Y. G. <xref ref-type="bibr" rid="B58">Zhang Y G et al., 2016</xref>). The total lipids of MD12-3428 were extracted following <xref ref-type="bibr" rid="B43">Sturt et al. (2004)</xref> and GDGT-2, GDGT-3 and other lipids used to calculate the <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>TEX</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>86</mml:mn>
</mml:mrow>
<mml:mtext>H</mml:mtext>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> were detected and analyzed by using high-performance liquid chromatography-mass spectrometry (HPLC/MS) (<xref ref-type="bibr" rid="B43">Sturt et al., 2004</xref>; <xref ref-type="bibr" rid="B9">Dong et al., 2018</xref>). The alkenones used to calculate the <inline-formula id="inf4">
<mml:math id="m4">
<mml:mrow>
<mml:msubsup>
<mml:mtext>U</mml:mtext>
<mml:mrow>
<mml:mn>37</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mtext>K&#x2032;</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> were measured on Trace GC 2000 chromatograph (Finnigan, Thermo Electron) equipped with a flame ionization detector (FID) and HP-1 capillary column (50&#xa0;m &#xd7; 0.32&#xa0;mm &#xd7; 0.17&#xa0;&#x3bc;M, J&#x26;W) (<xref ref-type="bibr" rid="B9">Dong et al., 2018</xref>).</p>
<p>Additionally, the age model of core ODP 1147 was established by using benthic foraminifera oxygen isotope data. The GDGTs were detected and analyzed by using an Agilent 1200 HPLC coupled to a Waters Micromass-Quattro Ultima&#x2122; Pt mass spectrometer with an APCI probe (<xref ref-type="bibr" rid="B25">Li et al., 2013</xref>).</p>
<p>
<inline-formula id="inf5">
<mml:math id="m5">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>&#xa0;TEX</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>86</mml:mn>
</mml:mrow>
<mml:mtext>H</mml:mtext>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> value correlates better with subsurface temperatures at 30&#x2013;125&#xa0;m (r 0.89) water depth compared to the upper mixed-layer temperature. We calculate the sea subsurface temperature (SSST) by following the calibration established by <xref ref-type="bibr" rid="B23">Kim et al. (2010)</xref> and modified by <xref ref-type="bibr" rid="B22">Jia et al. (2012)</xref>:<disp-formula id="equ1">
<mml:math id="m6">
<mml:mrow>
<mml:mtext>&#xa0;SSST</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mn>60</mml:mn>
<mml:mtext>.</mml:mtext>
<mml:mn>4</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mtext>&#x2009;</mml:mtext>
<mml:msubsup>
<mml:mrow>
<mml:mtext>TEX</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>86</mml:mn>
</mml:mrow>
<mml:mtext>H</mml:mtext>
</mml:msubsup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>31.7</mml:mn>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mrow>
<mml:mo>(</mml:mo>
</mml:mrow>
<mml:msup>
<mml:mi mathvariant="normal">r</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mn>0.77</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mi>n</mml:mi>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mn>40</mml:mn>
<mml:mo>,</mml:mo>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mn>21.8</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>24.7</mml:mn>
<mml:msup>
<mml:mtext>&#x2009;</mml:mtext>
<mml:mn>0</mml:mn>
</mml:msup>
<mml:mi mathvariant="normal">C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>where <inline-formula id="inf6">
<mml:math id="m7">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>&#xa0;TEX</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>86</mml:mn>
</mml:mrow>
<mml:mtext>H</mml:mtext>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mtext>logTEX</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>86</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and the <inline-formula id="inf7">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>TEX</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>86</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> proxy is defined as<disp-formula id="equ2">
<mml:math id="m9">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mrow>
<mml:mn>86</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#xa0;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mtext>GDGT</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mtext>GDGT</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>cren</mml:mtext>
</mml:mrow>
<mml:mtext>&#x27;</mml:mtext>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mtext>GDGT</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mo>[</mml:mo>
<mml:mtext>GDGT</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:mtext>GDGT</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>[</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>cren</mml:mtext>
</mml:mrow>
<mml:mtext>&#x27;</mml:mtext>
</mml:msup>
</mml:mrow>
<mml:mo>]</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mtext>&#xa0;</mml:mtext>
</mml:mrow>
</mml:math>
</disp-formula>according to <xref ref-type="bibr" rid="B41">Schouten et al. (2002)</xref>.</p>
<p>The sea surface temperature indicator <inline-formula id="inf8">
<mml:math id="m10">
<mml:mrow>
<mml:msubsup>
<mml:mtext>U</mml:mtext>
<mml:mrow>
<mml:mn>37</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mtext>K&#x2032;</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> derived from haptophyte-produced alkenones is defined as<disp-formula id="equ3">
<mml:math id="m11">
<mml:mrow>
<mml:msubsup>
<mml:mtext>U</mml:mtext>
<mml:mrow>
<mml:mn>37</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mtext>K&#x2032;</mml:mtext>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mtext>C</mml:mtext>
<mml:mn>37</mml:mn>
<mml:mo>:</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mtext>C</mml:mtext>
<mml:mn>37</mml:mn>
<mml:mo>:</mml:mo>
<mml:mn>3</mml:mn>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>&#x2b;</mml:mo>
<mml:mtext>C</mml:mtext>
<mml:mn>37</mml:mn>
<mml:mo>:</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>according to (<xref ref-type="bibr" rid="B36">Prahl &#x26; Wakeham, 1987</xref>). We calculate the sea surface temperature (SST) by following the calibration:</p>
<p>SST &#x3d; <inline-formula id="inf9">
<mml:math id="m12">
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:msubsup>
<mml:mtext>U</mml:mtext>
<mml:mrow>
<mml:mn>37</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mtext>K&#x2032;</mml:mtext>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.092</mml:mn>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mn>0.031</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> (r<sup>2</sup>, 0.86, <italic>n</italic> &#x3d; 31, 0&#x2013;30&#xa0;m) (<xref ref-type="bibr" rid="B35">Pelejero &#x26; Grimalt, 1997</xref>).</p>
<p>The &#x394;T is defined as:</p>
<p>&#x394;T &#x3d; SST-SSST</p>
<p>which has been used to indicate the stratification of the ocean in the south China Sea (<xref ref-type="bibr" rid="B10">Dong et al., 2015</xref>) (<xref ref-type="bibr" rid="B25">Li et al., 2013</xref>). The &#x3b4;<sup>15</sup>N isotopic data for the northern SCS since 30&#xa0;ka were from core MD12-3433 (19&#xb0;16.88&#x2032;N, 116&#xb0;14.52&#x2032;E; water depth 2125&#xa0;m) (<xref ref-type="bibr" rid="B49">Wang et al., 2018</xref>), and productivity data were from core MD05-2904 (19&#xb0;27.32&#x2032;N, 116&#xb0;15.15&#x2032;E, water depth 2066&#xa0;m) (<xref ref-type="bibr" rid="B17">He et al., 2008</xref>).</p>
