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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.2023.1168015</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>Geographic variation in population structure and grazing features of <italic>Calanus glacialis/marshallae</italic> in the Pacific Arctic Ocean</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ishihara</surname>
<given-names>Minami</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/2210071"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Matsuno</surname>
<given-names>Kohei</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/914774"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tokuhiro</surname>
<given-names>Koki</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1903486"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ando</surname>
<given-names>Yasuhiro</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sato</surname>
<given-names>Kazutoshi</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yamaguchi</surname>
<given-names>Atsushi</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/914507"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Faculty/Graduate School of Fisheries Sciences, Hokkaido University</institution>, <addr-line>Hakodate, Hokkaido</addr-line>, <country>Japan</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Arctic Research Center, Hokkaido University</institution>, <addr-line>Sapporo, Hokkaido</addr-line>, <country>Japan</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Demonstration Laboratory, Marine Ecology Research Institute</institution>, <addr-line>Kashiwazaki, Niigata</addr-line>, <country>Japan</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Arctic Environment Research Center, National Institute of Polar Research</institution>, <addr-line>Tachikawa, Tokyo</addr-line>, <country>Japan</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Guang Yang, Chinese Academy of Sciences (CAS), China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Daria Martynova, Zoological Institute (RAS), Russia; Elizaveta Ershova, UiT The Arctic University of Norway, Norway; Vladimir G. Dvoretsky, Murmansk Marine Biological Institute, Russia; Emilia Trudnowska, Polish Academy of Sciences, Poland</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Minami Ishihara, <email xlink:href="mailto:minami0525konakichi@eis.hokudai.ac.jp">minami0525konakichi@eis.hokudai.ac.jp</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1168015</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>02</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Ishihara, Matsuno, Tokuhiro, Ando, Sato and Yamaguchi</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Ishihara, Matsuno, Tokuhiro, Ando, Sato and Yamaguchi</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>
<italic>Calanus glacialis/marshallae</italic> is a dominant zooplankton species in the Pacific Arctic Ocean that is widely distributed in shelf areas, and it plays a vital role in connecting primary production to higher trophic levels. Its phenology is well adapted to hydrography, but there is little available information about regional and diel changes in population structure and grazing features. In this study, we investigated <italic>C. glacialis/marshallae</italic> during autumn 2019 in the Eastern and Northeastern Chukchi and Canadian basins to reveal geographic and diel variations in population structure, body size, grazing activity, and fatty acid composition. The abundance of <italic>C. glacialis/marshallae</italic> was found to be high on the slopes and low on the shelves. Body size (prosome length) was well described by the B&#x11b;lehr&#xe1;dek equation combined with <italic>in-situ</italic> temperature throughout the sampling region. Cluster analyses based on hydrographic parameters were divided into four regions: southern shelf, northern shelf, slope, and basin. The southern shelf was dominated by copepodite stage five (C5) transported from the Bering Sea by Pacific waters. C4 and C5 were dominant on the northern shelf, suggesting that they grew slower than those on the southern shelf, and the populations also exhibited higher concentrations of fatty acids originating from dinoflagellates than those originating from the pan-Arctic Ocean, indicating low productivity in the region. The population on the slope had the highest abundance, C4 was dominant, and large amounts of diatom-derived eicosapentaenoic acid (EPA). These features are attributed to the upwelling of populations and nutrients that support diatom growth. In the basin, the early copepodite stages of composition were distinctly higher than those recorded in previous studies, because larger amounts of organisms flow into the region, resulting in more extended reproduction periods. In the basin, small and large forms of C5 were simultaneously found, and the small form exhibited a diel grazing activity pattern, but the large forms did not. These findings suggest their well adaptation in changing of the Pacific Arctic Ocean.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Calanus glacialis/marshallae</italic>
