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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2024.1253708</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Use of mesocosm and field studies to assess the effects of nutrient levels on phytoplankton population dynamics in Korean coastal waters</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yoon</surname>
<given-names>Ji Nam</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lim</surname>
<given-names>Young Kyun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hong</surname>
<given-names>Seongjin</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/173803"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Baek</surname>
<given-names>Seung Ho</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1016597"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Ecological Risk Research Department, KIOST (Korea Institute of Ocean Science and Technology)</institution>, <addr-line>Geoje</addr-line>, <country>Republic of Korea</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Strategy and Planning Office, Geosystem Research Corporation</institution>, <addr-line>Gunpo</addr-line>, <country>Republic of Korea</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Ocean Environmental Sciences, Chungnam National University</institution>, <addr-line>Daejeon</addr-line>, <country>Republic of Korea</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Stelios Katsanevakis, University of the Aegean, Greece</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Hyeon Ho Shin, Korea Institute of Ocean Science and Technology (KIOST), Republic of Korea</p>
<p>Jer&#xf3;nimo Pan, National Scientific and Technical Research Council (CONICET), Argentina</p>
<p>Savvas Genitsaris, National and Kapodistrian University of Athens, Greece</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Seung Ho Baek, <email xlink:href="mailto:baeksh@kiost.ac.kr">baeksh@kiost.ac.kr</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>01</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1253708</elocation-id>
<history>
<date date-type="received">
<day>06</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>01</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Yoon, Lim, Hong and Baek</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Yoon, Lim, Hong and Baek</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>We integrated data from field observations during April and March with data from a 2-week mesocosm experiment to investigate changes in phytoplankton populations in southern Korean coastal waters (KCWs) following nutrient enrichment during early spring of 2021. The mesocosm experiments used 1000 L cylindrical plastic containers that had natural seawater (control), a low nutrient (LN) treatment, or a high nutrient (HN) treatment. The field observations showed that increased freshwater runoff following spring rainfall led to elevated levels of dissolved inorganic nitrogen and silicate and a significant increase in total phytoplankton abundance. In March, nutrient enrichment from water mixing and terrestrial runoff led to dominance of cryptophyte <italic>Cryptomonas</italic> spp. In April, higher nutrient levels than March (<italic>p</italic>&lt; 0.05) resulting from increased terrestrial runoff after rainfall and dominant species were <italic>Skeletonema</italic> spp., and <italic>Cryptomonas</italic> spp. In the mesocosm experiment, a succession from <italic>E</italic>. <italic>zodiacus</italic> initially to <italic>Chaetoceros</italic> spp. in the middle stage, and then to <italic>Cylindrotheca closterium</italic> and <italic>Pseudo-nitzschia</italic> spp. finally was observed, depending on the species-specific nutrient availability after nutrient addition. In principal component analysis, the negative correlation between <italic>C</italic>. <italic>closterium</italic> and nutrient levels supports their nutrient availability, which is an adaptation to low-nutrient conditions. The combined data from the field observations and mesocosm experiments indicated that nutrient supplementation from terrestrial runoff and tidal mixing played a crucial role in determining the dynamics of phytoplankton populations during early spring in the KCWs.</p>
</abstract>
<kwd-group>
<kwd>spring bloom</kwd>
<kwd>diatom</kwd>
<kwd>nutrients</kwd>
<kwd>terrestrial runoff</kwd>
<kwd>mesocosm</kwd>
</kwd-group>
<counts>
<fig-count count="11"/>
<table-count count="1"/>
<equation-count count="1"/>
<ref-count count="81"/>
<page-count count="17"/>
<word-count count="6881"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Ecosystem Ecology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The seasonal changes in phytoplankton biomass in temperate aquatic waters is typically characterized by phytoplankton blooms during the spring season (<xref ref-type="bibr" rid="B58">Smayda, 1973</xref>). These blooms are critical events in pelagic food webs because the carbon fixed by phytoplankton is an energy source for organisms at higher trophic levels (<xref ref-type="bibr" rid="B67">Thomas and Gibson, 1990</xref>). Multiple factors trigger the onset of these spring blooms, including increased levels of nutrients in the water column due to winter mixing, a longer day length, and increased photosynthetic photon flux density (<xref ref-type="bibr" rid="B42">Paerl et&#xa0;al., 1990</xref>; <xref ref-type="bibr" rid="B50">Satoh et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B7">Baek et&#xa0;al., 2009</xref>). Notably, resource competition affects phytoplankton abundance during the spring, influenced by alterations in bottom-up processes including nutrients, salinity, and temperature (<xref ref-type="bibr" rid="B11">Carpenter and Chang, 1988</xref>; <xref ref-type="bibr" rid="B17">Durbin and Durbin, 1992</xref>; <xref ref-type="bibr" rid="B22">Heiskanen and Keck, 1996</xref>). Nutrient loading in coastal waters plays a crucial role in shaping the dynamics of phytoplankton blooms, and are an important part of bottom-up control.</p>
<p>Temperate coastal areas are global hotspots for marine productivity, and are characterized by a high biomass of primary producers and high yields from fisheries (<xref ref-type="bibr" rid="B34">Martin and Fitzwater, 1988</xref>; <xref ref-type="bibr" rid="B9">Boyd et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B56">Sigman and Hain, 2012</xref>). These regions play a crucial role in providing micro- and macronutrients that support approximately 40% of the global human population (<xref ref-type="bibr" rid="B13">Cloern, 2001</xref>; <xref ref-type="bibr" rid="B19">Galloway et&#xa0;al., 2004</xref>). The Korean Peninsula is in a temperate zone, and seasonal monsoons in this area have a pronounced seasonality (<xref ref-type="bibr" rid="B24">Kang et&#xa0;al., 2002</xref>). During the fall and winter dry seasons, there are strong winds from the north and northwest with minimal precipitation (<xref ref-type="bibr" rid="B500">Kim et&#xa0;al., 2014</xref>). In contrast, the spring and summer seasons are characterized by winds from the south and southeast with heavy rainfall (<xref ref-type="bibr" rid="B3">Baek et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B73">Yoon et&#xa0;al., 2022</xref>). This seasonal pattern has significant effects on the nutrient dynamics of the coastal waters. For example, rainfall and river discharge introduce inorganic nutrients, such as nitrate, phosphate, and silicate, into the euphotic zone (<xref ref-type="bibr" rid="B12">Chen et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B33">Lunven et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B76">Zhou et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B48">Ryan et&#xa0;al., 2009</xref>). These nutrient inputs have major effects on the population dynamics of phytoplankton, the primary producers in these ecosystems (<xref ref-type="bibr" rid="B42">Paerl et&#xa0;al., 1990</xref>; <xref ref-type="bibr" rid="B23">Jiang et&#xa0;al., 2019</xref>). Thus, many field studies have focused on oceanographic conditions and the biological properties of these ecosystems to better understand the interactions of changes in nutrients with phytoplankton growth.</p>
