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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.2024.1349707</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>Diversity and distribution of small-sized planktonic ciliate communities in the East China Sea</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Wei-Ting</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1845754"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lin</surname>
<given-names>Yun-Chi</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<uri xlink:href="https://loop.frontiersin.org/people/1524609"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Tsai</surname>
<given-names>Sheng-Fang</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="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/995042"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chiang</surname>
<given-names>Kuo-Ping</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="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1041822"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
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</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institute of Marine Environment and Ecology, National Taiwan Ocean University</institution>, <addr-line>Keelung</addr-line>, <country>Taiwan</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Ocean Science and Resource, National Taiwan Ocean University</institution>, <addr-line>Keelung</addr-line>, <country>Taiwan</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>General Education Center, National Taiwan Ocean University</institution>, <addr-line>Keelung</addr-line>, <country>Taiwan</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Center of Excellence for the Oceans, National Taiwan Ocean University</institution>, <addr-line>Keelung</addr-line>, <country>Taiwan</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Taiwan Ocean Genome Center, National Taiwan Ocean University</institution>, <addr-line>Keelung</addr-line>, <country>Taiwan</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: Wuchang Zhang, Chinese Academy of Sciences (CAS), China</p>
<p>Jiaxing Liu, Chinese Academy of Sciences (CAS), China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Kuo-Ping Chiang, <email xlink:href="mailto:kpchiang@mail.ntou.edu.tw">kpchiang@mail.ntou.edu.tw</email>; Sheng-Fang Tsai, <email xlink:href="mailto:stsai@mail.ntou.edu.tw">stsai@mail.ntou.edu.tw</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1349707</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Chen, Lin, Tsai and Chiang</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Chen, Lin, Tsai and Chiang</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>Ciliates are an important ecological component in the microbial food web, but few studies have been conducted on the spatial distribution of small-sized planktonic ciliate communities in the East China Sea (ECS). Investigating ciliate communities using conventional morphological approaches is particularly difficult for the small, fragile, and naked species. Therefore, we applied DNA metabarcoding analysis to explore the spatial pattern of small-sized planktonic ciliate community structure within the surface, deep chlorophyll maximum (DCM), and bottom layers. Results showed the cosmopolitan species, <italic>Leegaardiella</italic> sp., was dominant and widespread in the ECS. The relative abundance of the mixotrophic family Tontonnidae decreased in the deeper layer. We characterized water masses of the ECS using environmental variables. In nano-sized ciliate communities, non-metric multidimensional scaling (NMDS) plots revealed a correlation with temperature, salinity, density, and depth. The circulation patterns were similar to cluster analysis results, suggesting that hydrographic conditions shaped small-sized ciliate community composition.</p>
</abstract>
<kwd-group>
<kwd>planktonic ciliate</kwd>
<kwd>metabarcoding analysis</kwd>
<kwd>SSU rDNA</kwd>
<kwd>spatial distribution</kwd>
<kwd>East China Sea (ECS)</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="105"/>
<page-count count="11"/>
<word-count count="3974"/>
</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">
<title>Introduction</title>
<p>Ciliates are highly diverse unicellular eukaryotes found in various aquatic environments. Planktonic ciliates, dominated by oligotrich, choreotrich, and tintinnid ciliates (Alveolata, Ciliophora, Spirotrichea), vary in size from tens to hundreds of micrometers (<xref ref-type="bibr" rid="B55">Lynn, 2008</xref>). In pelagic ecosystems, they are crucial components in microbial food webs, transferring energy to higher trophic levels while grazing on smaller plankton, such as pico- and nanoplankton (<xref ref-type="bibr" rid="B2">Azam et&#xa0;al., 1983</xref>; <xref ref-type="bibr" rid="B63">Pierce and Turner, 1992</xref>).</p>
<p>The East China Sea (ECS) is located in the Northwest Pacific Ocean, one of the world&#x2019;s largest and most productive marginal seas. It is a system with complex hydrological dynamics resulting from the interaction of various water masses (<xref ref-type="bibr" rid="B39">Ichikawa and Beardsley, 2002</xref>; <xref ref-type="bibr" rid="B46">Lee and Chao, 2003</xref>; <xref ref-type="bibr" rid="B96">Yang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B105">Zhu et&#xa0;al., 2022</xref>). In short, Yellow Sea Current flows from the north to the south, Changjiang diluted water (CDW) is along the coastal area, Kuroshio intrusion passes through the east of Taiwan from the south to the north, and Taiwan Current Warm Water (TCWW) flows from the south to the north (<xref ref-type="bibr" rid="B41">Isobe, 2008</xref>; <xref ref-type="bibr" rid="B11">Chen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B52">Liu et&#xa0;al., 2021a</xref>, <xref ref-type="bibr" rid="B53">b</xref>; <xref ref-type="bibr" rid="B43">Kang and Na, 2022</xref>).</p>