</kwd>
<kwd>Pacific Arctic Ocean</kwd>
<kwd>population structure</kwd>
<kwd>body size</kwd>
<kwd>fatty acid</kwd>
<kwd>gut pigment</kwd>
</kwd-group>
<counts>
<fig-count count="9"/>
<table-count count="1"/>
<equation-count count="2"/>
<ref-count count="94"/>
<page-count count="17"/>
<word-count count="8509"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Biology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>
<italic>Calanus</italic> Leach, 1816 is the dominant copepod genus in the zooplankton biomass within the Pacific Arctic Ocean (<xref ref-type="bibr" rid="B49">Kosobokova and Hirche, 2009</xref>). Three <italic>Calanus</italic> species have been identified in different areas of the Pacific Arctic Ocean: <italic>Calanus hyperboreus</italic> in the basin (<xref ref-type="bibr" rid="B15">Conover, 1988</xref>), <italic>Calanus glacialis</italic> on the shelf (<xref ref-type="bibr" rid="B49">Kosobokova and Hirche, 2009</xref>; <xref ref-type="bibr" rid="B50">Kosobokova and Hopcroft, 2010</xref>), and <italic>Calanus marshallae</italic> in the southeastern Bering Sea (<xref ref-type="bibr" rid="B33">Frost, 1974</xref>; <xref ref-type="bibr" rid="B88">Vidal and Smith, 1986</xref>). Of these, <italic>C. hyperboreus</italic> has the largest body size and can be easily distinguished from the other two species. <italic>Calanus glacialis</italic> and <italic>C. marshallae</italic> are morphologically similar and difficult to distinguish (<xref ref-type="bibr" rid="B33">Frost, 1974</xref>), although they have been distinguished by genetic analysis (haplotype-based on 18S rRNA), and results have indicated that <italic>C. marshallae</italic> is transported to the shelf by the Pacific waters (<xref ref-type="bibr" rid="B65">Nelson et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B5">Ashjian et&#xa0;al., 2021</xref>). However, a genetic analysis was not conducted in the current study, and the <italic>C. glacialis/marshallae</italic> species complex is therefore referred to as <italic>C. glacialis</italic> in this work. <italic>Calanus glacialis</italic> has two populations (the Bering Sea and Arctic Basin populations that can also be distinguished using haplotype analyses (<xref ref-type="bibr" rid="B65">Nelson et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B3">Ashjian et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B73">Pinchuk and Eisner, 2017</xref>; <xref ref-type="bibr" rid="B5">Ashjian et&#xa0;al., 2021</xref>). Although these populations are believed to be morphologically indistinguishable, haplotype analysis indicates that the Bering Sea population is distributed on the Chukchi Sea shelf, and the Arctic Basin population is distributed north of the Beaufort Sea slope/Basin (<xref ref-type="bibr" rid="B65">Nelson et&#xa0;al., 2009</xref>). In addition, these populations appear to differ in their copepodid stage composition during the same season (<xref ref-type="bibr" rid="B27">Ershova et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B73">Pinchuk and Eisner, 2017</xref>), suggesting that the life cycles differ between populations.</p>
<p>
<italic>Calanus glacialis</italic> is the dominant biomass species on the shelf of the Pacific Arctic Ocean (<xref ref-type="bibr" rid="B49">Kosobokova and Hirche, 2009</xref>; <xref ref-type="bibr" rid="B50">Kosobokova and Hopcroft, 2010</xref>), and it plays an essential role in connecting primary production to higher trophic levels in fish, birds, and mammals (<xref ref-type="bibr" rid="B24">Dickson and Gilchrist, 2002</xref>; <xref ref-type="bibr" rid="B7">Bengtson et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B31">Falk-Petersen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B19">Crawford et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B13">Choquet et&#xa0;al., 2018</xref>). The population peaks near the shelf border (the shelf break) and declines sharply in the basin (<xref ref-type="bibr" rid="B49">Kosobokova and Hirche, 2009</xref>; <xref ref-type="bibr" rid="B90">Wassmann et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B28">Ershova et&#xa0;al., 2021</xref>). <italic>Calanus glacialis</italic> has a generation length of 1&#x2013;3 years (<xref ref-type="bibr" rid="B48">Kosobokova, 1999</xref>; <xref ref-type="bibr" rid="B4">Ashjian et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B31">Falk-Petersen et&#xa0;al., 2009</xref>), and it grows from an egg to C3 and C4 within one year (<xref ref-type="bibr" rid="B79">Scott et&#xa0;al., 2000</xref>). The species has mixed reproductive strategies depending on food conditions (<xref ref-type="bibr" rid="B74">Plourde et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B20">Daase et&#xa0;al., 2013</xref>): capital breeding (based on internal energy storage before the onset of the spring bloom) and income breeding (utilizing ice algal or pelagic blooms) (<xref ref-type="bibr" rid="B86">Varpe et&#xa0;al., 2009</xref>). Due to this flexibility, their reproduction is initiated under sea ice and continues for one to two months using ice algae and