<p>Mesocosm studies are crucial research tools for ecologists because they bridge the gap between laboratory experiments and field observations (<xref ref-type="bibr" rid="B40">Odum, 1984</xref>; <xref ref-type="bibr" rid="B55">Short, 1987</xref>). Although many mesocosm experiments have examined phytoplankton dynamics during the summer (<xref ref-type="bibr" rid="B61">Suzuki et&#xa0;al., 1997</xref>; <xref ref-type="bibr" rid="B1">Agawin et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B16">Duarte et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B46">Raveh et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B74">Yoon et&#xa0;al., 2023</xref>), fewer mesocosm studies have examined spring phytoplankton blooms. Therefore, we performed a large-scale mesocosm experiment to assess the timing of phytoplankton blooms following nutrient loading during early spring and field surveys to investigate spatiotemporal variations of phytoplankton in the southern Korea coastal waters (KCWs). Our hypothesis was that if high nutrient levels persist for a short period of time (several weeks) after nutrient loading, then pelagic diatom blooms may occur due to bottom-up control, and this could regulate the magnitude of early spring phytoplankton blooms and affect nutrient consumption.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Field sampling and meteorological data</title>
<p>Field sampling was conducted at 13 stations (S1&#x2013;S13) along the southern KCWs in March and April 2021 (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). <italic>In situ</italic> measurements of water quality parameters, including temperature, salinity, pH, and dissolved oxygen (DO), were performed at the surface water using a device from YSI EXO2 Sonde probes (Yellow Springs, OH, USA). Surface water samples were collected using a bucket at all sampling stations. Subsamples (500 mL) that were used for analysis of inorganic dissolved nutrients and chlorophyll <italic>a</italic> (Chl. <italic>a</italic>) were immediately filtered through GF/F filters (diameter: 47 mm, pore size: 0.7 &#x3bc;m; Whatman, UK) in the field. The filtrates were then transferred to acid-cleaned 15-mL conical tubes (SPL Life Sciences, Korea), and HgCl<sub>2</sub> (final concentration 0.1%) was added to prevent changes from biological reactions (<xref ref-type="bibr" rid="B26">Kirkwood, 1992</xref>). The filters and filtrates were stored at &#x2212;20&#xb0;C in the dark prior to laboratory analysis. For analysis of phytoplankton composition, 500 mL of surface water was collected in polyethylene (PE) bottles and immediately fixed with 3% Lugol&#x2019;s solution. Data on precipitation (Geoje Island) and solar radiation (Namhae) for the study area during 2021 were from the Korea Meteorological Administration (KMA, <ext-link ext-link-type="uri" xlink:href="http://www.weather.go.kr">www.weather.go.kr</ext-link>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Locations of the 13 field stations <bold>(A)</bold> and the mesocosm experiments in Jangmok Bay <bold>(B)</bold>. There were two control (C) mesocosms, two low nutrient (LN) mesocosms, and two high nutrient (HN) mesocosms. Yellow circle indicate the locations obtained from the climate data of Namhae (solar irradiance) and Geoje Island (precipitation).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1253708-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Design of mesocosm experiments</title>
<p>The mesocosm experiment was from 24 March to 8 April 2021 in the coastal waters of Geoje Island, South Korea (34&#xb0;59&#x2032;37&#x2033;N, 128&#xb0;40&#x2032;27&#x2033;E). Each mesocosm was cylindrical (diameter: 1.0 m, height: 2.5 m), made of transparent PE, and contained 1000 L of natural seawater that was continuously collected from below 2 m using polyvinyl chloride (PVC) and PE hoses and a pumping apparatus (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). To prevent accidental entry of surrounding seawater due to wave action, the upper 1 m of each mesocosm extended above the water surface. All mesocosms were securely tied to a steel structure using ropes. The control mesocosms had natural seawater alone, and each treatment group had N:P:Si additions in a molar ratio of 16:1:16, the Redfield ratio (<xref ref-type="bibr" rid="B501">Redfield et al., 1963</xref>); the low nutrient (LN) group had 32 &#x3bc;M nitrate, 2 &#x3bc;M phosphate, and 32 &#x3bc;M silicate And the high nutrient (HN) group had 96 &#x3bc;M nitrate, 6 &#x3bc;M phosphate, and 96 &#x3bc;M silicate. Sodium nitrate, sodium metasilicate nonahydrate, and sodium phosphate from JUNSEI (Japan) were the sources of nitrate, silicate, and phosphate. There were six mesocosms, with two mesocosms <italic>per</italic> group. Due to the large size and handling limitations (non-uniformity within repetitions) of mesocosm experiments, numerous researchers have conducted experiments utilizing gradient conditions rather than three repetitions, and the validity of their results has been demonstrated in many publications (<xref ref-type="bibr" rid="B51">Sch&#xe4; et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B49">Sandaa et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B77">Z&#xf6;llner et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B8">Baek et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B43">Park et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B28">Lee et&#xa0;al., 2023</xref>). Considering this, the duplicated gradient experiments were performed in this study. The water column within each mesocosm was mixed once a day and before sample collection using a 3.5-m long vertical agitator made of PVC.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Collection of samples from mesocosms</title>
<p>The physicochemical conditions during the experiment (temperature, salinity, DO, and pH) were measured at the water surface in each mesocosm using a YSI EXO2 Sonde probes (Yellow Springs, OH, USA). Surface water samples were also manually collected using a non-toxic PE beaker after whole water mixing in mesocosm on day 0, 2, 4, 6, 8, 10 and 15. Similar to the field sampling, mesocosm samples were collected for measurement of inorganic nutrients and Chl. <italic>a</italic>. For identification and enumeration of phytoplankton, water samples were fixed with 3% Lugol&#x2019;s solution and stored at room temperature until analysis.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Sample analyses</title>
<p>For laboratory analysis of field and mesocosm samples, the concentration of Chl. <italic>a</italic> (&#xb5;g L<sup>-1</sup>) was determined using a Turner 10-AU Field Fluorometer (Turner BioSystems, Sunnyvale, CA, USA). Prior to analysis, the filtered material was extracted with 90% acetone and kept in the dark for 24 h. The concentrations of dissolved inorganic nutrients (ammonium, nitrate + nitrite, phosphate, and silicate) were measured using a flow injection auto-analyzer (Quattro 39; Seal Analytical, Fareham, Hampshire, United Kingdom), as described by <xref ref-type="bibr" rid="B44">Parsons et&#xa0;al. (1984)</xref>, which was calibrated using Reference Materials for Nutrients in Seawater (RMNS; KANSO Technos Co., Ltd., Japan). To count and identify phytoplankton, each Lugol&#x2019;s-fixed sample (500 mL) was concentrated to approximately 50 mL by decanting the supernatant and storage at room temperature. These sub-samples were allowed to settle for 10 min and then a sample of 100 to 400 &#xb5;L was transferred into a Sedgewick-Rafter Chamber. Identification and counting of phytoplankton cells were performed using light microscopy (200 or 400&#xd7;). Morphologically distinct species were identified to the species and genus levels (<xref ref-type="bibr" rid="B70">Wetzel and Likens, 2000</xref>; <xref ref-type="bibr" rid="B68">Tomas, 1997</xref>).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Calculations of biovolume, growth rate and statistical analyses</title>