<p>The Changjiang River generally discharges the highest in July or August, carrying large amounts of terrestrial nutrient inputs into the aquatic environments (<xref ref-type="bibr" rid="B89">Wu et&#xa0;al., 2019</xref>). A positive relationship between ciliate density and increased bacteria availability in the plume area has been reported (<xref ref-type="bibr" rid="B13">Chiang et&#xa0;al., 2003</xref>). Ciliate communities also transfer organic carbon to higher trophic levels by consuming phytoplankton and smaller plankton in the ECS (<xref ref-type="bibr" rid="B78">Suzuki and Miyabe, 2007</xref>; <xref ref-type="bibr" rid="B14">Choi et&#xa0;al., 2012</xref>).</p>
<p>Until now, more detailed surveys of tintinnid communities were studied than aloricate, oligotrich, and choreotrich ciliate communities, as their loricae were more accessible to be identified and stored by traditional taxonomic methods (<xref ref-type="bibr" rid="B4">Bachy et al., 2014</xref>; <xref ref-type="bibr" rid="B22">Dolan et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B68">Santoferrara and Alder, 2009</xref>; <xref ref-type="bibr" rid="B20">Dolan and Pierce, 2013</xref>; <xref ref-type="bibr" rid="B19">Dolan et&#xa0;al., 2013</xref>, <xref ref-type="bibr" rid="B18">2016</xref>; <xref ref-type="bibr" rid="B49">Li et&#xa0;al., 2018</xref>). Moreover, aloricate ciliates are more abundant, especially in small sizes in the ECS, which increases the difficulties in traditional research under the microscope (<xref ref-type="bibr" rid="B64">Pitta and Giannakourou, 2000</xref>; <xref ref-type="bibr" rid="B103">Zheng et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B95">Yang et&#xa0;al., 2020</xref>). These small-sized ciliates represent an important grazer for picoplankton (<xref ref-type="bibr" rid="B45">Kim et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B66">Romano et&#xa0;al., 2021</xref>). An alternative way to survey the biodiversity and spatial distribution of ciliate communities is the metabarcoding approach, which can reveal more taxa than microscopic observations, particularly in small, fragile, and aloricate species (<xref ref-type="bibr" rid="B3">Bachy et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B71">Santoferrara et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B28">Gimmler et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B73">Santoferrara et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B26">Ganser et&#xa0;al., 2021</xref>). In this study, we characterized the species composition and distribution of small-sized planktonic ciliate communities using metabarcoding on vertical and horizontal scales. We also revealed the relationships between planktonic ciliates and environmental factors in this complex hydrological environment.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Sample collection</title>
<p>Seawater samples were collected using Go-Flo bottles mounted on a conductivity, temperature, and depth (CTD) rosette (Sea-Bird 91 Electronics, Bellevue, WA, USA). A total of 30 stations with different depths were sampled in the ECS during a summer cruise in July 2019 (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Hydrographic data were measured using a CTD profiler. The nutrient variables, including dissolved inorganic nitrate, phosphate, silicate, and chlorophyll <italic>a</italic> (Chl <italic>a</italic>) concentration, were measured according to the standard methods developed by <xref ref-type="bibr" rid="B31">Gong et&#xa0;al. (2003)</xref>. The precision for the determination of nitrate, phosphate, silicate, and Chl <italic>a</italic> were &#xb1; 0.3 &#xb5;M, &#xb1; 0.5 &#xb5;M, &#xb1; 0.01 &#xb5;M, and &#xb1;0.02 mg/m<sup>3</sup>, respectively.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> Sampling sites from this cruise. <bold>(B)</bold> The schematic map of circulation in the ECS adapted from <xref ref-type="bibr" rid="B96">Yang et al. (2011)</xref>. <bold>(C)</bold> The T-S diagram of ciliate samples from this cruise and water masses were defined by <xref ref-type="bibr" rid="B29">Gong et&#xa0;al. (1996)</xref>. The blue, green, and orange circles represent water samples at the surface, DCM, and bottom layer, respectively. CDW, Changjiang diluted water; TCWW, Taiwan Current Warm Water; YSMW, Yellow Sea Mixed Water; KW, Kuroshio water. The schematic map shows the shelf current system of the ECS in summer. KBBCNT, Kuroshio Bottom Branch Current to the northeast of Taiwan; KBC, Kuroshio Branch Current; CDW, Changjiang diluted water; TCWW, Taiwan Current Warm Water; ECS, East China Sea; T-S, temperature&#x2013;salinity; DCM, deep chlorophyll maximum.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1349707-g001.tif"/>
</fig>
<p>For DNA samples, 10 L of three-layered seawater (surface, deep chlorophyll maximum (DCM), and bottom) were pre-filtered through a 200-&#x3bc;m nylon mesh, followed by filtering through a 20-&#x3bc;m nylon filter (90 mm diameter, 100 Millipore, Billerica, MA, USA), and then subsequently filtered through 3-&#x3bc;m and 0.2-&#x3bc;m pore size polycarbonate membranes (142 mm diameter, Millipore, USA) using a peristaltic pump. The filters were immediately preserved in liquid nitrogen and stored at &#x2212;80&#xb0;C until DNA extraction.</p>
</sec>
<sec id="s2_2">
<title>DNA extraction, amplification, and sequencing</title>