<p>The biomarker [2]/[3] ratio of the southern SCS was also obtained from core MD05-2897 (<xref ref-type="fig" rid="F1">Figure 1</xref>) (08&#xb0;49.05&#x2032;N, 111&#xb0;26.469&#x2032;E; water depth 1,657&#xa0;m; column length 11.03&#xa0;m) (<xref ref-type="bibr" rid="B10">Dong et al., 2015</xref>). Ultrasonic extraction was used for total lipid extraction. Detail extraction and analytical methods were described in (<xref ref-type="bibr" rid="B19">Hopmans et al., 2004</xref>; <xref ref-type="bibr" rid="B46">Huguet, 2007</xref>; <xref ref-type="bibr" rid="B10">Dong et al., 2015</xref>). The &#x3b4;<sup>15</sup>N isotopic data were from the core MD97-2142 (12&#xb0;41&#x2032;N, 119&#xb0;27&#x2032;E; water depth: 1,557&#xa0;m) (<xref ref-type="bibr" rid="B38">Ren et al., 2017</xref>) based on the planktonic foraminifera <italic>G. ruber</italic> and the core MD01-2392 (09&#xb0;51.13&#x2032;N, 110&#xb0;12.64&#x2032;E; water depth: 1966&#xa0;m) (<xref ref-type="bibr" rid="B11">Dong et al., 2019</xref>) based on sedimentary particulate organic nitrogen.</p>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and Discussion</title>
<sec id="s3-1">
<title>The Inconsistency of [2]/[3] in Cores Retrieved From the Northern and Southern South China Sea</title>
<p>The [2]/[3] ratio was investigated in both the northern and southern SCS and showed a distinct variation pattern since 30&#xa0;ka. In the southern SCS (<xref ref-type="fig" rid="F2">Figure 2A</xref>), [2]/[3] ranged from 7.0&#x2013;9.4 with a mean value of 7.9 and progressively increased in MIS 2. In MIS 1, [2]/[3] ranged from 5.9&#x2013;10.6 with an average of 7.3 and showed a decreasing trend. However, it had a different pattern in the northern SCS (<xref ref-type="fig" rid="F2">Figure 2B</xref>). In core MD12-3428, the [2]/[3] ranged from 5.3&#x2013;6.3 with an average of 5.8 in MIS 2, while in MIS 1, [2]/[3] ranged from 6.1&#x2013;7.2 with a mean value of 6.6. Similarly, in core ODP 1147 retrieved from the northern SCS, [2]/[3] ranged from 4.69 to 6.42 with a mean value of 5.75 in MIS 2, and ranged from 5.67 to 6.42 with 6.16 on average in MIS 1. Both cores in the northern SCS showed increasing trends of [2]/[3] since 30&#xa0;ka, indicating that they have unique and identical regional implications under which the controlling mechanisms were different from those of the southern SCS.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Comparison of the relationship between nitrogen fixation and archaeal ammoxidation in the northern and southern SCS since 30&#xa0;ka. <bold>(A)</bold> &#x3b4;<sup>15</sup>N<sub>org</sub> values of southern cores MD01-2392 (<xref ref-type="bibr" rid="B11">Dong et al., 2019</xref>) and MD97-2142 (<xref ref-type="bibr" rid="B38">Ren et al., 2017</xref>). <bold>(B)</bold> Nitrogen isotope FB-&#x3b4;<sup>15</sup>N of planktic foraminifers in northern core MD12-3433 (<xref ref-type="bibr" rid="B49">Wang et al., 2018</xref>). <bold>(C)</bold> GDGT-[2]/[3] ratio of southern core MD05-2897 (<xref ref-type="bibr" rid="B10">Dong et al., 2015</xref>); <bold>(D)</bold> GDGT-[2]/[3] ratio of northern cores MD12-3428 (<xref ref-type="bibr" rid="B9">Dong et al., 2018</xref>) and ODP 1147 (<xref ref-type="bibr" rid="B25">Li et al., 2013</xref>).</p>
</caption>
<graphic xlink:href="feart-10-886200-g002.tif"/>
</fig>
<p>The mechanisms that control the [2]/[3] and its implications had been interpreted in the southern SCS by <xref ref-type="bibr" rid="B11">Dong et al. (2019)</xref>. The biomarker [2]/[3] reflects the abundance of Shallow-water clade Thaumarchaeota which determines the ammonia oxidation. Specifically, shallow-water clade Thaumarchaeota, with lower [2]/[3], have better ammonia concentration adaptation due to their phylogenetic distinction compared to their deep-water clade relatives (<xref ref-type="bibr" rid="B11">Dong et al., 2019</xref>) and take part in relatively active ammonia oxidation (<xref ref-type="bibr" rid="B53">Xu et al., 2018</xref>). Therefore, a lower [2]/[3] indicates higher shallow-water clade AOA abundance and a higher ammonia oxidation rate (<xref ref-type="bibr" rid="B11">Dong et al., 2019</xref>). In core MD05-2897, a similar variation trend between [2]/[3] and &#x3b4;<sup>15</sup>N since 30&#xa0;ka indicates that the coupling of ammonia oxidation and nitrogen fixation in the southern SCS (<xref ref-type="fig" rid="F2">Figures 2A,C</xref>). &#x3b4;<sup>15</sup>N decreased from MIS 2 to MIS 1. This indicates an enhancement of nitrogen fixation which, to some extent, is probably contributed by the consumption of oxygen due to the enhancement of ammonia oxidation indicated by the decreasing trend of [2]/[3] since the last glacial period (<xref ref-type="fig" rid="F2">Figure 2C</xref>).</p>
<p>Considering the depth segregation of ammonia oxidation and nitrogen fixation, i.e., ammonia oxidation in the nutricline and nitrogen fixation mainly in the nutrient-depleted layer above the nutricline (<xref ref-type="bibr" rid="B31">Michael Beman et al., 2012</xref>; <xref ref-type="bibr" rid="B12">Du et al., 2017</xref>), <xref ref-type="bibr" rid="B11">Dong et al. (2019)</xref> concluded that the two pathways were not directly but indirectly coupled. Global marine nitrogen data-based investigation showed that sea surface temperature and subsurface minimum O<sub>2</sub> are two main factors that influence nitrogen fixation variations on a global scale (<xref ref-type="bibr" rid="B28">Luo et al., 2014</xref>). Nitrogen fixation was enhanced during anoxic events in deep geological time (<xref ref-type="bibr" rid="B24">Kuypers et al., 2004</xref>). The exuberant growth of ammonia-oxidizing bacteria consumes oxygen in the water column, which would facilitate the N<sub>2</sub>-fixing enzyme activity (<xref ref-type="bibr" rid="B56">Zehr &#x26; Kudela, 2011</xref>; <xref ref-type="bibr" rid="B28">Luo et al., 2014</xref>; <xref ref-type="bibr" rid="B11">Dong et al., 2019</xref>). Similarly, in the northern SCS, the nitrogen fixation has increased since 30&#xa0;ka indicated by decreasing &#x3b4;<sup>15</sup>N value of foraminifera from core MD 12&#x2013;3433 (<xref ref-type="fig" rid="F2">Figure 2D</xref>). A consistent nitrogen fixation variation trend has occurred throughout the SCS since 30&#xa0;ka, which might be controlled by similar physical and chemical factors, e.g., stratification. However, the increasing [2]/[3] value from the glacial to the interglacial period in cores from the northern SCS indicates the weakening of ammonia oxidation during the interglacial period (<xref ref-type="fig" rid="F2">Figure 2B</xref>). The decoupling of nitrogen fixation and ammonia oxidation implies that the heterogeneity of regional surroundings between the northern and southern SCS has acted on the ammonia metabolic changes of AOA communities, and resulted in this regional differentiation within the glacial-interglacial timescale (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Core information and the relationship of [2]/[3] vs. &#x3b4;<sup>15</sup>N in the southern and northern SCS.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sites</th>
<th align="center">Location</th>
<th align="center">Water depth</th>
<th align="center">[2]/[3] vs &#x3b4;<sup>15</sup>N</th>
<th align="center">References</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="3" align="left">Southern SCS</td>
<td align="left">MD05-2897</td>
<td align="center">1,658&#xa0;m</td>
<td rowspan="3" align="left">Coupling</td>
<td align="left">
<xref ref-type="bibr" rid="B10">Dong et al.,(2015)</xref>
</td>
</tr>
<tr>
<td align="left">MD01-2392</td>
<td align="center">1,966&#xa0;m</td>
<td align="left">
<xref ref-type="bibr" rid="B11">Dong et al., (2019)</xref>
</td>
</tr>
<tr>
<td align="left">MD97-2142</td>
<td align="center">1,557&#xa0;m</td>
<td align="left">
<xref ref-type="bibr" rid="B38">Ren et al., (2017)</xref>