<p>In addition to cell density, the biovolume of marine phytoplankton cells is important to the study of phytoplankton ecology (<xref ref-type="bibr" rid="B60">Sun and Liu, 2003</xref>). The dominant species (<italic>Chaetoceros</italic> spp., <italic>Cylindrotheca closterium</italic>, <italic>Eucampia zodiacus</italic>, <italic>Pseudo-nitzschia</italic> spp., and <italic>Cryptomonas</italic> spp.) cell density data in this study were converted to biovolume (&#x3bc;m<sup>3</sup> L<sup>-1</sup>) using cell dimensions applied to <xref ref-type="bibr" rid="B41">Olenina (2006)</xref> as cell density &#xd7; cell volume of each species. The specific growth rate of dominant diatom in mesocosm experiment was calculated as <xref ref-type="disp-formula" rid="eq1">Equation 1</xref>:</p>
<disp-formula id="eq1">
<label>(1)</label>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mi>&#x3bc;</mml:mi>
<mml:mo>=</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
<mml:mo stretchy="false">/</mml:mo>
<mml:msub>
<mml:mi>X</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo stretchy="false">/</mml:mo>
<mml:mi>&#x394;</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>X<sub>t</sub>
</italic> is the cell concentration at time <italic>t</italic>, <italic>X<sub>0</sub>
</italic> is the initial cell concentration, and <italic>&#x25b3;t</italic> is the incubation time in days (<xref ref-type="bibr" rid="B72">Wood et&#xa0;al., 2005</xref>). The <italic>t</italic>-test was used to determine the significance of differences in abiotic and biotic factors between field stations during March and April, and a <italic>p</italic>-value below 0.05 was considered significant. Statistical analyses were performed using SPSS version 17.0 (SPSS Inc., Chicago, IL, USA).</p>
<p>For analysis of phytoplankton communities (group averages) in the field, non-metric multidimensional-scaling (MDS) ordination using the Bray-Curtis similarity index was performed to analyze species composition data with PRIMER 5 software. The relationships of phytoplankton groups with environmental factors in the southern KCWs and selection of variables that best described the distribution of groups were analyzed using redundancy analysis (RDA), a linear method of direct ordination (<xref ref-type="bibr" rid="B63">Ter Braak, 1994</xref>; <xref ref-type="bibr" rid="B64">Ter Braak and Smilauer, 1998</xref>). Specifically, RDA was used to determine the correlation of planktonic algae at the genus level with environmental factors in all mesocosms using CANOCO for Windows version 4.5, with log-transformation of phytoplankton numbers and environmental variables prior to analysis.</p>
<p>To assess the associations of dominant phytoplankton species with environmental factors in the mesocosms and to identify variables that had the strongest effect, principal component analysis (PCA), a linear method of direct ordination (<xref ref-type="bibr" rid="B71">Wold et&#xa0;al., 1987</xref>), was performed using R version 4.2.1.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>The changes in precipitation and solar radiation throughout 2021 followed the seasonal pattern that is typical of temperate areas, with the highest levels of rain from June to September and the highest levels of solar radiation from April to August (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Thus, the 2-week mesocosm experiment was conducted prior to the periods of maximal rainfall and solar radiation. The cumulative precipitation for the 7-days prior to the field sampling was 38.8 mm in March and 79.6 mm in April (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). During the mesocosm experiment, rainfall occurred on days 3, 4, 10, and 11, with the most precipitation (64.4 mm) on day 10 (April 3). Solar radiation ranged from 1.02 to 6.84 kWh m<sup>-2</sup>, and the average was 1.23 &#xb1; 0.15 kWh m<sup>-2</sup>. The levels of solar radiation were lowest on days that had rainfall, except for day 4 and day 11 in the experimental period.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Monthly precipitation in Geoje Island (bars) and solar radiation in Namhae (circles) at the South Sea of the Korean Peninsula from January to December 2021 <bold>(A)</bold>. Daily precipitation and solar radiation during March and April 2021 <bold>(B)</bold>. Arrows: dates of field sampling; yellow area: period of the mesocosm experiment.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1253708-g002.tif"/>
</fig>
<sec id="s3_1">
<label>3.1</label>
<title>Abiotic factors: field studies</title>
<p>Our analysis of data collected at 13 field stations demonstrated that the surface water temperature ranged from 10.04 to 12.25&#xb0;C in March and from 13.16 to 17.04&#xb0;C in April (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). During both months, the surface salinity remained above 32 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>) and the DO concentration ranged from 7.83 to 11.61 mg L<sup>-1</sup> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>). The pH varied from 7.86 to 8.48 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3D</bold>
</xref>). Among these environmental factors in March and April, only DO concentration had a significant difference (<italic>p</italic>&lt; 0.05; <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3E&#x2212;H</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Environmental factors at the 13 field stations during March and April. Temperature <bold>(A)</bold>, salinity <bold>(B)</bold>, dissolved oxygen (DO) <bold>(C)</bold> and pH <bold>(D)</bold>, and the boxplots <bold>(E-H)</bold> are for comparison between March and April. Asterisk: significant difference (P&lt; 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1253708-g003.tif"/>
</fig>
<p>There were significant spatial variations in dissolved inorganic nutrients during March and April (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). The nitrate+nitrite concentration varied from 1.62 to 10.98 &#x3bc;M in March and from 1.58 to 56.01 &#x3bc;M in April, and the highest concentration was at S6. The ammonium concentration ranged from 0.81 to 6.14 &#x3bc;M in March and from 0.55 to 6.42 &#x3bc;M in April, and the highest concentration was also at S6. The phosphate concentration had minimal fluctuations, and only ranged from 0.37 to 0.58 &#x3bc;M during both months. The silicate concentration remained relatively high, and ranged from 1.91 to 14.25 &#x3bc;M in March and from 3.74 to 44.23 &#x3bc;M in April. The concentrations of nitrate+nitrite and silicate were significantly higher in April compared to March (<italic>p</italic>&lt; 0.05; <xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4E&#x2212;H</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Levels of nitrate+nitrite <bold>(A)</bold>, phosphate <bold>(B)</bold>, ammonium <bold>(C)</bold>, and silicate <bold>(D)</bold> at the 13 field stations during March and April, and the boxplots <bold>(E-H)</bold> are for comparison between March and April. Asterisk: significant difference (P&lt; 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1253708-g004.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Biomass (abundance and Chl. <italic>a</italic>) and composition of phytoplankton: field studies</title>