pelagic phytoplankton blooms (<xref ref-type="bibr" rid="B84">Tourangeau and Runge, 1991</xref>; <xref ref-type="bibr" rid="B11">Campbell et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B20">Daase et&#xa0;al., 2013</xref>). However, if individuals reproduce in the late season, they cannot grow to the diapause stage in a short period (<xref ref-type="bibr" rid="B31">Falk-Petersen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B20">Daase et&#xa0;al., 2013</xref>). As the developmental time between the stages is negatively related to temperature under sufficient food conditions (<xref ref-type="bibr" rid="B18">Corkett et&#xa0;al., 1986</xref>; <xref ref-type="bibr" rid="B60">McLaren et&#xa0;al., 1988</xref>), it is acknowledged that the life cycle of this species exhibits plasticity in response to environmental conditions that are reflected in the biological features of the species, such as body size, grazing activity, and the accumulation of fatty acids.</p>
<p>The body size of copepods varies depending on the temperature and prey conditions (<xref ref-type="bibr" rid="B25">Digby, 1954</xref>; <xref ref-type="bibr" rid="B89">Viitasalo et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B47">Kobari et&#xa0;al., 2003</xref>). Low temperatures and high food availability stabilize the growth of copepods (<xref ref-type="bibr" rid="B87">Vidal, 1980</xref>), which increases the body size (<xref ref-type="bibr" rid="B89">Viitasalo et&#xa0;al., 1995</xref>). Geographic variations in the body size of this species have been reported in the Atlantic sector of the Arctic Ocean when conducting interspecific comparisons with <italic>Calanus finmarchicus</italic> (<xref ref-type="bibr" rid="B48">Kosobokova, 1999</xref>; <xref ref-type="bibr" rid="B13">Choquet et&#xa0;al., 2018</xref>), but little information is available for the Pacific Arctic Ocean (<xref ref-type="bibr" rid="B4">Ashjian et&#xa0;al., 2003</xref>).</p>
<p>
<italic>Calanus glacialis</italic> is omnivorous, feeds mainly on diatoms and dinoflagellates (<xref ref-type="bibr" rid="B81">S&#xf8;reide et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B94">Yeh et&#xa0;al., 2020</xref>), and adapts flexibly to changes in its prey composition (<xref ref-type="bibr" rid="B82">Stevens et&#xa0;al., 2004a</xref>; <xref ref-type="bibr" rid="B6">Banas et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B32">Freese et&#xa0;al., 2016</xref>). With respect to feeding, the fatty acid composition has been well analyzed, mainly in the Atlantic sector of the Arctic Ocean (<xref ref-type="bibr" rid="B82">Stevens et&#xa0;al., 2004a</xref>; <xref ref-type="bibr" rid="B26">El-Sabaawi et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B31">Falk-Petersen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B85">Trudnowska et&#xa0;al., 2020</xref>). The fatty acid composition of zooplankton varies with diet (<xref ref-type="bibr" rid="B83">Stevens et&#xa0;al., 2004b</xref>). Zooplankton contains unique fatty acids that are taken up and preserved without chemical changes in the body; fatty acids can be analyzed to obtain an index of their feeding records (<xref ref-type="bibr" rid="B26">El-Sabaawi et&#xa0;al., 2009</xref>). For example, diatoms are rich in eicosapentaenoic acid (EPA), and dinoflagellates are rich in docosahexaenoic acid (DHA; <xref ref-type="bibr" rid="B10">Budge and Parrish, 1998</xref>). The gut pigment is another index of the feeding activity of copepods, and it is useful for evaluating diel changes in grazing activity (<xref ref-type="bibr" rid="B16">Conover and Huntley, 1991</xref>); however, it has also not been well studied in the Pacific Arctic Ocean (<xref ref-type="bibr" rid="B59">Matsuno et&#xa0;al., 2015</xref>). Therefore, the regional differences in body size, feeding activity (fatty acid composition), and diel grazing patterns during autumn remain unknown. In this study, therefore, we investigated the population structure and ecological features (body size, feeding activity, and fatty acid composition) of <italic>C. glacialis</italic> to assess its current state in the changing Arctic Ocean.</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 survey and onboard analysis</title>
<p>Zooplankton sampling was conducted via the R/V <italic>Mirai</italic> in the Pacific Arctic Ocean (66.50&#x2013;78.04&#x2da;N, 145.00&#x2013;168.75&#x2da;W) from October 8 to 27, 2019. Zooplankton samples were collected using vertical tows and a ring net (mouth diameter: 80 cm, mesh size: 335 &#xb5;m) and a quad-NORPAC (North Pacific) net (mouth diameter: 45 cm, mesh sizes: 150 &#xb5;m and 63 &#xb5;m; <xref ref-type="bibr" rid="B37">Hama et&#xa0;al., 2019</xref>) at 10 m above the bottom or 150 m to the surface at 40 stations (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>). The volume of the water filtered through the NORPAC net with the 150-&#xb5;m mesh was estimated using a one-way flow meter (Rigosha CO., Ltd., Bunkyo-ku, Tokyo, Japan) mounted in the mouth of the net for quantitative collection of all copepodite stages in <italic>C. glacialis</italic>. Temperature, salinity, dissolved oxygen, and turbidity were simultaneously measured using vertical casts from a conductivity temperature depth (CTD) sensor (Sea-Bird Electronics Inc., SBE 911plus).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Location of sampling stations in the Pacific sector of the Arctic Ocean. Solid circles indicate where NORPAC net (150-&#xb5;m mesh) sampling of <italic>Calanus glacialis/marshallae</italic> occurred in October 2019. The currents were adapted from <xref ref-type="bibr" rid="B36">Grebmeier et&#xa0;al. (2006)</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1168015-g001.tif"/>