<p>DNA was extracted using the DNeasy PowerWater Kit (Qiagen, Valencia, CA, USA). The V4 region of rDNA was amplified using TAReuk454FWD1 (5&#x2032;-CCA GCA SCY GCG GTA ATT CC-3&#x2032;) as the forward primer and the modified TAReukREV3 (5&#x2032;-ACT TTC GTT CTT GAT YRA-3&#x2032;) as the reverse primer (<xref ref-type="bibr" rid="B75">Stoeck et&#xa0;al., 2010</xref>). PCR conditions were as described in <xref ref-type="bibr" rid="B51">Lin et&#xa0;al. (2022)</xref>. Amplicons were sequenced on an Illumina MiSeq platform, generating 300-bp paired-end reads. Data have been deposited in the National Center for Biotechnology Information (NCBI) Sequence Read Archive (SRA) database under the project number PRJNA738614.</p>
</sec>
<sec id="s2_3">
<title>Sequence processing</title>
<p>The sequence primers were removed using cutadapt (<xref ref-type="bibr" rid="B58">Martin, 2011</xref>) and then underwent quality filtering and denoising using the standard pipeline of the DADA2 package (<xref ref-type="bibr" rid="B7">Callahan et&#xa0;al., 2016</xref>) under R software. Reads were filtered with the following parameters: truncLen and minLen = c (240, 180), truncQ = 2, and maxEE = c (2, 2). Taxonomic assignments of amplicon sequence variants (ASVs) were conducted using the Protist Ribosomal Reference Database (PR2) version 4.12.0 (<xref ref-type="bibr" rid="B37">Guillou et&#xa0;al., 2013</xref>). Planktonic ciliate amplicons were selected corresponding to the orders Tintinnida, Choreotrichida, and Strombidiida, among the division Ciliophora in PR2. Ciliate communities were subsampled with 250 reads for 100 times.</p>
</sec>
<sec id="s2_4">
<title>Data analysis and visualization</title>
<p>All statistical analyses were conducted using software R (<xref ref-type="bibr" rid="B79">Team, 2013</xref>). Alpha diversity indices (Shannon index <italic>H</italic>&#x2032; and richness) and the Bray&#x2013;Curtis dissimilarities were calculated using the Vegan package (<xref ref-type="bibr" rid="B42">Oksanen et&#xa0;al., 2019</xref>). The non-metric multidimensional scaling (NMDS) plot was performed to visualize the patterns and identify potential environmental drivers for the ciliate community composition based on the log-transformed ASV abundances and scaled environmental variables. Venn diagram was made using the ggVennDiagram package (<xref ref-type="bibr" rid="B27">Gao et&#xa0;al., 2021</xref>). Ciliate communities were grouped by hierarchical cluster analysis using Ward&#x2019;s minimum variance method and square-rooting Bray&#x2013;Curtis distances with cluster package (<xref ref-type="bibr" rid="B56">Maechler et&#xa0;al., 2022</xref>). To understand the relationship between the environment and each cluster, differences in environmental variables among clusters were examined using Tukey&#x2019;s honestly significant difference (HSD) <italic>post-hoc</italic> test, followed by an analysis of variance (ANOVA). Graphics were created using the ggplot2 package (<xref ref-type="bibr" rid="B88">Wickham, 2016</xref>). The plots of sampling stations, temperature&#x2013;salinity (T-S) diagram, and vertical profiles of environment variables were generated in the Ocean Data View (<xref ref-type="bibr" rid="B74">Schlitzer, 2022</xref>). Small-sized planktonic ciliates (&lt;20 &#xb5;m) indicated sequences obtained from the nano-sized fraction. The pico-sized reads were counted for the presence of ASVs to reveal the distribution.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Hydrographic conditions</title>
<p>During this cruise, seawater temperature and salinity ranged from 17.8&#xb0;C to 29.7&#xb0;C and 29.8 to 34.8, respectively. Four water masses observed in the study area followed the definition by <xref ref-type="bibr" rid="B29">Gong et&#xa0;al. (1996)</xref>: TCWW, Yellow Sea Mixed Water (YSMW), CDW, and Kuroshio water (KW) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The YSMW influenced the bottom of the northern transect in the ECS, while the coastal surface area was influenced by the low-salinity CDW (S &lt; 31; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1B</bold>
</xref>). The KW intruded in northeastern Taiwan, involving a topographic upwelling at St. 1 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). The TCWW dominated the shelf area of most of the sampling sites (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<title>Overall diversity across three size fractions</title>
<p>We obtained a total of 15,980 ASVs represented by ~11,465,721 DNA reads. Alveolata contributed largely to total reads, particularly in nano-sized fraction (73.9%, data not shown). A total of 314 ASVs (21,336 reads) remained as planktonic ciliates across three size fractions after subsampling (19, 36, and 29 samples from micro-sized, nano-sized, and pico-sized fractions, respectively). A complete list of ciliate taxa from this dataset is reported in <xref ref-type="supplementary-material" rid="SF6">
<bold>Supplementary Table&#xa0;1</bold>
</xref>. Overall, nano- and pico-sized fractions share more similarities than micro-sized where the Bray&#x2013;Curtis distances were closer in the NMDS plot (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2D</bold>
</xref>). The alpha diversity and species richness were lower in the micro-sized fraction when compared to both the nano- and pico-sized fractions (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2A</bold>