<p>In March, the concentration of Chl. <italic>a</italic> ranged from 0.26 to 3.23 &#x3bc;g L<sup>-1</sup> (average: 0.89 &#xb1; 0.89 &#x3bc;g L<sup>-1</sup>) and the average total phytoplankton abundance was 1.25 &#xd7; 10<sup>5</sup> &#xb1; 1.11 cells L<sup>-1</sup>, with the highest levels of both parameters at S1 and S13 (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). In April, the average Chl. <italic>a</italic> concentration was 1.20 &#xb1; 0.41 &#x3bc;g L<sup>-1</sup>, the total phytoplankton abundance was 1.12 to 9.84 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup>, and both of these parameters were higher than during March (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Phytoplankton abundance (bars) and Chl. <italic>a</italic> concentration (circles) (<bold>A</bold>: March, <bold>B</bold>: April), and relative ratio of different phytoplankton (<bold>C</bold>: March, <bold>D</bold>: April) at the 13 field stations.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1253708-g005.tif"/>
</fig>
<p>The dominant species at most stations during March were <italic>Eucampia zodiacus</italic> and <italic>Cryptomonas</italic> spp. (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>). In particular, <italic>Cryptomonas</italic> spp. accounted for nearly 50% of all phytoplankton at S6 and S7, which were near the river. During April, at S6 and S7, <italic>Cryptomonas</italic> spp. was dominant and accounted for more than 90% of all phytoplankton (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>); at S9, S12, and S13, <italic>Skeletonema</italic> spp. was dominant; and at S2, <italic>Chaetoceros</italic> spp. accounted for approximately 52% of all phytoplankton.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Abiotic factors: mesocosm studies</title>
<p>The changes in water temperature and salinity were similar in the three different mesocosm groups (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A, B</bold>
</xref>). In particular, the water temperature increased in all three groups throughout the experimental period, and ranged from 11.81 &#xb1; 0.01&#xb0;C to 14.11 &#xb1; 0.05&#xb0;C. The salinity slightly decreased to 31.78 &#xb1; 0.01 from 32.84 &#xb1; 0.04, and was lowest following rainfall on day 10. The DO concentration was lowest at the start of the experiment (9.13 &#xb1; 0.04 mg L<sup>-1</sup>) and increased in all three groups until day 3 (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>); after day 3, the DO level decreased in the control mesocosm; on day 8, the DO concentration was 13.26 &#xb1; 0.23 mg L<sup>-1</sup> in the LN group and 18.92 &#xb1; 0.54 mg L<sup>-1</sup> in the HN group. The DO and Chl. <italic>a</italic> dynamics were similar in the HN group (R<sup>2 =</sup> 0.80, <italic>p</italic>&lt; 0.01), and each had a maximum on day 8. The pH ranged from 8.75 &#xb1; 0.01 to 9.11 &#xb1; 0.02, and the highest value (9.11) was on day 8 (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>), at which time there was a significant depletion of nutrients in the HN group.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Temporal changes in temperature <bold>(A)</bold>, salinity <bold>(B)</bold>, dissolved oxygen (DO) <bold>(C)</bold>, pH <bold>(D)</bold>, nitrate+nitrite <bold>(E)</bold>, ammonium <bold>(F)</bold>, silicate <bold>(G)</bold>, phosphate <bold>(H)</bold>, and Chl. <italic>a</italic> (line with circles) in the control, LN, and HN mesocosms during the experimental period.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1253708-g006.tif"/>
</fig>
<p>In general, the nutrient concentrations gradually decreased over the 2-week experiment, and were mostly depleted by day 8 (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6E&#x2212;H</bold>
</xref>). In the control group, the nitrate+nitrite concentration was 1.91 &#xb1; 0.08 &#x3bc;M initially, 2.94 &#xb1; 0.48 &#x3bc;M at the midpoint, and 1.04 &#xb1; 0.24 &#x3bc;M at the end (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6E</bold>
</xref>). The ammonium concentration remained relatively low in all three groups, and ranged from 0.13 to 1.33 &#x3bc;M (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6F</bold>
</xref>). In the control group, the silicate level varied from 1.58 to 2.91 &#x3bc;M (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6G</bold>
</xref>); in the LN group, the silicate level was 27.27 &#xb1; 2.01 &#x3bc;M initially, 0.50 &#xb1; 0.01 &#x3bc;M on day 8, and 3.40 &#xb1; 1.01 &#xb5;M on day 15; in the HN group, the initially high silicate level decreased to 0.61 &#xb1; 0.03 &#x3bc;M on day 8 and remained low until day 15. In the control group, the phosphate concentration varied from 0.01 &#xb1; 0.01 to 0.12 &#xb1; 0.01 &#x3bc;M (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6H</bold>
</xref>); in the LN and HN groups, the phosphate level declined to undetectable levels on day 8.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Biotic factors: mesocosm studies</title>
<sec id="s3_4_1">
<label>3.4.1</label>
<title>Biomass (abundance and Chl. a) and composition of phytoplankton</title>
<p>The abundance of phytoplankton was higher in the order HN, LN, and control group, with diatoms dominating overall in all experimental groups (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). In the control group, the abundance of phytoplankton decreased from 2.1 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup> at the beginning of the experiment to 0.4 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup> at the end (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>); the concentration of Chl. <italic>a</italic> in the control group was 0.84 &#x3bc;g L<sup>-1</sup> at the beginning of the experiment and increased continuously to 2.63 &#x3bc;g L<sup>-1</sup>. In the LN group, the abundance of phytoplankton ranged from 1.4 to 22.48 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup>. The abundance of phytoplankton in this group peaked on day 6 and then gradually declined. The concentration of Chl. <italic>a</italic> was 1.13 &#x3bc;g L<sup>-1</sup> initially, 8.44 &#x3bc;g L<sup>-1</sup> on day 6, and 1.59 &#x3bc;g L<sup>-1</sup> at the end, in parallel with the changes in total phytoplankton abundance. In the HN group, the abundance of phytoplankton reached a maximum of 66.65 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup> on day 8 and gradually decreased to 19.03 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup> at the end. The concentration of Chl. <italic>a</italic> varied from 0.88 to 19.24 &#x3bc;g L<sup>-1</sup>, in parallel with the change in phytoplankton abundance.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Phytoplankton abundance (bars), Chl. <italic>a</italic> concentration (line with circles) <bold>(A)</bold>, and relative ratio of different phytoplankton in the control, LN, and HN groups <bold>(B)</bold> during the mesocosm experiment.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1253708-g007.tif"/>
</fig>
<p>In the control group, initially, <italic>Cryptomonas</italic> spp. and <italic>E</italic>. <italic>zodiacus</italic> accounted for approximately 40% of all phytoplankton, but the percentage of <italic>Cryptomonas</italic> spp. increased over time, and it was more than 80% at the end of the experiment (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>). <italic>Pseudo-nitzschia</italic> spp. and <italic>C</italic>. <italic>closterium</italic> accounted for approximately 5% of phytoplankton at the end. In the LN group, diatoms were predominant throughout the experimental period; <italic>E. zodiacus</italic> was initially dominant and accounted for approximately 56.9% of all phytoplankton at the beginning. The proportion of <italic>E. zodiacus</italic> gradually increased to 72% by day 4, and decreased after day 4; <italic>Pseudo-nitzschia</italic> spp. and <italic>Chaetoceros</italic> spp. accounted for approximately 35% of all phytoplankton on days 6 and 8, and this shift in the phytoplankton community paralleled changes in nutrient concentrations. At the end of the experiment, <italic>C. closterium</italic> accounted for approximately 14.2% of the total. Diatoms were also dominant in the HN group, and <italic>E. zodiacus</italic> was the main species (50.7%) at the beginning in the HN and LN groups. Over the time, the proportions of <italic>Pseudo-nitzschia</italic> spp. and <italic>Chaetoceros</italic> spp. gradually increased. <italic>Pseudo-nitzschia</italic> spp. accounted more than 40% of phytoplankton, and <italic>C. closterium</italic> accounted for approximately 25% of phytoplankton until the end of the experiment.</p>