</fig>
<p>NORPAC net samples (mesh size: 150 &#xb5;m) were immediately preserved in 5% v/v borax-buffered formalin to analyze the abundance and population structure of <italic>C. glacialis</italic>. The remaining samples collected by the ring net and the NORPAC net (mesh size: 63 &#xb5;m) were used to conduct gut pigment and fatty acid composition analyses. Gut pigment analyses were conducted in samples from 11 stations on the Chukchi Plateau (77&#xb0;N) obtained during October 21&#x2013;24, and fatty acid analyses were conducted in samples from throughout the study area.</p>
<p>With respect to the gut pigment analysis, 10% v/v soda (saturated with CO<sub>2</sub> in water) was immediately added to the fresh samples after sample collection to avoid copepod grazing, gut evacuation, and the decomposition of gut pigments (cf. <xref ref-type="bibr" rid="B59">Matsuno et&#xa0;al., 2015</xref>). Fresh specimens of <italic>C. glacialis</italic> copepodite stage five (C5) were sorted using a stereomicroscope (M165C-Ergo/MCI-HH/1; Leica Inc., Wetzlar, Germany). All specimens were sorted under low-temperature and dim-light conditions within 1 h, and the prosome length (PL) was measured using an eyepiece micrometer attached to a stereomicroscope with an accuracy of 0.001 mm. The sorted specimens (two to five specimens, average: three) were margined in small (2.5&#x2013;3.3 mm) or large (3.4&#x2013;3.8 mm) categories and transferred into cuvette tubes filled with 6 mL of N, N-dimethylformamide. One to four duplicates were obtained at each station, resulting in a total of 31 and 28 gut piments samples for the small and large categories, respectively. All samples were kept under cool and dark conditions for at least 24 h to extract chlorophyll and phaeopigments. After extraction, chlorophyll and phaeopigments were analyzed using a fluorometer (10-AU-005; Turner Designs Inc., California, United States), and the results were combined and expressed as the digestive tract pigment content (&#xb5;g pigment ind.<sup>-1</sup>; cf. <xref ref-type="bibr" rid="B54">Mackas and Bohrer, 1976</xref>).</p>
<p>The remaining sorted fresh samples were desalted using Milli-Q (Millipore Inc.), stored in 3-mL ointment bottles, and frozen at -80&#xb0;C until the fatty acid composition was analyzed.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sample analysis</title>
<p>In the laboratory, 19 zooplankton samples (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>) collected by the NORPAC net with a 150-&#xb5;m mesh size were split using a Motoda box splitter (<xref ref-type="bibr" rid="B62">Motoda, 1959</xref>). <italic>Calanus glacialis</italic> was identified at the copepodid stage level based on <xref ref-type="bibr" rid="B9">Brodsky (1967)</xref> in the aliquots and counted under a dissecting microscope (SMZ1000, C-BD115, Nikon Corporation, Japan). To calculate the total species abundance (ind. m<sup>-3</sup>), the count at each stage was summarized and divided by the filtered volume (m<sup>3</sup>) of the net. <italic>Calanus marshallae</italic> is potentially distributed in the northern Bering Sea and Chukchi Sea (<xref ref-type="bibr" rid="B33">Frost, 1974</xref>), but many zooplankton studies have treated this species as <italic>C. glacialis</italic>/<italic>marshallae</italic> owing to difficulties in their identification. Therefore, as mentioned in the Introduction, we refer to specimens from the <italic>C. glacialis/marshallae</italic> species complex as <italic>C. glacialis</italic> hereafter.</p>
<p>To determine geographical differences in the body size of <italic>C. glacialis</italic>, the PL of at least 10 C<italic>. glacialis</italic> C5 individuals at each station was measured using an eyepiece micrometer attached to a stereomicroscope with an accuracy of 0.001 mm. This measurement was performed for all zooplankton samples (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<p>The length of lipid accumulation relative to the PL (lipid accumulation level) was measured at three levels: low, 0&#x2013;4% of PL; medium, 4&#x2013;40% of PL; and high, &gt;40% of PL (<xref ref-type="bibr" rid="B57">Matsuno et&#xa0;al., 2016</xref>). To compare <italic>C. glacialis</italic> data, the abundance (ind. m<sup>-2</sup>) was calculated by multiplying the population density (ind. m<sup>-3</sup>) with the sampling depth to eliminate the influence of sampling depth differences at each station. The mean <italic>C. glacialis</italic> copepodid stage (MCS) was calculated using Eq (1).</p>