</xref>). Tintinnida accounted for more than 50% of the ciliate relative abundance in the micro-sized fraction, in which <italic>Salpingella</italic> sp., <italic>Amphorellopsis acuta</italic>, and <italic>Stenosemella pacifica</italic> were found to be the major contributors (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref>). Strombidiida dominated in two small-sized fractions, which were <italic>Strombidiida_G_XX</italic>_sp., <italic>Strombidiidae_H_X</italic>_sp., and <italic>Strombidiidae_G_X</italic>_sp. in the nano-sized fraction, and <italic>Strombidiida_G_XX</italic>_sp., <italic>Spirotontonia_</italic>sp., and <italic>Tontonnidae_B_X</italic>_sp. in pico-sized fractions (43.97% and 52.93%, respectively; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S2B</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S3</bold>
</xref>). <italic>Leegaardiella</italic> sp. was the most abundant taxon across three size fractions in the ECS.</p>
</sec>
<sec id="s3_3">
<title>Nano-sized ciliate communities and relationship with environmental variables</title>
<p>Hierarchical cluster analysis based on the Bray&#x2013;Curtis dissimilarities was performed on nano-sized ciliate communities. These clusters were subsequently organized into two groups, defined by a distance threshold of 1.7, resulting in one group containing three clusters and another with two clusters (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). In nano-sized samples, both cluster analysis and NMDS revealed a strong correlation with depth (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>). The first group, which included Clusters I, II, and IV, was influenced by the deeper water column. Cluster IV, which comprised St. 20 and St. 21 across all depths in the water mass of TCWW and YSMW, was dominated by Choreotrichida. The taxonomic compositions in Cluster I were mostly from deeper water samples in TCWW, with only one exception in YSMW. Although Clusters II and IV shared similar taxonomic compositions according to the analysis of Bray&#x2013;Curtis dissimilarity, the former was mainly influenced by TCWW and KW (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), whereas the latter was mainly influenced by YSMW. The second group containing Clusters III and V was primarily composed of samples collected from shallow depths, particularly the surface layer. These shallow water samples were mostly from TCWW and positively correlated to temperature but significantly different in salinity (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S4</bold>
</xref>; <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Clusters III and V, both from shallow water, were higher in temperature and oxygen concentration. The biological parameters indicated the potential prey (<italic>Synechococcus</italic>, photosynthetic picoeukaryotes, and bacteria), and only <italic>Synechococcus</italic> was higher in Cluster III (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S4</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Cluster analysis based on Bray&#x2013;Curtis dissimilarity distances among nano-sized ciliate communities in different depth layers. The right bar represents the water mass of each sample, where orange indicates the Taiwan Current Warm Water (TCWW), red indicates the Changjiang diluted water (CDW), black indicates the Kuroshio water (KW), and blue indicates the Yellow Sea Mixed Water (YSMW). The right panel is the relative abundance of taxonomic groups by classification order in the PR2 database.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1349707-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Non-metric multidimensional scaling (NMDS) plot using Bray&#x2013;Curtis dissimilarity distances of nano-sized ciliate communities, overlaid with environmental vector fitting (<italic>p</italic> &lt; 0.05). The plot indicates five different clusters of ciliate communities, each represented by a different color. The stress value for the plot was 0.17.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1349707-g003.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Environmental variables fit on NMDS plot using permutation tests.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="bottom" rowspan="2" align="center"/>
<th valign="bottom" colspan="5" align="center">Nanoplankton</th>
</tr>
<tr>
<th valign="bottom" align="center">NMDS1</th>
<th valign="bottom" align="center">NMDS2</th>
<th valign="bottom" align="center">r<sup>2</sup>
</th>
<th valign="bottom" align="center">Pr(&gt;r)</th>
<th valign="bottom" align="center"/>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="center">Temperature</td>
<td valign="bottom" align="center">0.80863</td>
<td valign="bottom" align="center">&#x2212;0.58832</td>
<td valign="bottom" align="center">0.7906</td>
<td valign="bottom" align="center">0.001</td>
<td valign="bottom" align="center">***</td>
</tr>
<tr>
<td valign="bottom" align="center">Salinity</td>
<td valign="bottom" align="center">&#x2212;0.78347</td>
<td valign="bottom" align="center">&#x2212;0.62143</td>
<td valign="bottom" align="center">0.4236</td>
<td valign="bottom" align="center">0.001</td>
<td valign="bottom" align="center">***</td>
</tr>
<tr>
<td valign="bottom" align="center">Density</td>
<td valign="bottom" align="center">&#x2212;0.991</td>
<td valign="bottom" align="center">0.13389</td>
<td valign="bottom" align="center">0.7593</td>
<td valign="bottom" align="center">0.001</td>
<td valign="bottom" align="center">***</td>
</tr>
<tr>
<td valign="bottom" align="center">Fluorescence</td>
<td valign="bottom" align="center">0.89859</td>
<td valign="bottom" align="center">0.4388</td>
<td valign="bottom" align="center">0.1473</td>
<td valign="bottom" align="center">0.077</td>
<td valign="bottom" align="center"/>
</tr>
<tr>
<td valign="bottom" align="center">Oxygen</td>