</sec>
<sec id="s3_4_2">
<label>3.4.2</label>
<title>Biovolume and cell densities of dominant species</title>
<p>The biovolume of dominant species (<italic>Chaetoceros</italic> spp., <italic>C. closterium</italic>, <italic>E. zodiacus</italic>, <italic>Pseudo-nitzschia</italic> spp., and <italic>Cryptomonas</italic> spp.) was calculated in the three different mesocosm groups (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). In the control, the biovolume of <italic>Cryptomonas</italic> spp. increased from 1.58 to 1.74 &#xd7; 10<sup>8</sup> &#x3bc;m<sup>3</sup> L<sup>-1</sup> on day 2, and remained relatively constant (&lt; 1.30 &#xd7; 10<sup>8</sup> &#x3bc;m<sup>3</sup> L<sup>-1</sup>) (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8A</bold>
</xref>). The biovolume of <italic>E</italic>. <italic>zodiacus</italic> was 2.30 &#xd7; 10<sup>8</sup> &#x3bc;m<sup>3</sup> L<sup>-1</sup> at the beginning of the experiment, and consistently declined. In the LN group, biovolume of <italic>E</italic>. <italic>zodiacus</italic> and <italic>Cryptomonas</italic> spp. initially accounted for high value 2.78 and 1.20 &#xd7; 10<sup>8</sup> &#x3bc;m<sup>3</sup> L<sup>-1</sup>, respectively (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8B</bold>
</xref>). Biovolume of <italic>Chaetoceros</italic> spp. increased significantly and reached a maximum approximately 21.43 &#xd7; 10<sup>8</sup> &#x3bc;m<sup>3</sup> L<sup>-1</sup> on day 6. In the HN group, <italic>E</italic>. <italic>zodiacus</italic> and <italic>Cryptomonas</italic> spp. also observed high biovolume at the beginning of the experiment (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8C</bold>
</xref>). On day 8, the biovolume of <italic>E</italic>. <italic>zodiacus</italic> increased to 36.68 &#xd7; 10<sup>8</sup> &#x3bc;m<sup>3</sup> L<sup>-1</sup>. At that time, <italic>Chaetoceros</italic> spp. was a 79.56 &#xd7; 10<sup>8</sup> &#x3bc;m<sup>3</sup> L<sup>-1</sup> that was double of the <italic>E</italic>. <italic>zodiacus</italic>. At the end of the experiment, biovolume of <italic>Pseudo</italic>-<italic>nitzschia</italic> spp. was highest as 17.67 &#xd7; 10<sup>8</sup> &#x3bc;m<sup>3</sup> L<sup>-1</sup>, and the biovolume of <italic>C</italic>. <italic>closterium</italic> increased to 1.21 &#xd7; 10<sup>8</sup> &#x3bc;m<sup>3</sup> L<sup>-1</sup>.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Changes in biovolume <bold>(A&#x2212;C)</bold> and abundance <bold>(D&#x2212;F)</bold> of dominant species (<italic>Chaetoceros</italic> spp., <italic>Eucampia zodiacus</italic>, <italic>Pseudo-nitzschia</italic> spp., <italic>Cylindrotheca closterium</italic> and <italic>Cryptomonas</italic> spp.) in the control, LN, and HN groups during the mesocosm experiment.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1253708-g008.tif"/>
</fig>
<p>In the control, the cell density of <italic>Cryptomonas</italic> spp. and <italic>E</italic>. <italic>zodiacus</italic> were 1.05 and 0.75 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup> on day 2 (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8D</bold>
</xref>). In the LN group, <italic>E</italic>. <italic>zodiacus</italic> and <italic>Cryptomonas</italic> spp. were relatively high value of 1.03 and 0.73 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup>, respectively, at the beginning of the experiment. The <italic>Chaetoceros</italic> spp. was maxima of 8.1 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup> on day 6 (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8E</bold>
</xref>). In the HN group, the initial cell density of <italic>E</italic>. <italic>zodiacus</italic> and <italic>Cryptomonas</italic> spp. were 0.9 and 0.6&#xd7; 10<sup>5</sup> cells L<sup>-1</sup> (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8F</bold>
</xref>). On day 8, <italic>Chaetoceros</italic> spp. were 30.08 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup>, and <italic>E</italic>. <italic>zodiacus</italic> was 13.6&#xd7; 10<sup>5</sup> cells L<sup>-1</sup>. The cell density of <italic>C</italic>. <italic>closterium</italic> increased to 4.8 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup> and <italic>Pseudo-nitzschia</italic> spp. was 8.6 &#xd7; 10<sup>5</sup> cells L<sup>-1</sup>. Comparison the counting data with biovolume, it was observed that the biovolume of large-sized <italic>E</italic>. <italic>zodiacus</italic> was underestimated, while the biovolume of small-sized <italic>Pseudo</italic>-<italic>nitzschia</italic> spp. was overestimated. However, overall changes in cell density exhibited a similar trend to biovolume.</p>
</sec>
<sec id="s3_4_3">
<label>3.4.3</label>
<title>Specific growth rate of dominant species</title>
<p>We also calculated daily specific growth rates for the three dominant diatom species, <italic>Chaetoceros</italic> spp., <italic>E. zodiacus</italic>, and <italic>Pseudo-nitzschia</italic> spp. (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). There was no significant growth in the control group. In the LN groups the growth rate of <italic>E. zodiacus</italic> consistently decreased from 0.40 &#xb1; 0.08 to 0.14 &#xb1; 0.01 d<sup>-1</sup> over time but the growth rate of <italic>Chaetoceros</italic> spp. increased to 1.62 &#xb1; 0.23 d<sup>-1</sup> on day 4. In the HN groups, similar to the LN group, the growth rate of <italic>E</italic>. <italic>zodiacus</italic> was 0.65 &#xb1; 0.08 d<sup>-1</sup> on day 2 and then gradually decreased to 0.06 &#xb1; 0.02 d<sup>-1</sup> on day 8. The growth rate of <italic>Chaetoceros</italic> spp. was 0.26 &#xb1; 0.08 d<sup>-1</sup> on day 2 and increased to 1.70 &#xb1; 0.05 d<sup>-1</sup> on day 6, just prior to nutrient depletion. The growth rate of <italic>Pseudo-nitzschia</italic> spp. was the highest values on day 6 in both HN and LN groups, with values of 1.38 &#xb1; 0.06 d<sup>-1</sup> and 1.34 &#xb1; 0.45 d<sup>-1</sup>, respectively.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Specific growth rates of diatoms <italic>Chaetoceros</italic> spp., <italic>Eucampia zodiacus</italic>, and <italic>Pseudo-nitzschia</italic> spp. in the control, LN, and HN groups during the mesocosm experiment.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="3" align="left">Experimental group</th>
<th valign="middle" colspan="7" align="center">Specific growth rate (day<sup>-1</sup>)</th>
</tr>
<tr>
<th valign="middle" rowspan="2" align="left">Species</th>
<th valign="top" colspan="6" align="center">Elapsed time (days)</th>
</tr>
<tr>
<th valign="top" align="center">2</th>
<th valign="top" align="center">4</th>
<th valign="top" align="center">6</th>
<th valign="top" align="center">8</th>
<th valign="top" align="center">10</th>
<th valign="top" align="center">15</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="3" align="left">Control</td>
<td valign="top" align="left">
<italic>Chaetoceros</italic> spp.</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Eucampia zodiacus</italic>
</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Pseudo</italic>-<italic>nitzschia</italic> spp.</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">+LN</td>
<td valign="top" align="left">
<italic>Chaetoceros</italic> spp.</td>
<td valign="top" align="center">0.58 &#xb1; 0.04</td>
<td valign="top" align="center">1.62 &#xb1; 0.23</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Eucampia zodiacus</italic>
</td>