</td>
</tr>
<tr>
<td rowspan="3" align="left">Northern SCS</td>
<td align="left">MD12-3433</td>
<td align="center">2,125&#xa0;m</td>
<td rowspan="3" align="left">Decoupling</td>
<td align="left">
<xref ref-type="bibr" rid="B49">Wang et al., (2018)</xref>
</td>
</tr>
<tr>
<td align="left">MD12-3428</td>
<td align="center">903&#xa0;m</td>
<td align="left">
<xref ref-type="bibr" rid="B9">Dong et al., (2018)</xref>
</td>
</tr>
<tr>
<td align="left">ODP 1147</td>
<td align="center">3,246&#xa0;m</td>
<td align="left">
<xref ref-type="bibr" rid="B25">Li et al., (2013)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>Mechanisms for Decoupling of Ammonia Oxidation and Nitrogen Fixation in the Northern South China Sea</title>
<p>The hydrodynamic processes exhibit discrepancies between the southern and northern SCS under the effect of the EAWM system. In the southern SCS, the surface circulation exhibits a cyclonic structure in winter, driven by the winter monsoon, and Coriolis force and combined with surrounding topographic constraints, causing the upwelling in the southern SCS, which brings nitrogen-limited and phosphorus-rich deep water to the upper layers (<xref ref-type="bibr" rid="B44">Tan &#x26; Shi, 2006</xref>; <xref ref-type="bibr" rid="B50">Wong et al., 2007</xref>; <xref ref-type="bibr" rid="B38">Ren et al., 2017</xref>). During glacial periods, the enhanced EAWM provided a positive wind stress curl that built up the cyclonic circulation and strengthened the upwelling, thus lifting the depth of the thermocline and halocline, and leading to a thinner thermocline and halocline (<xref ref-type="bibr" rid="B6">Chen et al., 2011</xref>; <xref ref-type="bibr" rid="B10">Dong et al., 2015</xref>). During the interglacial periods, the weakening of the EAWM weakened the upwelling, therefore enhancing surface stratification and shifting thermocline and DCM layer downward.</p>
<p>In the northern SCS, however, no significant seasonal upwelling region has been observed. Similar to that in the southern SCS, thermocline depth was deeper during the interglacial period than that in the last glacial period, but this was not because of the weakening of upwelling driven by a weaker EAWM (<xref ref-type="fig" rid="F3">Figure 3A</xref>). Instead, the anticyclonic current loop, which was driven by the EASM dominating this region, drove the thermocline and halocline deeper (<xref ref-type="bibr" rid="B52">Xiu et al., 2010</xref>; <xref ref-type="bibr" rid="B14">Guo et al., 2015</xref>). Therefore, monsoon-triggered water mixing controls the surface circulation in the northern SCS: in the interglacial period, the strengthening of the EASM enhanced vertical mixing and deepened the thermocline, which, conversely, was thinner and shallower during the last glacial period in the northern SCS. Coincidentally, Li et al. proposed that vertical mixing driven by the EAWM dominantly determined the hydrological structure in the northern SCS over the last 356&#xa0;ka (<xref ref-type="bibr" rid="B25">Li et al., 2013</xref>). Intensification of the EAWM drives stronger vertical mixing, resulting in deeper mixed layer depth (MLD) and a thicker thermocline and halocline, while the weakening of wind turbulence resulted in a shallower thermocline and halocline depth. The evidence indicates that the northern and southern SCS are controlled by different surface circulation systems and thus lead to a different hydrological structure.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Biogeochemical characteristics of the northern SCS since 30&#xa0;ka; <bold>(A)</bold> &#x394;T of the cores ODP 1147 (<xref ref-type="bibr" rid="B25">Li et al., 2013</xref>) and MD12-3428 (<xref ref-type="bibr" rid="B9">Dong et al., 2018</xref>) in the northern SCS; and <bold>(B)</bold> the total productivity of the core MD01-2904 (<xref ref-type="bibr" rid="B17">He et al., 2008</xref>).</p>
</caption>
<graphic xlink:href="feart-10-886200-g003.tif"/>
</fig>
<p>Why do different hydrological structures during the glacial and interglacial periods have diverse characteristics in regard of the nitrogen cycle? Factors that affect the growth of shallow-water AOA are considered to be complex and influenced by light and the depth of the upper water column, as well as ammonia concentration and ammonia effectiveness. The AOA prefer to live in the trophic halocline where have adequate ammonia mainly produced by remineralization of organic matter and weak light intensity (<xref ref-type="bibr" rid="B54">Xue et al., 2004</xref>; <xref ref-type="bibr" rid="B18">Herfort et al., 2007</xref>; <xref ref-type="bibr" rid="B31">Michael Beman et al., 2012</xref>; <xref ref-type="bibr" rid="B27">Liu et al., 2018</xref>). In the southern SCS, during the glacial periods, the strengthening of the EAWM drove the cyclonic eddy formation and lifted the thermocline and DCM due to the upwelling. Therefore, shallow-water clade AOA communities shrank because the light was more intense in the shallower seawater. In contrast, during the interglacial period, the weakening of the EAWM led to enhanced stratification and weakened upwelling, which shifted the DCM downward. Shallow-water clade AOA, therefore, obtained a steadier water environment and space to survive with weaker light. Additionally, the ammonia concentration was also higher in the deeper layer, which in general resulted in their vigorous growth.</p>
<p>However, in the northern SCS, anticyclonic eddies pushed the nutrient-poor and oxygen-rich surface water down to the deeper water column during the interglacial period. An oxygenated and turbulent water environment is unfavorable for AOA survival. This low-nutrient surface-water mixing failed to stimulate primary productivity during the intergalcial period (Fig. 3B, <xref ref-type="bibr" rid="B17">He et al., 2008</xref>), which thus reduced the remineralization-derived carbon dioxide and ammonia for AOA growth, (<xref ref-type="bibr" rid="B34">Ning et al., 2008</xref>; <xref ref-type="bibr" rid="B51">Xiu &#x26; Chai, 2011</xref>; <xref ref-type="bibr" rid="B20">Hu et al., 2014</xref>; <xref ref-type="bibr" rid="B14">Guo et al., 2015</xref>). Moreover, enhanced export POC flux triggered by anticyclonic eddies has been observed in modern settings (<xref ref-type="bibr" rid="B59">Zhou et al., 2013</xref>), which means weaker remineralization in the eddies and hence, lower ammonia and carbon dioxide available to AOA (<xref ref-type="fig" rid="F4">Figure 4A</xref>). In the glacial period, reduced anticyclonic mixing combined with high productivity reinforced the remineralization of fixed organic carbon (<xref ref-type="fig" rid="F3">Figure 3B</xref>), therefore increasing the NH<sub>3</sub> and CO<sub>2</sub> concentration that supported the shallow-water clade AOA to growth (<xref ref-type="fig" rid="F4">Figure 4B</xref>). In short, reduced anticyclonic activity promoted the stratification, which stimulated the shallow-water clade AOA growth. To some extent, the [2]/[3] ratio can indirectly reflect the relative strength of remineralization in the upper water column because remineralization of organic carbon derived from primary productivity provides both energy and carbon source for AOA, e.g., NH<sub>3</sub> and CO<sub>2</sub>. Higher remineralization, therefore, leads to a higher ammonia oxidation rate, which is embodied in a lower [2]/[3] ratio (<xref ref-type="fig" rid="F4">Figure 4B</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Mechanisms of the relationship between ammonia oxidation and nitrogen fixation in upper waters of the northern SCS since 30 ka. <bold>(A)</bold> During the interglacial period, EASM induced the formation of anticyclonic eddies which shifted the halocline downward. <bold>(B)</bold> During the glacial period, weaker EASM reduced the anticyclonic eddies activity and lifted the halocline. PP denotes the primary productivity.</p>