<td valign="bottom" align="center">0.80498</td>
<td valign="bottom" align="center">&#x2212;0.5933</td>
<td valign="bottom" align="center">0.6614</td>
<td valign="bottom" align="center">0.001</td>
<td valign="bottom" align="center">***</td>
</tr>
<tr>
<td valign="bottom" align="center">Depth</td>
<td valign="bottom" align="center">&#x2212;0.99782</td>
<td valign="bottom" align="center">&#x2212;0.06604</td>
<td valign="bottom" align="center">0.676</td>
<td valign="bottom" align="center">0.001</td>
<td valign="bottom" align="center">***</td>
</tr>
<tr>
<td valign="bottom" align="center">NH<sub>4</sub>
</td>
<td valign="bottom" align="center">&#x2212;0.99792</td>
<td valign="bottom" align="center">0.06443</td>
<td valign="bottom" align="center">0.0663</td>
<td valign="bottom" align="center">0.344</td>
<td valign="bottom" align="center"/>
</tr>
<tr>
<td valign="bottom" align="center">NO<sub>3</sub>
</td>
<td valign="bottom" align="center">&#x2212;0.79614</td>
<td valign="bottom" align="center">0.60511</td>
<td valign="bottom" align="center">0.6829</td>
<td valign="bottom" align="center">0.001</td>
<td valign="bottom" align="center">***</td>
</tr>
<tr>
<td valign="bottom" align="center">NO<sub>2</sub>
</td>
<td valign="bottom" align="center">&#x2212;0.08581</td>
<td valign="bottom" align="center">0.99631</td>
<td valign="bottom" align="center">0.0981</td>
<td valign="bottom" align="center">0.174</td>
<td valign="bottom" align="center"/>
</tr>
<tr>
<td valign="bottom" align="center">PO<sub>4</sub>
</td>
<td valign="bottom" align="center">&#x2212;0.84712</td>
<td valign="bottom" align="center">0.5314</td>
<td valign="bottom" align="center">0.7451</td>
<td valign="bottom" align="center">0.001</td>
<td valign="bottom" align="center">***</td>
</tr>
<tr>
<td valign="bottom" align="center">SiO<sub>3</sub>
</td>
<td valign="bottom" align="center">&#x2212;0.76535</td>
<td valign="bottom" align="center">0.64362</td>
<td valign="bottom" align="center">0.7714</td>
<td valign="bottom" align="center">0.001</td>
<td valign="bottom" align="center">***</td>
</tr>
<tr>
<td valign="bottom" align="center">Chl <italic>a</italic>
</td>
<td valign="bottom" align="center">0.99923</td>
<td valign="bottom" align="center">&#x2212;0.03923</td>
<td valign="bottom" align="center">0.1174</td>
<td valign="bottom" align="center">0.136</td>
<td valign="bottom" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>NMDS, non-metric multidimensional scaling; Chl a, chlorophyll a.</p>
</fn>
<fn>
<p>Significance: 0 &#x2018;***&#x2019;, Permutation: 999.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_4">
<title>Distribution of small-sized ciliates</title>
<p>The top four taxa in nano-sized fraction, <italic>Leegaardiella</italic> sp., <italic>Strombidiida_G_XX</italic>_sp., <italic>Strombidiidae_G_X</italic>_sp., and <italic>Strombidiidae_H_X</italic>_sp., were widespread and across all three layers (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4</bold>
</xref>, <xref ref-type="fig" rid="f5">
<bold>5</bold>
</xref>). <italic>Lynnella semiglobulosa</italic>, <italic>Pelagostrobilidium minutum</italic>, <italic>Rimostrombidium venilia</italic>, <italic>Strombidium capitatum</italic>, <italic>Strombidium caudispina</italic>, and <italic>Strombidium triquetrum</italic> were only found in the surface layer (data not shown).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Distribution of the major taxa from nano-sized fraction at the surface. The colors represent the classification order. Bubble size corresponds to the percentage of reads relative to the total ciliate abundance in each station (absences are not shown), scaled from the minimum to the maximum in each plot.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1349707-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Distribution of the major taxa from nano-sized fraction at the DCM and bottom layer. The colors represent the classification order. Bubble size corresponds to the percentage of reads relative to the total ciliate abundance in each station (absences are not shown), scaled from the minimum to the maximum in each plot. DCM, deep chlorophyll maximum.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1349707-g005.tif"/>
</fig>
<p>Multiple vertical distribution patterns were observed based on different annotated species. The presence of the mixotrophic family Tontonnidae, <italic>Pseudotontonia simplicidens</italic>, <italic>Pseudotontonia</italic>_sp., <italic>Spirotontonia grandis</italic>, <italic>Spirotontonia_</italic>sp., <italic>Spirotontonia turbinata</italic>, <italic>Tontonnidae_A_X</italic>_sp., and <italic>Tontonnidae_B_X</italic>_sp., decreased in the deeper layer. There was an opposite pattern with the Tontonnidae, with <italic>Tintinnidae_X</italic>_sp. and <italic>Parastrombidinopsis shimi</italic> in low abundance/absent in the surface layer (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). <italic>Strobilidium caudatum</italic> and <italic>Strombidium_M</italic>_sp. were found across three layers but on the north transect (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<sec id="s4_1">
<title>Metabarcoding</title>