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</mml:math>
</disp-formula>
<p>where <italic>i</italic> (1&#x2013;6 indicates C1&#x2013;C6) indicates the copepodid stage for <italic>C. glacialis</italic>, and <italic>Ai</italic> (ind. m<sup>-2</sup>) is the abundance of a copepodid stage (cf. <xref ref-type="bibr" rid="B55">Marin, 1987</xref>). Similarly, the mean lipid stage (MLS) of <italic>C. glacialis</italic> C5 was calculated using Eq (2).</p>
<disp-formula>
<label>(2)</label>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mi>L</mml:mi>
<mml:mi>S</mml:mi>
<mml:mo>=</mml:mo>
<mml:mstyle displaystyle="true">
<mml:msubsup>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>=</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mn>3</mml:mn>
</mml:msubsup>
<mml:mrow>
<mml:mi>j</mml:mi>
<mml:mo>&#xd7;</mml:mo>
<mml:mi>B</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:math>
</disp-formula>
<p>where <italic>j</italic> (1, 2, and 3 indicates low, medium, and high, respectively) indicates the lipid accumulation level, and <italic>Bj</italic> (ind. m<sup>-2</sup>) is the ratio of the lipid accumulation level to the abundance.</p>
<p>Gonad maturation in adult females of the dominant copepod species was classified as stage I (immature), stage II (small oocytes in the ovary or oviduct), or stage III (large eggs or distended opacity in the oviduct) (cf. <xref ref-type="bibr" rid="B61">Miller et&#xa0;al., 1984</xref>; <xref ref-type="bibr" rid="B66">Niehoff, 1998</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Fatty acid analysis</title>
<p>Fatty acid analyses were performed using a simplified direct saponification/methylation method (<xref ref-type="bibr" rid="B56">Matsumoto et&#xa0;al., 2018</xref>) after necessary modifications were made for wax ester-containing samples. Each <italic>C. glacialis</italic> sample was transferred to a pre-weighed screw-capped glass vial and dried <italic>in vacuo</italic> until a constant weight was achieved. Methyl tricosanoate and 1-tricosanol in toluene (2 mg mL<sup>-1</sup> and 1 mg mL<sup>-1</sup>, respectively; 1 &#xb5;L) and 1 M KOH in 95% ethanol (50 &#xb5;L) were added to the vial, and after being crushed with a stainless-steel rod, the sample was directly saponified overnight in the dark at 23&#xb0;C. The reaction was stopped by adding 3 M HCl in methanol (33 &#xb5;L; Sigma-Aldrich), and the solvents and excess HCl were evaporated under a stream of nitrogen and then <italic>in vacuo</italic>. The fatty acids released into the vial were methylated in 3 M HCl in methanol (100 &#xb5;L) at 80&#xb0;C for 10 min, and the reagent was evaporated under a stream of nitrogen. The fatty acid methyl esters were purified via column chromatography using silica gel 60 (Merck) and hexane/diethyl ether (95:5, v/v), and fatty alcohols were recovered from the same column by elution with hexane/diethyl ether (50:50, v/v) and stored.</p>
<p>The purified fatty acid methyl esters were analyzed via gas chromatography using a GC-4000 gas chromatograph (GL Sciences, Tokyo, Japan) and an InertCap Pure-WAX column (30 m &#xd7; 0.32 mm i.d., 0.25 &#xb5;m film thickness; GL Sciences, Tokyo, Japan). The column temperature was programmed to increase from 90&#xb0;C to 170&#xb0;C at 20&#xb0;C min<sup>-1</sup>, then to 240&#xb0;C at 4&#xb0;C min<sup>-1</sup>, and to be finally maintained at 240&#xb0;C for 25 min. The injector and detector temperatures were set at 240&#xb0;C. The carrier gas was helium at a linear velocity of 29.3 cm s<sup>-1</sup> at 170&#xb0;C. Methyl esters dissolved in hexane were injected into the column in the splitless injection mode, which was held for 1 min. A flame ionization detector (Shimadzu Corporation, Japan) and Shimadzu C-R3A integrator (Shimadzu Corporation, Japan) were used for detection and conducting peak area measurements. Peaks were identified by comparing their retention times with those of sardine oil fatty acids. The fatty acid content was calculated from the peak area ratios of methyl tricosanoate added to the initial <italic>C. glacialis</italic> samples.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Data analysis</title>
<p>To compare the biological parameters of <italic>C. glacialis</italic> C5 within the Pacific sector of the Arctic Ocean in 2019, a cluster analysis of environmental data was conducted. In this respect, water column (from the surface to 10 m above the bottom or 150 m above the bottom) averages of hydrographic data (temperature, salinity, dissolved oxygen, and turbidity) were calculated at each station. The water column data were then standardized, and similarities between stations were examined using the Euclidean distance. To group stations, similarity indices were coupled with hierarchical agglomerative clustering and the complete linkage method (unweighted pair group method with arithmetic mean, UPGMA) using the SIMPROF test. Based on the dendrogram, stations were separated to define regions with similar hydrographic conditions. A principal component analysis (PCA) was performed using standardized hydrographic data to evaluate hydrographic condition trends in each group. These analyses were conducted using Primer 7 software (PRIMER-E Ltd.).</p>