</caption>
<graphic xlink:href="feart-10-886200-g004.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Insights Into the Nitrogen Cycle in the South China Sea</title>
<p>The decoupling of ammonia oxidation and nitrogen fixation in the northern SCS suggests that rather than being a determinant, ammonia oxidation can only affect the efficiency of nitrogen fixation to a certain extent. Factors that shape the nitrogen cycle can be intricate and vary between regions and timescales. The same variation trend of the glacial-interglacial nitrogen cycle in the southern and the northern of the SCS suggests that the nitrogen fixation efficiency may be controlled by the same physicochemical processes, such as thermal stratification, i.e., enhanced nitrogen fixation when the nitricline deepens, which is also consistent with modern observations (<xref ref-type="bibr" rid="B7">Church et al., 2009</xref>; <xref ref-type="bibr" rid="B56">Zehr &#x26; Kudela, 2011</xref>; <xref ref-type="bibr" rid="B28">Luo et al., 2014</xref>). Mesoscale physical processes (e.g., mesoscale eddies, temperature, and stratification) have an important effect on marine primary productivity and the microbial community dynamics. In addition, anticyclonic eddies have been proposed to motivate the N cycle in the ocean and enhance the N<sub>2</sub> fixation in the subtropical Pacific (<xref ref-type="bibr" rid="B13">Fong et al., 2008</xref>; <xref ref-type="bibr" rid="B7">Church et al., 2009</xref>) and subtropical Atlantic (<xref ref-type="bibr" rid="B30">McGillicuddy et al., 2007</xref>), probably because of the enhancement of diazotroph growth. In the northern SCS, anticyclonic eddies inhibit the growth of shallow-water clade AOA while enhancing the N<sub>2</sub>-fixing bacteria during the interglacial period, indicating a decoupling between ammonia oxidation and nitrogen fixation. The processes within the N cycle, as well as their influencing factors, are subtle and intricate, and physical factors that shape the biotic community composition are not ignorable (<xref ref-type="bibr" rid="B13">Fong et al., 2008</xref>; <xref ref-type="bibr" rid="B7">Church et al., 2009</xref>). We proposed that mesoscale eddies might affect the inner cycle of the marine N cycle not even on a temporal and small spatial scale but on the longer geological timescale. Even though the mechanisms behind physical/biological interactions are not well defined (<xref ref-type="bibr" rid="B56">Zehr &#x26; Kudela, 2011</xref>), determining these physical processes is essential for understanding the primary production and biological responses to climate change and N cycling on a geological timescale.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>Previous research found that the variation trend of ammonia oxidation indicated by membrane lipid ratio GDGT-[2]/[3] increased since the last glacial period which coupled with the nitrogen fixation in the southern SCS. However, inverse pattern of [2]/[3] has been found in the northern SCS. The mechanisms of the weakening of ammonia oxidation of shallow AOA in the northern SCS since 30&#xa0;ka were investigated. We believe that different hydrodynamic processes between the southern and northern SCS triggered by EAM system lead to this difference. From MIS 2 to MIS 1, the strengthening of EASM formed a strong anticyclone, and thus enhanced vertical mixing and deepened the thermocline during the interglacial period in the northern SCS. On one hand, the oxygenated and turbulent water environment is unfavorable for shallow-water AOA growth, and on the other hand, the low primary productivity and enhanced export productivity were also unable to provide sufficient carbon dioxide and ammonia for AOA growth, therefore lead to the decrease of ammonia oxidation since the last glacial period. We proposed that mesoscale eddies might affect the inner cycle of the marine N cycle not even on a temporal and small spatial scale but on the longer geological timescale.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>LD conceived this work. MC and XZ contributed equally to this work in collecting data and drafting the manuscript. All the authors contributed to the revising of the manuscript.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (Grants 42072332, 42122043, 41876076, and 41921006) and the National Key Research and Development Program of China (2020YFA0608300).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Altabet</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Higginson</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Murray</surname>
<given-names>D. W.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>The Effect of Millennial-Scale Changes in Arabian Sea Denitrification on Atmospheric CO2</article-title>. <source>Nature</source> <volume>415</volume> (<issue>6868</issue>), <fpage>159</fpage>&#x2013;<lpage>162</lpage>. <pub-id pub-id-type="doi">10.1038/415159a</pub-id> </citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Altabet</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Isotopic Tracers of the Marine Nitrogen Cycle</article-title>. <source>Hdb Env. Chem.</source> <volume>2</volume> (<issue>3</issue>), <fpage>251</fpage>&#x2013;<lpage>293</lpage>. <pub-id pub-id-type="doi">10.1007/698_2_008</pub-id> </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Beatty-Desana</surname>
<given-names>J. W.</given-names>
</name>
<name>
<surname>Hoggard</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Cooledge</surname>
<given-names>J. W.</given-names>
</name>
</person-group> (<year>1975</year>). <article-title>Letters to Nature</article-title>. <source>Nature</source> <volume>255</volume> (<issue>5505</issue>), <fpage>242</fpage>&#x2013;<lpage>243</lpage>. <pub-id pub-id-type="doi">10.1038/255242a0</pub-id> </citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brandes</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Devol</surname>
<given-names>A. H.</given-names>
</name>
<name>
<surname>Yoshinari</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Jayakumar</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Naqvi</surname>
<given-names>S. W. A</given-names>
</name>
</person-group> (<year>1998</year>). <article-title>Isotopic composition of nitrate in the central Arabian Sea and eastern tropical North Pacific: A tracer for mixing and nitrogen cycles</article-title>. <source>Limnol. Oceanogr.</source> <volume>43</volume>, <fpage>1680</fpage>&#x2013;<lpage>1689</lpage>. <pub-id pub-id-type="doi">10.4319/lo.1998.43.7.1680</pub-id> </citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Canfield</surname>
<given-names>D. E.</given-names>
</name>
<name>
<surname>Glazer</surname>
<given-names>A. N.</given-names>
</name>
<name>
<surname>Falkowski</surname>
<given-names>P. G.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>The Evolution and Future of Earth&#x27;s Nitrogen Cycle</article-title>. <source>Science</source> <volume>330</volume> (<issue>6001</issue>), <fpage>192</fpage>&#x2013;<lpage>196</lpage>. <pub-id pub-id-type="doi">10.1126/science.1186120</pub-id> </citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chu</surname>