<p>Research on microbial community composition and diversity using metabarcoding has been more prevalent globally but relatively scarce in the ECS (<xref ref-type="bibr" rid="B5">Bik et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B17">De Vargas et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B28">Gimmler et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B57">Malviya et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B62">Noan et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B15">Cordier et&#xa0;al., 2022</xref>). Metabarcoding has the potential to reveal large-scale patterns in plankton diversity and community structure that were largely invisible in morphological analyses due to large numbers of undescribed species and the difficulty in characterizing the species present in the plankton community (<xref ref-type="bibr" rid="B59">Massana et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B40">Ichinomiya et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B61">Morard et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B80">Tragin and Vaulot, 2019</xref>). Studies focusing on aloricate ciliate communities often face challenges in the resolution of morphological characteristics due to differences in fixation methodologies, which results in fewer studies based on morphology, as staining requires specific expertise (<xref ref-type="bibr" rid="B87">Wang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B76">Sun et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B38">Huang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B45">Kim et&#xa0;al., 2021</xref>). Identification of tintinnids could be easier and more complete for tintinnid communities by their external loricae compared to aloricate ones (<xref ref-type="bibr" rid="B21">Dolan et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B20">Dolan and Pierce, 2013</xref>; <xref ref-type="bibr" rid="B100">Zhang et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B66">Romano et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B86">Wang et&#xa0;al., 2021b</xref>; <xref ref-type="bibr" rid="B47">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B60">Mieczan et&#xa0;al., 2023</xref>) However, ciliate community investigations can be more accessible without elaborate staining procedures and subjective observation under microscopy once the standardized pipeline of molecular sequencing and data filtering was followed (<xref ref-type="bibr" rid="B3">Bachy et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B69">Santoferrara et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B6">Burki et&#xa0;al., 2021</xref>). Metabarcoding provides rigor standards comparing dissimilarities among plenty of communities. Small-sized aloricate ciliates (&lt;20 &#xb5;m) were up to 50% in planktonic ciliate communities in many regions, including the ECS by morphological data (<xref ref-type="bibr" rid="B95">Yang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B83">Wang et&#xa0;al., 2023a</xref>, <xref ref-type="bibr" rid="B85">b</xref>). Thus, this study can improve the understanding of planktonic ciliate community structure, particularly for small and naked species.</p>
</sec>
<sec id="s4_2">
<title>Ciliate sequences in pico-sized fraction</title>
<p>To date, many surveys by metabarcoding have shown ciliate sequences in the pico-sized fraction (<xref ref-type="bibr" rid="B67">Romari and Vaulot, 2004</xref>; <xref ref-type="bibr" rid="B90">Wu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B92">Xu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Grattepanche et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B25">Flegontova et&#xa0;al., 2023</xref>). <xref ref-type="bibr" rid="B8">Canals et&#xa0;al. (2020)</xref> indicated that these sequences provided useful information about ciliate communities where over 94% of Ciliophora abundance from the Tara Ocean expedition in each size fraction corresponded to operational taxonomic units (OTUs) detected in the three fractions. There are hypotheses to explain these sequences in the pico-sized fraction: a) cell breakage during sequential filtration or b) membrane flexibility of ciliates to pass the small pores on filters (<xref ref-type="bibr" rid="B12">Cheung et&#xa0;al., 2008</xref>). It is possible for ciliates with a minute oral diameter (i.e., 2&#x2013;5 &#xb5;m) to pass through 3 &#xb5;m, but molecular data are lacking (<xref ref-type="bibr" rid="B95">Yang et&#xa0;al., 2020</xref>). Comparing reads in nano- and pico-sized fraction from the same sampling sites, only <italic>Strombidiida_G_XX</italic>_sp. differed significantly in read abundance (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5</bold>
</xref>, <italic>p</italic> &lt; 0.05). Our results supported ciliate sequences in the pico-sized fraction from the cell breakages during filtration.</p>
</sec>
<sec id="s4_3">
<title>Overall diversity across three size fractions</title>
<p>
<italic>Leegaardiella</italic> sp., a cosmopolitan species reported by <xref ref-type="bibr" rid="B1">Agatha (2011)</xref>, was dominant across three size fractions in this cruise (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S4</bold>
</xref>). Additionally, with morphological data, <italic>Leegaardiella ovalis</italic> was identified in the same region (<xref ref-type="bibr" rid="B95">Yang et&#xa0;al., 2020</xref>). However, more sequences from the database are needed to establish a connection between the two species. In the micro-sized fraction, tintinnid contributed to half of the relative abundance, which decreased as size decreased, which was similar to previous studies in both coastal and pelagic samples (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2B</bold>