<td valign="top" align="center">0.40 &#xb1; 0.08</td>
<td valign="top" align="center">0.31 &#xb1; 0.02</td>
<td valign="top" align="center">0.14 &#xb1; 0.01</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Pseudo</italic>-<italic>nitzschia</italic> spp.</td>
<td valign="top" align="center">1.15 &#xb1; 0.07</td>
<td valign="top" align="center">0.32 &#xb1; 0.02</td>
<td valign="top" align="center">1.38 &#xb1; 0.06</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">+HN</td>
<td valign="top" align="left">
<italic>Chaetoceros</italic> spp.</td>
<td valign="top" align="center">0.26 &#xb1; 0.08</td>
<td valign="top" align="center">0.24 &#xb1; 0.02</td>
<td valign="top" align="center">1.70 &#xb1; 0.05</td>
<td valign="top" align="center">0.46 &#xb1; 0.04</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Eucampia zodiacus</italic>
</td>
<td valign="top" align="center">0.65 &#xb1; 0.08</td>
<td valign="top" align="center">0.57 &#xb1; 0.03</td>
<td valign="top" align="center">0.07 &#xb1; 0.02</td>
<td valign="top" align="center">0.06 &#xb1; 0.02</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Pseudo</italic>-<italic>nitzschia</italic> spp.</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1.10 &#xb1; 0.01</td>
<td valign="top" align="center">1.34 &#xb1; 0.45</td>
<td valign="top" align="center">0.35 &#xb1; 0.01</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Statistical analyses: field and mesocosm studies</title>
<p>We performed cluster analysis and non-metric MDS to analyze phytoplankton composition in southern KCWs from field data (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9A&#x2013;D</bold>
</xref>). The results showed that the phytoplankton community structure during each month separated into three distinct groups (both <italic>p</italic>&lt; 0.01). In March, the stations in group 1 (S1, S2, S3, S4, S10, S11, S12) were characterized by <italic>E. zodiacus</italic> and the stations in group 2 (S6, S9, S13) were characterized <italic>Cryptomonas</italic> spp. Notably, the stations within these groups were geographically distant from each other, indicating significant spatial variations in the composition of phytoplankton communities. In April, the stations in Group 1 (S5, S6, S7) were characterized by a dominance of <italic>Cryptomonas</italic> spp. and <italic>Skeletonema</italic> spp., and these three stations were close to the river, indicating that river effluent likely affected phytoplankton community composition.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>Cluster analysis (<bold>A</bold>: March, <bold>C</bold>: April) and multidimensional scaling (<bold>B</bold>: March, <bold>D</bold>: April) of phytoplankton assemblages at the 13 field stations. Redundancy analysis <bold>(E)</bold> of field data, showing the relationships of nine environmental parameters (red arrows; NO [nitrate+nitrite], DO, Chl. <italic>a</italic>, Si, pH, salinity, temperature, PO [phosphate], NH [ammonium]) with six phytoplankton species (black arrows; <italic>Cryptomonas</italic>, <italic>Eucampia</italic>, <italic>Gymnodinium</italic>, <italic>Chaetoceros</italic>, <italic>Leptocylindrus</italic>, <italic>Skeletonema</italic>) at the 13 field stations during March (numbered red circles) and April (numbered green circles).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1253708-g009.tif"/>
</fig>
<p>We also performed RDA of the field data to identify the relationships of phytoplankton with environmental variables (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9E</bold>
</xref>). The results demonstrated that multiple variables (temperature, ammonium, nitrate+nitrite, salinity, silicate, phosphate, DO, pH, and Chl. <italic>a</italic>) explained a significant amount of the variability in the phytoplankton communities. The first two redundancy axes accounted for 52.5% of the variance in the species-environmental variable biplot (axis 1: 49.4%; axis 2: 22.5%). Axis 1 had a strong positive correlation with pH and a negative correlation with nitrate+nitrite and silicate. Axis 2 had strong negative correlations with the concentrations of DO and Chl. <italic>a</italic>, and a positive correlation with ammonia. In addition, <italic>Cryptomonas</italic> spp. had a negative association with salinity and <italic>E. zodiacus</italic>.</p>
<p>In mesocosm data, we used PCA to analyze phytoplankton composition (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>). The species-environment variable biplot demonstrated that the first two redundancy axes explained 67.6% of the total variance (PC1: 39.8%, PC2: 27.8%). PC1 had positive loading for Chl. <italic>a</italic>, <italic>Chaetoceros</italic> spp., and <italic>E. zodiacus</italic>, and negative loading for NH<sup>4+</sup>. PC2 had positive loading for the nutrient variables, and <italic>C. closterium</italic> had a negative correlation with the nutrient variables.</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>Principal component analysis of mesocosm data in the control group (blue circles), LN group (orange squares), and HN group (green triangles), showing the relationships of nine environmental variables (red arrows; NO [nitrate+nitrite], DO, Chl. <italic>a</italic>, Si, pH, salinity, temperature, PO [phosphate], NH [ammonium]) with five phytoplankton species (blue arrows; <italic>Cryptomonas</italic>, <italic>E. zodiacus</italic>, <italic>C. closterium</italic>, <italic>Chaetoceros</italic>, <italic>Pseudo-nitzschia</italic>). The numbers (0&#x2013;15) indicate measurement day and the ovals indicate three distinct groups.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1253708-g010.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Environmental factors and the phytoplankton community: field studies</title>
<p>It is widely recognized that nutrient levels have major effects on the growth of phytoplankton in coastal waters (<xref ref-type="bibr" rid="B69">Wang et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B3">Baek et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B6">Baek et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B75">Youn et&#xa0;al., 2022</xref>). Nutrients are primarily introduced into these coastal waters by mixing, upwelling events, and river runoff, and these events are especially common during the rainy seasons in temperate regions (<xref ref-type="bibr" rid="B4">Baek et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B5">Baek et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B6">Baek et&#xa0;al., 2020</xref>). Our field measurements indicated the mean concentrations of dissolved inorganic nitrogen (DIN) and dissolved silicate (DSi) were significantly higher during April than March (DIN: 6.74 &#xb1; 4.02 <italic>vs.</italic> 15.18 &#xb1; 16.12 &#x3bc;M, <italic>t</italic>-test: <italic>t</italic> = minus;1.83, <italic>p</italic>&lt; 0.05; DSi: 5.93 &#xb1; 3.97 <italic>vs.</italic> 11.95 &#xb1; 11.15 &#x3bc;M, <italic>t</italic>-test: <italic>t</italic> = &#x2212;2.06, <italic>p</italic>&lt; 0.05). There was also a significantly greater abundance of phytoplankton during April than March (<italic>t</italic>-test: <italic>t</italic> = &#x2212;3.12, <italic>p</italic>&lt; 0.05). The cumulative rainfall during the 7-day period prior to the sampling in April (79.6 mm) was approximately twice as high as in March (38.8 mm). Therefore, the greater rainfall during April led to increased discharge of nutrients from nearby rivers, and this was the most likely cause of the increased abundance of phytoplankton. The findings from our field survey, together with the results of our mesocosm experiments (described below), highlight the important effects of nutrient inputs from terrestrial runoff on phytoplankton populations in nearby coastal waters, even during the early spring. Our findings are also consistent with previous studies by <xref ref-type="bibr" rid="B74">Yoon et&#xa0;al. (2023)</xref> and <xref ref-type="bibr" rid="B4">Baek et&#xa0;al. (2015</xref>; <xref ref-type="bibr" rid="B6">2020)</xref>, which also demonstrated trends of nutrient-driven effects on phytoplankton population dynamics in mesocosm and field surveys during the summer.</p>