<given-names>X.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Mesoscale Eddies in the South China Sea: Mean Properties, Spatiotemporal Variability, and Impact on Thermohaline Structure</article-title>. <source>J. Geophys. Res.</source> <volume>116</volume> (<issue>6</issue>), <fpage>1</fpage>&#x2013;<lpage>19</lpage>. <pub-id pub-id-type="doi">10.1029/2010JC006716</pub-id> </citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Church</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Mahaffey</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Letelier</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Lukas</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Zehr</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Karl</surname>
<given-names>D. M.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Physical Forcing of Nitrogen Fixation and Diazotroph Community Structure in the North Pacific Subtropical Gyre</article-title>. <source>Glob. Biogeochem. Cycles</source> <volume>23</volume> (<issue>2</issue>), <fpage>a</fpage>&#x2013;<lpage>n</lpage>. <pub-id pub-id-type="doi">10.1029/2008GB003418</pub-id> </citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cline</surname>
<given-names>J. D.</given-names>
</name>
<name>
<surname>Kaplan</surname>
<given-names>I. R.</given-names>
</name>
</person-group> (<year>1975</year>). <article-title>Marine Chemistry, 3(1975) 271--299 &#xa9;</article-title>. <source>Mar. Chem.</source> <volume>3</volume>(<issue>1330</issue>), <fpage>271</fpage>&#x2013;<lpage>299</lpage>. <pub-id pub-id-type="doi">10.1016/0304-4203(75)90009-2</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dong</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Jia</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C. L.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Intact Polar Glycosidic GDGTs in Sediments Settle from Water Column as Evidenced from Downcore Sediment Records</article-title>. <source>Chem. Geol.</source> <volume>501</volume>, <fpage>12</fpage>&#x2013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.1016/j.chemgeo.2018.09.037</pub-id> </citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dong</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C. L.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Hydroclimate Implications of Thermocline Variability in the Southern South China Sea over the Past 180,000 Yr</article-title>. <source>Quat. Res.</source> <volume>83</volume> (<issue>2</issue>), <fpage>370</fpage>&#x2013;<lpage>377</lpage>. <pub-id pub-id-type="doi">10.1016/j.yqres.2014.12.003</pub-id> </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dong</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Jia</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Archaeal Ammonia Oxidation Plays a Part in Late Quaternary Nitrogen Cycling in the South China Sea</article-title>. <source>Earth Planet. Sci. Lett.</source> <volume>509</volume>, <fpage>38</fpage>&#x2013;<lpage>46</lpage>. <pub-id pub-id-type="doi">10.1016/j.epsl.2018.12.023</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Du</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Kao</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Diapycnal Fluxes of Nutrients in an Oligotrophic Oceanic Regime: The South China Sea</article-title>. <source>Geophys. Res. Lett.</source> <volume>44</volume>(<issue>22</issue>), <fpage>11510</fpage>&#x2013;<lpage>11518</lpage>. <pub-id pub-id-type="doi">10.1002/2017GL074921</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fong</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Karl</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Lukas</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Letelier</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Zehr</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Church</surname>
<given-names>M. J.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Nitrogen Fixation in an Anticyclonic Eddy in the Oligotrophic North Pacific Ocean</article-title>. <source>Isme J.</source> <volume>2</volume> (<issue>6</issue>), <fpage>663</fpage>&#x2013;<lpage>676</lpage>. <pub-id pub-id-type="doi">10.1038/ismej.2008.22</pub-id> </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Chai</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Xiu</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Rao</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Impacts of Mesoscale Eddies in the South China Sea on Biogeochemical Cycles</article-title>. <source>Ocean. Dyn.</source> <volume>65</volume> (<issue>9</issue>), <fpage>1335</fpage>&#x2013;<lpage>1352</lpage>. <pub-id pub-id-type="doi">10.1007/s10236-015-0867-1</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname>
<given-names>Z. T.</given-names>
</name>
<name>
<surname>Berger</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>Q. Z.</given-names>
</name>
<name>
<surname>Qin</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Strong Asymmetry of Hemispheric Climates during MIS-13 Inferred from Correlating China Loess and Antarctica Ice Records</article-title>. <source>Clim. Past.</source> <volume>5</volume> (<issue>1</issue>), <fpage>21</fpage>&#x2013;<lpage>31</lpage>. <pub-id pub-id-type="doi">10.5194/cp-5-21-2009</pub-id> </citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Haas</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Robicheau</surname>
<given-names>B. M.</given-names>
</name>
<name>
<surname>Rakshit</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Tolman</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Algar</surname>
<given-names>C. K.</given-names>
</name>
<name>
<surname>LaRoche</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Physical Mixing in Coastal Waters Controls and Decouples Nitrification via Biomass Dilution</article-title>. <source>Proc. Natl. Acad. Sci. U.S.A.</source> <volume>118</volume> (<issue>18</issue>). <pub-id pub-id-type="doi">10.1073/pnas.2004877118</pub-id> </citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>He</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Biomarker Evidence of Relatively Stable Community Structure in the Northern South China Sea during the Last Glacial and Holocene</article-title>. <source>Terr. Atmos. Ocean. Sci.</source> <volume>19</volume> (<issue>4</issue>), <fpage>377</fpage>&#x2013;<lpage>387</lpage>. <pub-id pub-id-type="doi">10.3319/TAO.2008.19.4.377</pub-id> </citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Herfort</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Schouten</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Abbas</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Veldhuis</surname>
<given-names>M. J. W.</given-names>
</name>
<name>
<surname>Coolen</surname>
<given-names>M. J. L.</given-names>
</name>
<name>
<surname>Wuchter</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2007</year>). <article-title>Variations in Spatial and Temporal Distribution of Archaea in the North Sea in Relation to Environmental Variables</article-title>. <source>FEMS Microbiol. Ecol.</source> <volume>62</volume> (<issue>3</issue>), <fpage>242</fpage>&#x2013;<lpage>257</lpage>. <pub-id pub-id-type="doi">10.1111/j.1574-6941.2007.00397.x</pub-id> </citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hopmans</surname>
<given-names>E. C.</given-names>
</name>
<name>
<surname>Weijers</surname>
<given-names>J. W. H.</given-names>
</name>
<name>
<surname>Schefu&#xdf;</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Herfort</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Sinninghe Damst&#xe9;</surname>
<given-names>J. S.</given-names>
</name>
<name>