</xref>; <xref ref-type="bibr" rid="B35">Grattepanche et&#xa0;al., 2016b</xref>; <xref ref-type="bibr" rid="B8">Canals et&#xa0;al., 2020</xref>). Tintinnid loricae are larger (50&#x2013;400 &#x3bc;m in length) than aloricate oligotrich and choreotrich ciliates, facilitating the retention of cells on 20-&#x3bc;m filters. Most tintinnid ciliates were reported with morphological records except <italic>S. pacifica</italic>, <italic>Tintinnopsis platensis</italic>, and <italic>Ascampbelliella acuta</italic> (<xref ref-type="bibr" rid="B93">Xu et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B50">Li et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Feng et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B49">Li et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B76">Sun et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B94">Yang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B86">Wang et&#xa0;al., 2021b</xref>; <xref ref-type="bibr" rid="B97">Yu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B47">Li et&#xa0;al., 2023</xref>). In both nano-sized and pico-sized fractions, dominant taxa were similar but different in relative abundance (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref>). <italic>P. minutum</italic> was absent in the micro-sized fraction, which corresponded to its morphological characteristics (<xref ref-type="bibr" rid="B9">Chen et&#xa0;al., 2017</xref>).</p>
</sec>
<sec id="s4_4">
<title>Horizontal and vertical distribution of small-sized ciliates</title>
<p>We focused more on ASVs, which were annotated with aloricate morphospecies (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). <italic>Dadayiella ganymedes</italic> was found in offshore stations in the ECS and recorded on a large scale in the western Pacific region (<xref ref-type="bibr" rid="B48">Li et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B23">Feng et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B47">Li et&#xa0;al., 2023</xref>). <italic>Strombidinopsis acuminata</italic>, <italic>S. caudatum</italic>, <italic>P. shimi</italic>, <italic>Strombidium_M</italic>_sp., and <italic>Varistrombidium kielum</italic> were found only on the north transect across different layers, which might be related to the Changjiang River discharge-induced aloricate ciliate abundance in the summer (<xref ref-type="bibr" rid="B13">Chiang et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B81">Tsai et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B98">Yu et&#xa0;al., 2016</xref>). The mixotrophic family Tontonnidae was found vertically and horizontally in the ECS, whereas several species were frequently recorded in adjacent areas (<xref ref-type="bibr" rid="B95">Yang et&#xa0;al., 2020</xref>, <xref ref-type="bibr" rid="B94">2021</xref>). However, a common species, <italic>Loboea strobila</italic>, was not detected during this cruise (<xref ref-type="bibr" rid="B76">Sun et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B38">Huang et&#xa0;al., 2021</xref>).</p>
</sec>
<sec id="s4_5">
<title>Hydrographic conditions shape small-sized ciliate community composition</title>
<p>The hydrology of the ECS was intricate and influenced by factors such as the Changjiang River outflow, Taiwan Strait, and Kuroshio. In general, the clustering pattern in nano-sized communities was similar to the current circulation patterns in summer (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>; <xref ref-type="bibr" rid="B99">Yuan et&#xa0;al., 2008</xref>). Kuroshio Bottom Branch Current to the northeast of Taiwan (KBBCNT), which is bifurcated from Kuroshio subsurface water (KSSW), formed year-round upwelling off northeast Taiwan with its collision on the shelf (<xref ref-type="bibr" rid="B54">Liu et&#xa0;al., 1992</xref>; <xref ref-type="bibr" rid="B91">Wu et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B44">Kao et&#xa0;al., 2023</xref>). We observed upwelling in St. 1 and St. 1A by decreasing temperature (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1A</bold>
</xref>; <xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2015</xref>). Then, KBBCNT flowed northwestward along the 60-m isobath, carrying high&#x2010;salinity and nutrient water and mixing with TCWW, toward the Changjiang River mouth (<xref ref-type="bibr" rid="B96">Yang et&#xa0;al., 2011</xref>). This circulation influenced Clusters I and II, in which Tintinnida and Strombidiida were dominant in both clusters (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). In addition, the TCWW flowed northward in the upper layer mixed with Kuroshio surface water (KSW) and CDW (<xref ref-type="bibr" rid="B39">Ichikawa and Beardsley, 2002</xref>). It might reflect the distribution as Cluster III.</p>
<p>The Changjiang River discharge carried a large amount of terrestrial nutrients in summer, which moved northeastward, subsequently mixing with saline ambient waters (<xref ref-type="bibr" rid="B11">Chen et&#xa0;al., 2009</xref>). However, only St. 30 in Cluster V was classified under CDW (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>). Considering the location of St. 19 and St. 29 and the highest Chl <italic>a</italic> concentration measured at the surface in St. 19 (3.39 mg/m<sup>3</sup>), which were possibly influenced by CDW and TCWW, resulting in the lowest salinity among all clusters (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S4</bold>
</xref>). The highest average Chl <italic>a</italic> value observed in Cluster V. <italic>Strombidiida_G_XX</italic>_sp. was dominant in Cluster V, indicating potential predation on phytoplankton (66%, <xref ref-type="supplementary-material" rid="SF8">
<bold>Supplementary Table S3</bold>
</xref>). Moreover, the two mixotrophic genera, <italic>Spirotontonia</italic> and <italic>Pseudotontonia</italic>, up to 12% in this cluster suggested the bottom-up environment. Cluster IV, which was from St. 20 and St. 21, was influenced by YSMW. <italic>Strombidinopsis</italic> sp. and <italic>S. caudatum</italic> were distinct and abundant species that implied different niches of YSMW, as in lower temperature and salinity (25% and 14%, <xref ref-type="supplementary-material" rid="SF8">