<p>In March, the dominant species following cell density were the diatom <italic>E. zodiacus</italic> and the cryptophyte <italic>Cryptomonas</italic> spp. Based on geographical data and MDS analysis, we divided the phytoplankton assemblage into three groups, and there were two main groups. Group I, which is characterized by <italic>E. zodiacus</italic>, and Group II, which is characterized by <italic>Cryptomonas</italic> spp. These two groups were in different regions of the southern KCWs, and had significant differences in silicate (<italic>t</italic>-test: <italic>t</italic> = 1.23, <italic>p</italic>&lt; 0.05) and salinity (<italic>t</italic>-test: <italic>t</italic> = &#x2212;2.19, <italic>p</italic>&lt; 0.05). Group II was characterized by high silicate and low salinity, and cryptophytes, including <italic>Cryptomonas</italic> spp., are more tolerant of changes in salinity than diatoms and dinoflagellates (<xref ref-type="bibr" rid="B67">Thomas and Gibson, 1990</xref>; <xref ref-type="bibr" rid="B73">Yoon et&#xa0;al., 2022</xref>). Moreover, <italic>Cryptomonas</italic> spp. is dominant in many estuarine areas (<xref ref-type="bibr" rid="B30">Lee et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B73">Yoon et&#xa0;al., 2022</xref>). Therefore, the presence of cryptophytes in Group II was likely attributable to the low salinity due to terrestrial runoff. The RDA analysis supported a negative correlation between <italic>Cryptomonas</italic> spp. and salinity. The diatom <italic>E. zodiacus</italic> can utilize nitrogen efficiently at low temperature conditions (around 9&#xb0;C) and, the blooms of <italic>E. zodiacus</italic> have occurred almost every year during the low temperature period (7.5 to 11.0&#xb0;C) from winter through early spring (<xref ref-type="bibr" rid="B38">Nishikawa et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B37">Nishikawa and Hori, 2015</xref>). As such, the physiological characteristics of <italic>E. zodiacus</italic> would have made it possible to have an advantage in the less affluent environment in March (low nitrogen and temperature conditions).</p>
<p>In April, similar to March, there were high abundances of <italic>Cryptomonas</italic> spp. and the diatom <italic>Skeletonema</italic> spp. Tidal currents in coastal waters play a dual role, in that they increase mixing of the water mass and they also increase translocation of phytoplankton (<xref ref-type="bibr" rid="B53">Shearman and Lentz, 2004</xref>; <xref ref-type="bibr" rid="B45">Queiroga et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B52">Shanks et&#xa0;al., 2014</xref>). <italic>Skeletonema</italic> spp. in particular is common in coastal and estuarine waters worldwide, except for polar regions (<xref ref-type="bibr" rid="B27">Kooistra et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B2">Assmy et&#xa0;al., 2019</xref>). This diatom can also adapt to brackish water, as demonstrated by <xref ref-type="bibr" rid="B10">Brand (1984)</xref> and <xref ref-type="bibr" rid="B47">Rijstenbil (1989)</xref>. We found that the proportion of <italic>Skeletonema</italic> spp. was consistently high in the outer stations of the Seomjin River (S12), indicating that it may have been transported or dispersed by tidal currents following initial growth under the high nutrient and low salinity conditions near river mouths. Previous studies by <xref ref-type="bibr" rid="B4">Baek et&#xa0;al. (2015)</xref> and <xref ref-type="bibr" rid="B29">Lee et&#xa0;al. (2018)</xref> also showed that <italic>Skeletonema</italic> spp. accounted for a significant amount of the total phytoplankton biomass in the Gwangyang Bay and Seomjin River of Korea. Therefore, the results of our field observations and these previous studies suggest that <italic>Skeletonema</italic> spp. can proliferate under conditions of high nutrients and low salinity. In addition to <italic>Cryptomonas</italic> spp. and <italic>Skeletonema</italic> spp., <italic>Chaetoceros</italic> spp. and <italic>E. zodiacus</italic> were also highly abundant during our spring field survey. Our mesocosm experiments (described below) were designed to improve understanding of the temporal dynamics of these species following nutrient additions. Specifically, our mesocosm studies focused on the species that dominated during different stages: <italic>Cryptomonas</italic> spp., <italic>E. zodiacus</italic>, and <italic>Chaetoceros</italic> spp. during the early and middle stages, and <italic>C. closterium</italic> and <italic>Pseudo-nitzschia</italic> spp. during the middle and later stages.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Population dynamics of the phytoplankton community: mesocosm studies</title>
<p>The maximum phytoplankton abundance in the mesocosm experiment was on day 6 in the LN group and day 8 in the HN group, coinciding with timing of nutrient depletion. Notably, in our spring mesocosm study, the response of phytoplankton to nutrient infusion exhibited a slower growth compared to a recent summer mesocosm experiment (<xref ref-type="bibr" rid="B74">Yoon et&#xa0;al., 2023</xref>). In this previous summer mesocosm study, phytoplankton had a large rapid response to nutrient addition, and we attribute this to the higher water temperature and the higher level of nutrients during the summer. The nutrient uptake and cellular metabolism of phytoplankton were accelerated at high water temperatures (<xref ref-type="bibr" rid="B35">Montagnes et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B25">Kingsolver, 2009</xref>; <xref ref-type="bibr" rid="B66">Thomas et&#xa0;al., 2012</xref>). The mean water temperature of our spring mesocosms was 12.82 &#xb1; 0.62&#xb0;C, but the previously described summer mesocosms (<xref ref-type="bibr" rid="B74">Yoon et&#xa0;al., 2023</xref>) had a mean water temperature of 28.54 &#xb1; 1.29&#xb0;C, a difference of approximately 16&#xb0;C. Thus, we attribute the two- to four-day delay in nutrient depletion and attainment of maximum phytoplankton biomass in our spring mesocosms to the lower water temperature. In other words, temperature affects nutrient consumption by phytoplankton, and a lower temperature during spring delays the proliferation of phytoplankton by several days.</p>
<p>At the beginning of our mesocosm experiment, the phytoplankton community was dominated by <italic>Cryptomonas</italic> spp. and <italic>E. zodiacus</italic>. Although the abundance of <italic>Cryptomonas</italic> spp. remained relatively stable in the control group throughout the experimental period, the abundances changed significantly in the LN and HN groups. As mentioned above, the diatom <italic>E. zodiacus</italic> may have been dominant in initial natural seawater (in study site) based on the physiological characteristics of relatively high nutrient uptake rate under low temperatures (<xref ref-type="bibr" rid="B39">Nishikawa et&#xa0;al., 2009</xref>). Based on the competitive advantage of high initial cell density (<xref ref-type="bibr" rid="B20">Grover, 1991</xref>), the cell density and biovolume of <italic>E. zodiacus</italic> rapidly increased with the use of abundant nutrients (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>), but the growth rate of <italic>E. zodiacus</italic> in LN and HN groups was already decreasing from day 2. On the day 6, when nutrients were not depleted, the dominant species shifted from <italic>E. zodiacus</italic> to <italic>Chaetoceros</italic> spp. The next dominant diatom <italic>Chaetoceros</italic> spp., characterized by rapid growth under high nutrient conditions (<xref ref-type="bibr" rid="B31">Lomas and Glibert, 2000</xref>; <xref ref-type="bibr" rid="B54">Shevchenko et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B57">Sinclair et&#xa0;al., 2009</xref>), and in this mesocosm study, the maximum growth rate was over 1.7 d<sup>-1</sup>, which was substantially higher than that of <italic>E. zodiacus</italic> (0.65 d<sup>-1</sup>) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). This suggests that the fast and effective nutrient uptake and growth ability of <italic>Chaetoceros</italic> allowed them to dominate even at low initial cell densities. Consequently, we propose that <italic>E. zodiacus</italic> and <italic>Chaetoceros</italic> spp. have a high capacity for growth in nutrient-rich waters due to their efficient uptake of nutrients, as also demonstrated in previous studies (<xref ref-type="bibr" rid="B18">Estrada and Berdalet, 1997</xref>; <xref ref-type="bibr" rid="B15">Collos et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B36">Nishikawa and Hori, 2004</xref>; <xref ref-type="bibr" rid="B62">Tantanasarit et&#xa0;al., 2013</xref>). However, it suggests that not only the nutrient uptake capacity but also the initial cell density is highly important in determining dominance.</p>