<surname>Schouten</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>A Novel Proxy for Terrestrial Organic Matter in Sediments Based on Branched and Isoprenoid Tetraether Lipids</article-title>. <source>Earth Planet. Sci. Lett.</source> <volume>224</volume> (<issue>1&#x2013;2</issue>), <fpage>107</fpage>&#x2013;<lpage>116</lpage>. <pub-id pub-id-type="doi">10.1016/j.epsl.2004.05.012</pub-id> </citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Lian</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Influence of Mesoscale Eddies on Primary Production in the South China Sea during Spring Inter-monsoon Period</article-title>. <source>Acta Oceanol. Sin.</source> <volume>33</volume> (<issue>3</issue>), <fpage>118</fpage>&#x2013;<lpage>128</lpage>. <pub-id pub-id-type="doi">10.1007/s13131-014-0431-8</pub-id> </citation>
</ref>
<ref id="B46">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Huguet</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2007</year>). <source>TEX<sub>86</sub> paleothermometry: proxy validation and application in marine sediments</source>. <publisher-loc>Utrecht</publisher-loc>: <publisher-name>UU Department of Earth Sciences</publisher-name>. </citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jia</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Seasonal Distribution of Archaeal Lipids in Surface Water and its Constraint on Their Sources and the TEX86 Temperature Proxy in Sediments of the South China Sea</article-title>. <source>J. Geophys. Res. Biogeosci.</source> <volume>122</volume> (<issue>3</issue>), <fpage>592</fpage>&#x2013;<lpage>606</lpage>. <pub-id pub-id-type="doi">10.1002/2016JG003732</pub-id> </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jia</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>P. a.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C. L.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Archaeal Tetraether Lipids Record Subsurface Water Temperature in the South China Sea</article-title>. <source>Org. Geochem.</source> <volume>50</volume>, <fpage>68</fpage>&#x2013;<lpage>77</lpage>. <pub-id pub-id-type="doi">10.1016/j.orggeochem.2012.07.002</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>J.-H.</given-names>
</name>
<name>
<surname>van der Meer</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Schouten</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Helmke</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Willmott</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Sangiorgi</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2010</year>). <article-title>New Indices and Calibrations Derived from the Distribution of Crenarchaeal Isoprenoid Tetraether Lipids: Implications for Past Sea Surface Temperature Reconstructions</article-title>. <source>Geochimica Cosmochimica Acta</source> <volume>74</volume> (<issue>16</issue>), <fpage>4639</fpage>&#x2013;<lpage>4654</lpage>. <pub-id pub-id-type="doi">10.1016/j.gca.2010.05.027</pub-id> </citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuypers</surname>
<given-names>M. M. M.</given-names>
</name>
<name>
<surname>van Breugel</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Schouten</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Erba</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Sinninghe Damst&#xe9;</surname>
<given-names>J. S.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>N2-fixing Cyanobacteria Supplied Nutrient N for Cretaceous Oceanic Anoxic Events</article-title>. <source>Geol</source> <volume>32</volume> (<issue>10</issue>), <fpage>853</fpage>&#x2013;<lpage>856</lpage>. <pub-id pub-id-type="doi">10.1130/G20458.1</pub-id> </citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Tian</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Comparison and Implication of TEX86 and U37K&#x27; Temperature Records over the Last 356kyr of ODP Site 1147 from the Northern South China Sea</article-title>. <source>Palaeogeogr. Palaeoclimatol. Palaeoecol.</source> <volume>376</volume>, <fpage>213</fpage>&#x2013;<lpage>223</lpage>. <pub-id pub-id-type="doi">10.1016/j.palaeo.2013.02.031</pub-id> </citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>K. K.</given-names>
</name>
<name>
<surname>Su</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Hsueh</surname>
<given-names>C. R.</given-names>
</name>
<name>
<surname>Gong</surname>
<given-names>G. C.</given-names>
</name>
</person-group> (<year>1996</year>). <article-title>The Nitrogen Isotopic Composition of Nitrate in the Kuroshio Water Northeast of Taiwan: Evidence for Nitrogen Fixation as a Source of Isotopically Light Nitrate</article-title>. <source>Mar. Chem.</source> <volume>54</volume> (<issue>3&#x2013;4</issue>), <fpage>273</fpage>&#x2013;<lpage>292</lpage>. <pub-id pub-id-type="doi">10.1016/0304-4203(96)00034-5</pub-id> </citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Tolar</surname>
<given-names>B. B.</given-names>
</name>
<name>
<surname>Ross</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Cheek</surname>
<given-names>J. B.</given-names>
</name>
<name>
<surname>Sweeney</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Wallsgrove</surname>
<given-names>N. J.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Light and Temperature Control the Seasonal Distribution of Thaumarchaeota in the South Atlantic Bight</article-title>. <source>Isme J.</source> <volume>12</volume> (<issue>6</issue>), <fpage>1473</fpage>&#x2013;<lpage>1485</lpage>. <pub-id pub-id-type="doi">10.1038/s41396-018-0066-4</pub-id> </citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luo</surname>
<given-names>Y.-W.</given-names>
</name>
<name>
<surname>Lima</surname>
<given-names>I. D.</given-names>
</name>
<name>
<surname>Karl</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Deutsch</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Doney</surname>
<given-names>S. C.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Data-based Assessment of Environmental Controls on Global Marine Nitrogen Fixation</article-title>. <source>Biogeosciences</source> <volume>11</volume> (<issue>3</issue>), <fpage>691</fpage>&#x2013;<lpage>708</lpage>. <pub-id pub-id-type="doi">10.5194/bg-11-691-2014</pub-id> </citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McElroy</surname>
<given-names>M. B.</given-names>
</name>
</person-group> (<year>1983</year>). <article-title>Marine Biological Controls on Atmospheric CO2 and Climate</article-title>. <source>Nature</source> <volume>302</volume> (<issue>5906</issue>), <fpage>328</fpage>&#x2013;<lpage>329</lpage>. <pub-id pub-id-type="doi">10.1038/302328a0</pub-id> </citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McGillicuddy</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Anderson</surname>
<given-names>L. A.</given-names>
</name>
<name>
<surname>Bates</surname>
<given-names>N. R.</given-names>
</name>
<name>
<surname>Bibby</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Buesseler</surname>
<given-names>K. O.</given-names>
</name>
<name>
<surname>Carlson</surname>
<given-names>C. A.</given-names>
</name>
<etal/>
</person-group> (<year>2007</year>). <article-title>Eddy/Wind Interactions Stimulate Extraordinary Mid-ocean Plankton Blooms</article-title>. <source>Science</source> <volume>316</volume> (<issue>5827</issue>), <fpage>1021</fpage>&#x2013;<lpage>1026</lpage>. <pub-id pub-id-type="doi">10.1126/science.1136256</pub-id> </citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Michael Beman</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Popp</surname>
<given-names>B. N.</given-names>
</name>
<name>
<surname>Alford</surname>