<p>Non-metric multi-dimensional scaling (NMDS) ordination was conducted using Primer 7 based on population structure, and Pearson&#x2019;s regressions of standardized hydrographic data were then conducted to delineate the relationship between population structure and hydrography. The abundance of each copepodid stage (ind. m<sup>-2</sup>) was transformed into that of the 4<sup>th</sup> root stage (X<sup>-4</sup>). Similarities between samples were examined using the Bray-Curtis index according to differences in the stage composition.</p>
<p>To obtain the fatty acid composition, we calculated seven indices (docosahexaenoic acid (DHA)/eicosapentaenoic acid (EPA), 16 polyunsaturated fatty acids (PUFA)/18PUFA, 18:2n-6, 15:0 + 17:0, PUFA/saturated fatty acid [SFA], 18:1n-9/18:1n-7, and diatoms [D]/flagellates [F]) for the prey record of <italic>C. glacialis</italic> (<xref ref-type="bibr" rid="B45">Kaneda, 1991</xref>; <xref ref-type="bibr" rid="B10">Budge and Parrish, 1998</xref>; <xref ref-type="bibr" rid="B21">Dalsgaard et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B83">Stevens et&#xa0;al., 2004b</xref>; <xref ref-type="bibr" rid="B1">Alfaro et&#xa0;al., 2006</xref>).</p>
<p>Differences in biological parameters (abundance, MCS,PL, MLS, and fatty acid composition) of <italic>C. glacialis</italic> C5 among regions (identified by the cluster analysis based on hydrography) were tested using the max-t method with a heteroscedastic consistent covariance estimation (HC3) (<xref ref-type="bibr" rid="B38">Herberich et&#xa0;al., 2010</xref>). The tests were conducted using R software with the packages &#x201c;multcomp&#x201d; and &#x201c;sandwich&#x201d; (version 4.1.2, <xref ref-type="bibr" rid="B76">R Core Development Team, 2021</xref>). The relationship between the PL of C5 and temperature was regressed using the B&#xea;lehr&#xe1;dek equation. A PCA based on normalized seven-index data was performed for fatty acids using Primer 7.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Regions and water masses</title>
<p>The cluster analysis of biological parameters using hydrological data identified four regions in the Pacific sector of the Arctic Ocean (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). As these regions were clearly divided geographically, they were named (from south to north) the southern shelf, northern shelf, slope, and basin (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A, C</bold>
</xref>). The PCA results showed that temperature, salinity, and turbidity were higher on the southern shelf and lower in the basin (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Salinity was exceptionally high on the slope, and the dissolved oxygen level was high on the northern shelf and basin (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>
<bold>(A)</bold> Results of Q-mode clustering based on hydrographic variables by Euclidean distance connected with group average mode in the Pacific sector of the Arctic Ocean in October 2019. Red lines indicate non-significant station groupings, as tested by SIMPROF. Labels show sampling stations. <bold>(B)</bold> Principal component analysis with base variables showing four groups based on the cluster analysis. <bold>(C)</bold> Geographical distribution of the groups identified by the cluster analysis in the Pacific sector of the Arctic Ocean during October 2019.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1168015-g002.tif"/>
</fig>
<p>
<xref ref-type="bibr" rid="B22">Danielson et&#xa0;al. (2020)</xref> defined water masses based on temperature and salinity as follows: warm Coastal Water (wCW), warm Shelf Water (wSW), Ice Melt Water, cool Coastal Water (IMW cCW), cool Shelf Water (cSW), Anadyr Water (AnW), Modified Winter Water (MWW), Winter Water (WW), and Atlantic water and bearing basin water (AtlW and BBW) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). Within the 20 m depth on the southern shelf, wSW was dominant on October 8 but cSW occupied this depth range on October 27 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>). A comparison of the temperature and salinity on these two dates showed that salinity was similar (32&#x2013;32.49 vs. 31.99&#x2013;32.36) but temperature was lower on October 27 (decreased from 3.77&#x2013;5.85&#xb0;C to 2.36&#x2013;2.84&#xb0;C). In the northern shelf region, the water masses differed because the stations and currents were widely distributed. AnW was observed below a depth of 25 m at St. 54, and AtlW and BBW were found below depths of 100 m and 125 m, respectively, on the slope. In the basin, a similar vertical distribution was observed among the stations; the surface layer (0&#x2013;40 m or 0&#x2013;60 m) comprised IMW cCW, while cSW, MWW, or WW existed at depths below these water masses.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>