<bold>Supplementary Table S3</bold>
</xref>). However, different ASVs contributed to different clusters, which indicated the possibility of cryptic species of different niches (data not shown). The strong correlation between the ordination and depth (R<sup>2</sup> = 0.68) and particularly density (R<sup>2</sup> = 0.76), coupled with significant differences in temperature and salinity between clusters, implied that cluster dissimilarity was influenced by the currents (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<p>The definitions of the water masses are not consistent in the ECS (<xref ref-type="bibr" rid="B30">Gong et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B39">Ichikawa and Beardsley, 2002</xref>; <xref ref-type="bibr" rid="B96">Yang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B65">Quan et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B104">Zhou et&#xa0;al., 2018</xref>). Surface water in the ECS is mainly mixed by the CDW, KSW, and TCWW, while the deeper layer is influenced by KSSW, Shelf Mixing Water (SMW), and TCWW by the Optimum Multiparameter analysis (<xref ref-type="bibr" rid="B104">Zhou et&#xa0;al., 2018</xref>). Ciliate community composition and diversity reported differ markedly with depth (<xref ref-type="bibr" rid="B16">Countway et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B33">Grattepanche et&#xa0;al., 2016a</xref>, <xref ref-type="bibr" rid="B35">b</xref>; <xref ref-type="bibr" rid="B72">Santoferrara et al., 2023</xref>; <xref ref-type="bibr" rid="B82">Tucker et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B102">Zhao et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B84">Wang et al., 2021a</xref>), water masses (<xref ref-type="bibr" rid="B77">Sun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B95">Yang et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B36">Gu et&#xa0;al., 2021</xref>), and geographical position (inshore/offshore) (<xref ref-type="bibr" rid="B34">Grattepanche et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B70">Santoferrara et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B35">Grattepanche et&#xa0;al., 2016b</xref>). While <xref ref-type="bibr" rid="B95">Yang et&#xa0;al. (2020)</xref> indicated that planktonic ciliates were potentially reliable indicators of water masses in the ECS, this was not universally consistent, possibly due to methodological differences in definitions of water masses or ciliate analysis approaches (<xref ref-type="bibr" rid="B101">Zhang et&#xa0;al., 2015</xref>). The NMDS plot revealed a correlation with multiple environmental variables, particularly density (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Additionally, the distribution of clusters was similar to current circulation patterns, suggesting that currents influence community composition. Here, we presented evidence that the composition of nano-sized ciliate communities varied with the circulation of currents.</p>
<p>In summary, detailed planktonic ciliate community composition was reported by metabarcoding in the ECS. The specified vertical and horizontal distributions of major small-sized taxa were first revealed. We supported hydrographic conditions shaping community structure by the similarities of cluster distribution. Building a more comprehensive database of reference sequences in future studies can provide more information for ciliate communities.</p>
</sec>
</sec>
<sec id="s5" 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/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>W-TC: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. Y-CL: Data curation, Formal analysis, Writing &#x2013; review &amp; editing. S-FT: Writing &#x2013; review &amp; editing. K-PC: Funding acquisition, Project administration, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s7" 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 the Ministry of Science and Technology, Taiwan (110&#x2013;2611-M-019&#x2013;017 and 111&#x2013;2611-M-019&#x2013;014).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank the captain and crew of the <italic>R/V Ocean Researcher I</italic> for the sampling, G-CG lab for providing the environmental parameter data, Ching-Ting Huang for collecting the field samples, Yu-Ting Tseng for organizing the environmental parameter data, and Xin-Bei Chen for organizing the amplicon data.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" 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>
<sec id="s10" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2024.1349707/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2024.1349707/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.xls" id="SF6" mimetype="application/vnd.ms-excel">
<label>Supplementary Table&#xa0;1</label>
<caption>
<p>List of the number of annotated ciliate species, the total number of reads, and the presence (+) or absence (-) across three size fractions.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_3.xls" id="SF7" mimetype="application/vnd.ms-excel">
<label>Supplementary Table&#xa0;2</label>
<caption>
<p>Nano-sized planktonic ciliate ASV table in each sample.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_2.xlsx" id="SF8" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Table&#xa0;3</label>
<caption>
<p>Percentage of top ten nano-sized ciliate taxa in each cluster.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
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