<given-names>S. E.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Quantification of Ammonia Oxidation Rates and Ammonia-Oxidizing Archaea and Bacteria at High Resolution in the Gulf of California and Eastern Tropical North Pacific Ocean</article-title>. <source>Limnol. Oceanogr.</source> <volume>57</volume> (<issue>3</issue>), <fpage>711</fpage>&#x2013;<lpage>726</lpage>. <pub-id pub-id-type="doi">10.4319/lo.2012.57.3.0711</pub-id> </citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Molina</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Belmar</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ulloa</surname>
<given-names>O.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>High Diversity of Ammonia-Oxidizing Archaea in Permanent and Seasonal Oxygen-Deficient Waters of the Eastern South Pacific</article-title>. <source>Environ. Microbiol.</source> <volume>12</volume> (<issue>9</issue>), <fpage>2450</fpage>&#x2013;<lpage>2465</lpage>. <pub-id pub-id-type="doi">10.1111/j.1462-2920.2010.02218.x</pub-id> </citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>M&#xfc;ller</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Wilson</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Paulsen</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Rumi&#x144;ska</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Armo</surname>
<given-names>H. R.</given-names>
</name>
<name>
<surname>Bratbak</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Spatiotemporal Dynamics of Ammonia-Oxidizing Thaumarchaeota in Distinct Arctic Water Masses</article-title>. <source>Front. Microbiol.</source> <volume>9</volume> (<issue>JAN</issue>), <fpage>1</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.3389/fmicb.2018.00024</pub-id> </citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ning</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Peng</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Le</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Hao</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2008</year>). <article-title>Nutrient Limitation of Phytoplankton in Anticyclonic Eddies of the Northern South China Sea</article-title>. <source>Biogeosciences Discuss.</source> <volume>5</volume> (<issue>6</issue>), <fpage>4591</fpage>&#x2013;<lpage>4619</lpage>. <pub-id pub-id-type="doi">10.5194/bgd-5-4591-2008</pub-id> </citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pelejero</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Grimalt</surname>
<given-names>J. O.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Pelejero_and_Grimalt97GCA.pdf</article-title>. <source>Geochimica Cosmochimica Acta</source> <volume>61</volume> (<issue>Issue 22</issue>), <fpage>4789</fpage>. <pub-id pub-id-type="doi">10.1016/s0016-7037(97)00280-9</pub-id> </citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Prahl</surname>
<given-names>F. G.</given-names>
</name>
<name>
<surname>Wakeham</surname>
<given-names>S. G.</given-names>
</name>
</person-group> (<year>1987</year>). <article-title>Calibration of Unsaturation Patterns in Long-Chain Ketone Compositions for Palaeotemperature Assessment</article-title>. <source>Nature</source> <volume>6 146</volume> (<issue>330</issue>), <fpage>367</fpage>&#x2013;<lpage>369</lpage>. <pub-id pub-id-type="doi">10.1038/330367a0</pub-id> </citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Du</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Gan</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Mean Seasonal Cycle of Isothermal Depth in the South China Sea</article-title>. <source>J. Geophys. Res.</source> <volume>112</volume> (<issue>2</issue>), <fpage>2</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1029/2006JC003583</pub-id> </citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ren</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Sigman</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Mart&#xed;nez-Garc&#xed;a</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Anderson</surname>
<given-names>R. F.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>M.-T.</given-names>
</name>
<name>
<surname>Ravelo</surname>
<given-names>A. C.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Impact of Glacial/interglacial Sea Level Change on the Ocean Nitrogen Cycle</article-title>. <source>Proc. Natl. Acad. Sci. U.S.A.</source> <volume>114</volume> (<issue>33</issue>), <fpage>E6759</fpage>&#x2013;<lpage>E6766</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1701315114</pub-id> </citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Robinson</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>&#x3b4;15N as an Integrator of the Nitrogen Cycle</article-title>. <source>Trends Ecol. Evol.</source> <volume>16</volume> (<issue>3</issue>), <fpage>153</fpage>&#x2013;<lpage>162</lpage>. <pub-id pub-id-type="doi">10.1016/S0169-5347(00)02098-X</pub-id> </citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rush</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Sinninghe Damst&#xe9;</surname>
<given-names>J. S.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Lipids as Paleomarkers to Constrain the Marine Nitrogen Cycle</article-title>. <source>Environ. Microbiol.</source> <volume>19</volume> (<issue>6</issue>), <fpage>2119</fpage>&#x2013;<lpage>2132</lpage>. <pub-id pub-id-type="doi">10.1111/1462-2920.13682</pub-id> </citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schouten</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ellen C</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Schefu</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Sinninghe Damste</surname>
<given-names>S. J.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Distributional Variations in Marine Crenarchaeotal Membrane Lipids : a New Tool for Reconstructing Ancient Sea Water Temperatures</article-title>. <source>Earth Planet. Sci. Lett.</source> <volume>204</volume> (<issue>1&#x2013;2</issue>), <fpage>265</fpage>&#x2013;<lpage>274</lpage>. <pub-id pub-id-type="doi">10.1016/s0012-821x(02)00979-2</pub-id> </citation>
</ref>
<ref id="B42">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Sigman</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Fripiat</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2019</year>). &#x201c;<article-title>Nitrogen Isotopes in the Ocean</article-title>,&#x201d; in <source>Encyclopedia of Ocean Sciences</source>. <edition>3rd ed.</edition> (<publisher-name>Elsevier</publisher-name>), <volume>Issue 1</volume>, <fpage>263</fpage>&#x2013;<lpage>278</lpage>. <pub-id pub-id-type="doi">10.1016/B978-0-12-409548-9.11605-7</pub-id> </citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sturt</surname>
<given-names>H. F.</given-names>
</name>
<name>
<surname>Summons</surname>
<given-names>R. E.</given-names>
</name>
<name>
<surname>Smith</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Elvert</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hinrichs</surname>
<given-names>K.-U.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Intact Polar Membrane Lipids in Prokaryotes and Sediments Deciphered by High-Performance Liquid Chromatography/electrospray Ionization Multistage Mass Spectrometry-New Biomarkers for Biogeochemistry and Microbial Ecology</article-title>. <source>Rapid Commun. Mass Spectrom.</source> <volume>18</volume> (<issue>6</issue>), <fpage>617</fpage>&#x2013;<lpage>628</lpage>. <pub-id pub-id-type="doi">10.1002/rcm.1378</pub-id> </citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tan</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Satellite-derived Primary Productivity and its Spatial and Temporal Variability in the China Seas</article-title>. <source>J. Geogr. Sci.</source> <volume>16</volume> (<issue>4</issue>), <fpage>447</fpage>&#x2013;<lpage>457</lpage>. <pub-id pub-id-type="doi">10.1007/s11442-006-0408-4</pub-id> </citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Urakawa</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Martens-Habbena</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Huguet</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>de la Torre</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Ingalls</surname>