<bold>(A)</bold> T-S diagram in the Pacific sector of the Arctic Ocean in October 2019. The colored symbols indicate the four groups identified via cluster analysis (cf. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>): wCW, warm Coastal Water; wSW, warm Shelf Water; IMW cCW, Ice Melt Water and cool Coastal Water; cSW, cool Shelf Water; AnW, Anadyr Water; MWW, Modified Winter Water; WW, Winter Water; AtlW&amp;BBW, Atlantic Water &amp; Bering Basin Water (cf. <xref ref-type="bibr" rid="B22">Danielson et&#xa0;al., 2020</xref>). <bold>(B)</bold> Vertical distribution of water masses at each station in the Pacific sector of the Arctic Ocean in October 2019. The x-axis labels indicate groups identified by cluster analysis (cf. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1168015-g003.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Geographical abundance and body size of <italic>C. glacialis</italic>
</title>
<p>The abundance of <italic>C. glacialis</italic> ranged from 126 to 2,968 ind. m<sup>-2</sup>, with higher and lower abundances on the slope and shelf, respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>). A comparison of the abundance and stage composition between the regions showed that the southern and northern shelves exhibited low abundance but had a high composition of C4 and C5 (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). On the southern shelf, C5 was predominant in early October (St. 13 and 18), whereas adult females and males were predominant in late October (Sts. 61 and 70). The highest abundance of C3&#x2013;C5 was observed on the slope. In the basin, the early stages (C1 or C2) occurred at 80% of stations (8/10), and the highest proportion of early stages was 44% (St. FP3; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). A few adult females were observed in each region, and almost all specimens showed stage I gonadal maturation (data not shown). NMDS based on the population structure showed relatively good separation with clustering by hydrography (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). Among the hydrographic variables, temperature and turbidity had significant relationships with population structure. Of the basin group, Sts. 30, 34, and 35 were located slightly further from the main distribution of the basin community owing to the inflow of cSW at these stations (cf. <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>
<bold>(A)</bold> Abundance and stage composition of <italic>Calanus glacialis/marshallae</italic> in the Pacific sector of the Arctic Ocean in October 2019. The x-axis labels indicate groups identified via cluster analysis (cf. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). <bold>(B)</bold> Non-metric multi-dimensional scaling (NMDS) ordination based on population structure with Pearson&#x2019;s regressions of hydrography. Symbols indicate clustering groups (cf. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>), and numbers with symbols are station IDs. Red lines indicate correlations between each copepodite stage. T, temperature; S, salinity; Tur, turbidity; Oxy, dissolved oxygen. *: <italic>p</italic>&lt; 0.05.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1168015-g004.tif"/>
</fig>
<p>The body size (PL) of <italic>C. glacialis</italic> C5 ranged from 2.4&#x2013;3.8 mm throughout the sampling region (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). The median PL value of each region showed an increasing trend from the Chukchi Sea toward the Arctic basin, in the order of the southern shelf, northern shelf, slope, and basin (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Body size was well described by the B&#xea;lehr&#xe1;dek equation (PL=23594 (T+76.17)<sup>-2.05</sup>; <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Size distribution of C5 <italic>Calanus. glacialis/marshallae</italic> in each clustering group (cf. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>) within the Pacific sector of the Arctic Ocean. Dashed lines indicate the median of the prosome length of the species in each region.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1168015-g005.tif"/>
</fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Relationship between prosome length of C5 <italic>Calanus glacialis/marshallae</italic> and integrated mean temperature in the Pacific sector of the Arctic Ocean. The symbols and error bars indicate the mean and standard deviation, respectively. The relationship was expressed using B&#xea;lehr&#xe1;dek equations. The groups were identified via cluster analysis (cf. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1168015-g006.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Relationship between abundance, fatty acid index, gut pigment and geographical distribution</title>