<p>Following nutrient depletion in the mesocosm experiment, the phytoplankton <italic>C. closterium</italic> and <italic>Pseudo-nitzschia</italic> spp. gradually dominated. These two relatively small species have high surface-to-volume ratios, which allows for efficient nutrient uptake even in nutrient-depleted conditions. This suggests these small species have the ability to adapt and grow well under conditions of limited nutrients (<xref ref-type="bibr" rid="B21">Harrison and Hurd, 2001</xref>; <xref ref-type="bibr" rid="B14">Cochlan et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B32">Loureiro et&#xa0;al., 2009</xref>). Recent mesocosm studies by <xref ref-type="bibr" rid="B1000">Park et&#xa0;al. (2020)</xref> and <xref ref-type="bibr" rid="B74">Yoon et&#xa0;al. (2023)</xref> also demonstrated the dominance of these two species in nutrient-depleted conditions. In agreement, our PCA analysis revealed significant negative correlations between the abundance of <italic>C. closterium</italic> and the levels of nitrate, phosphate, and silicate. The dominant species shifted to changes in nutrient levels, leading to changes in cell size as well as cell density. In mesocosm, which is a closed ecosystem and uses only limited resources, biovolume combining cell volume and cell density may be a more reasonable way to track nutrient use, especially by phytoplankton (<xref ref-type="bibr" rid="B65">Thomas et&#xa0;al., 2018</xref>). It revealed that the resource utilization of the dominant diatoms could underestimate the biovolume of <italic>E. zodiacus</italic> and overestimate the biovolume of <italic>Pseudo-niztschia</italic> spp. based on cell density (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). On the other hand, in our mesocosm, this difference between cell density and biovolume was not large due to the similarity of cell size in dominant diatoms, which conversely proves that the analysis using cell density is reasonable. However, this can be completely reversed when macroplankton is introduced in the community, so the biovolume that can better explain the use of resources in the ecosystem needs to be considered in future studies.</p>
<p>In previous study (<xref ref-type="bibr" rid="B59">Smetacek, 1999</xref>; <xref ref-type="bibr" rid="B502">Silkin et&#xa0;al., 2013</xref>), in response to nutrient, a succession from cryptophytes to diatoms in field have reported, and this phenomenon was also reproduced in our mesocosm experiment. The reproducibility of these phenomena demonstrates the potential of mesocosms to represent the field and suggest that it can be used as powerful tools to bridge the large gap between laboratory-based experiments and field. Among our field survey, there was sampling site similar to the initial conditions of our mesocosm experiment (high nutrient enrichment and predominance of <italic>Cryptomonas</italic> spp. at S6). Although cautious, based on the results of our mesocosm experiments, it is possible to predict the dominance of diatoms specialized in nutrients in the future at that site. Studying phytoplankton community changes through mesocosm experiments, which replicate field conditions while controlling influential factors, aids in comprehending the causes of phytoplankton changes in natural environments and occasionally predicting field outcomes.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>Our field data highlighted the significant effect of nutrient input from terrestrial runoff after rainfall in shaping the population dynamics of phytoplankton during early spring, particularly the cryptophyte <italic>Cryptomonas</italic> spp. and the diatoms <italic>Chaetoceros</italic> spp., <italic>Skeletonema</italic> spp., and <italic>E. zodiacus</italic> (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11A</bold>
</xref>). Based on the results in our LN and HN mesocosms, we propose that two diatoms, <italic>E. zodiacus</italic> and <italic>Chaetoceros</italic> spp., grow rapidly in nutrient-rich waters. <italic>Chaetoceros</italic> spp. in particular has the ability to rapidly utilize nutrients, and this was responsible for its dominance despite the initial low cell density (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11B</bold>
</xref>). Following the depletion of most nutrients, <italic>C. closterium</italic> and <italic>Pseudo-nitzschia</italic> spp., which are known for efficient nutrient utilization due to their small size, became the dominant species. These results demonstrated the succession of dominant species based on their nutrient uptake and utilization capabilities in response to varying nutrient levels. When viewed together, our laboratory and field data emphasize the significance of environmental factors, such as nutrient concentration, terrestrial runoff, and tidal effects, and biological factors, such as the half-saturation coefficients for nutrient uptake and cell size, in shaping the dynamics of the phytoplankton community in the KCWs. The mesocosm results presented in this study integrated experimental data on phytoplankton community composition, population dynamics, and nutrient interactions, and thereby bridge the gap between laboratory experiments and real-world observations.</p>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>Schematic illustration of phytoplankton community related with environmental factors in field <bold>(A)</bold> and the time-course response of the phytoplankton community for the control and the LN and HN treatments in mesocosms <bold>(B)</bold>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1253708-g011.tif"/>
</fig>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>JY: Conceptualization, Formal analysis, Investigation, Visualization, Writing &#x2013; original draft. YL: Writing &#x2013; review &amp; editing. SH: Validation, Writing &#x2013; review &amp; editing. SB: Funding acquisition, Validation, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was supported by &#x2018;Land/Sea-based input and fate of microplastics in the marine environment&#x2019; of Korea Institute of Marine Science &amp; Technology Promotion (KIMST) funded by the Ministry of Oceans and Fisheries, Republic of Korea (no. 20220357). This research was also supported by grant (20163MFDS641) from the Ministry of Food and Drug Safety, Republic of Korea.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>Author JY was employed by the company Geosystem Research Corporation.</p>
<p>The remaining 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>
<p>The reviewer HS declared a shared affiliation with the authors SB, JY, and YL to the handling editor at the time of review.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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