<given-names>A. E.</given-names>
</name>
<name>
<surname>Devol</surname>
<given-names>A. H.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>Ammonia Availability Shapes the Seasonal Distribution and Activity of Archaeal and Bacterial Ammonia Oxidizers in the Puget Sound Estuary</article-title>. <source>Limnol. Oceanogr.</source> <volume>59</volume> (<issue>4</issue>), <fpage>1321</fpage>&#x2013;<lpage>1335</lpage>. <pub-id pub-id-type="doi">10.4319/lo.2014.59.4.1321</pub-id> </citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wada</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Hattori</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>1976</year>). <article-title>Natural Abundance of 15N in Particulate Organic Matter in the North Pacific Ocean</article-title>. <source>Geochimica Cosmochimica Acta</source> <volume>40</volume> (<issue>2</issue>), <fpage>249</fpage>&#x2013;<lpage>251</lpage>. <pub-id pub-id-type="doi">10.1016/0016-7037(76)90183-6</pub-id> </citation>
</ref>
<ref id="B48">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Q.</given-names>
</name>
</person-group> (<year>2009</year>). <source>The South China Sea: Paleoceanography and Sedimentology</source>. <publisher-name>Springer Science &#x26; Business Media</publisher-name>, <fpage>13</fpage>. </citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ravelo</surname>
<given-names>A. C.</given-names>
</name>
<name>
<surname>Ren</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Dang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Nitrogen Isotope Variations in the Northern South China Sea since Marine Isotopic Stage 3: Reconstructed from Foraminifera&#x2010;Bound and Bulk Sedimentary Nitrogen</article-title>. <source>Paleoceanogr. Paleoclimatology</source> <volume>33</volume> (<issue>6</issue>), <fpage>594</fpage>&#x2013;<lpage>605</lpage>. <pub-id pub-id-type="doi">10.1029/2018PA003344</pub-id> </citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wong</surname>
<given-names>G. T. F.</given-names>
</name>
<name>
<surname>Ku</surname>
<given-names>T.-L.</given-names>
</name>
<name>
<surname>Mulholland</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Tseng</surname>
<given-names>C.-M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>D.-P.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>The SouthEast Asian Time-Series Study (SEATS) and the Biogeochemistry of the South China Sea-An Overview</article-title>. <source>Deep Sea Res. Part II Top. Stud. Oceanogr.</source> <volume>54</volume> (<issue>14&#x2013;15</issue>), <fpage>1434</fpage>&#x2013;<lpage>1447</lpage>. <pub-id pub-id-type="doi">10.1016/j.dsr2.2007.05.012</pub-id> </citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiu</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Chai</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Modeled Biogeochemical Responses to Mesoscale Eddies in the South China Sea</article-title>. <source>J. Geophys. Res.</source> <volume>116</volume> (<issue>10</issue>), <fpage>1</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1029/2010JC006800</pub-id> </citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiu</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Chai</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xue</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Chao</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>A Census of Eddy Activities in the South China Sea during 1993-2007</article-title>. <source>J. Geophys. Res.</source> <volume>115</volume> (<issue>3</issue>), <fpage>1</fpage>&#x2013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1029/2009JC005657</pub-id> </citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>M. N.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wan</surname>
<given-names>X. S.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Enhanced Ammonia Oxidation Caused by Lateral Kuroshio Intrusion in the Boundary Zone of the Northern South China Sea</article-title>. <source>Geophys. Res. Lett.</source> <volume>45</volume> (<issue>13</issue>), <fpage>6585</fpage>&#x2013;<lpage>6593</lpage>. <pub-id pub-id-type="doi">10.1029/2018GL077896</pub-id> </citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xue</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Chai</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Pettigrew</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Kuroshio Intrusion and the Circulation in the South China Sea</article-title>. <source>J. Geophys. Res.</source> <volume>109</volume> (<issue>2</issue>), <fpage>1</fpage>&#x2013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.1029/2002jc001724</pub-id> </citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zehr</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Capone</surname>
<given-names>D. G.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Changing Perspectives in Marine Nitrogen Fixation</article-title>. <source>Science</source> <volume>368</volume> (<issue>6492</issue>). <pub-id pub-id-type="doi">10.1126/science.aay9514</pub-id> </citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zehr</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Kudela</surname>
<given-names>R. M.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Nitrogen Cycle of the Open Ocean: From Genes to Ecosystems</article-title>. <source>Annu. Rev. Mar. Sci.</source> <volume>3</volume>, <fpage>197</fpage>&#x2013;<lpage>225</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-marine-120709-142819</pub-id> </citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang H</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Jian</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Dynamics of Primary Productivity in the Northern South China Sea over the Past 24,000 Years</article-title>. <source>Geochem. Geophys. Geosyst</source> <volume>12</volume> (<issue>17</issue>), <fpage>4878</fpage>&#x2013;<lpage>4891</lpage>. <pub-id pub-id-type="doi">10.1002/2016GC006602.Received</pub-id> </citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>Y. G.</given-names>
</name>
<name>
<surname>Pagani</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Ring Index: A New Strategy to Evaluate the Integrity of TEX 86 Paleothermometry</article-title>. <source>Paleoceanography</source> <volume>31</volume> (<issue>2</issue>), <fpage>220</fpage>&#x2013;<lpage>232</lpage>. <pub-id pub-id-type="doi">10.1002/2015PA002848</pub-id> </citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Dai</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Kao</surname>
<given-names>S.-J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xiu</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Chai</surname>
<given-names>F.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Apparent Enhancement of 234Th-Based Particle Export Associated with Anticyclonic Eddies</article-title>. <source>Earth Planet. Sci. Lett.</source> <volume>381</volume>, <fpage>198</fpage>&#x2013;<lpage>209</lpage>. <pub-id pub-id-type="doi">10.1016/j.epsl.2013.07.039</pub-id> </citation>
</ref>
</ref-list>
</back>
</article>