<p>A comparison of the biological parameters of <italic>C. glacialis</italic> among regions showed significant differences in the abundance of C5, PL of C5, total fatty acid content per individual, and fatty acid index (16PUFA/18PUFA, PUFA/SFA, and D/F; <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The abundance of C5 was significantly higher on the slope than on the other regions. (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>; <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Significant differences in the MCS were detected, and it decreased from south to north (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>; <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). There was no significant difference in MLS among regions; however, a minimum value was observed on the southern shelf (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2</bold>
</xref>). The total fatty acid content per individual in the basin was significantly higher than that on the southern shelf (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). With respect to the fatty acid index, 16PUFA/18PUFA, PUFA/SFA, and D/F were significantly lower on the northern shelf, but DHA/EPA, 18:2n-6, and 15:0 + 17:0 were higher, although not significantly (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>; <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The results of the PCA based on the fatty acid indices showed that the northern shelf was distant from the distribution of the other groups (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). As shown in the regional comparison using the max-t test, the northern shelf had high 15:0 + 17:0, DHA/EPA, and 18:2n-6 values (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>), and the other groups had relatively high 16PUFA/18PUFA, D/F, and PUFA/SFA ratios. There was no significant difference between the three groups (excluding the northern shelf), and the variabilities within the southern shelf and slope were within the basin variability.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Regional comparison of biological parameters of <italic>Calanus glacialis/marshallae</italic> in different areas of the Pacific sector of the Arctic Ocean during October 2019.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Parameters</th>
<th valign="middle" colspan="4" align="center">Groups</th>
<th valign="middle" rowspan="2" colspan="4" align="center">Max-t test + HC3</th>
</tr>
<tr>
<th valign="middle" align="center">South_shelf</th>
<th valign="middle" align="center">North_shelf</th>
<th valign="middle" align="center">Slope</th>
<th valign="middle" align="center">Basin</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Abundance of whole stages (ind. m<sup>-2</sup>)</td>
<td valign="middle" align="center">328 &#xb1; 128</td>
<td valign="middle" align="center">266 &#xb1; 100</td>
<td valign="middle" align="center">2412 &#xb1; 556</td>
<td valign="middle" align="center">619 &#xb1; 302</td>
<td valign="middle" colspan="4" align="center">NS</td>
</tr>
<tr>
<td valign="middle" align="left">Abundance of C5 (ind. m<sup>-2</sup>)</td>
<td valign="middle" align="center">294 &#xb1; 135</td>
<td valign="middle" align="center">187 &#xb1; 99.0</td>
<td valign="middle" align="center">590 &#xb1; 6.88</td>
<td valign="middle" align="center">200 &#xb1; 127</td>
<td valign="middle" align="center">North_shelf<sup>2</sup>
</td>
<td valign="middle" align="center">Basin<sup>2</sup>
</td>
<td valign="middle" align="center">South_shelf<sup>2</sup>
</td>
<td valign="middle" align="center">Slope<sup>1</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">MCS (Mean copepodid stage)</td>
<td valign="middle" align="center">5.05 &#xb1; 0.05</td>
<td valign="middle" align="center">4.68 &#xb1; 0.13</td>
<td valign="middle" align="center">4.06 &#xb1; 0.04</td>
<td valign="middle" align="center">3.67 &#xb1; 0.83</td>
<td valign="middle" align="center">Basin<sup>3</sup>
</td>
<td valign="middle" align="center">Slope<sup>3</sup>
</td>
<td valign="middle" align="center">North_shelf<sup>2</sup>
</td>
<td valign="middle" align="center">South_shelf<sup>1</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">Prosome length of C5 (mm)</td>
<td valign="middle" align="center">2.91 &#xb1; 0.21</td>
<td valign="middle" align="center">3.11 &#xb1; 0.15</td>
<td valign="middle" align="center">3.24 &#xb1; 0.26</td>
<td valign="middle" align="center">3.34 &#xb1; 0.23</td>
<td valign="middle" align="center">South_shelf<sup>3</sup>
</td>
<td valign="middle" align="center">North_shelf<sup>2</sup>
</td>
<td valign="middle" align="center">Slope<sup>1</sup>
</td>
<td valign="middle" align="center">Basin<sup>1</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">MLS (Mean Lipid Stage)</td>
<td valign="middle" align="center">2.07 &#xb1; 0.53</td>
<td valign="middle" align="center">2.54 &#xb1; 0.03</td>
<td valign="middle" align="center">2.42 &#xb1; 0.08</td>
<td valign="middle" align="center">2.48 &#xb1; 0.27</td>
<td valign="middle" colspan="4" align="center">NS</td>
</tr>
<tr>
<td valign="middle" align="left">Fatty acid (&#xb5;g ind.<sup>-1</sup>)</td>
<td valign="middle" align="center">138 &#xb1; 30.7</td>
<td valign="middle" align="center">230 &#xb1; 97.3</td>
<td valign="middle" align="center">233 &#xb1; 77.8</td>
<td valign="middle" align="center">305 &#xb1; 149</td>
<td valign="middle" align="center">South_shelf<sup>2</sup>
</td>
<td valign="middle" align="center">North_shelf<sup>1,2</sup>
</td>
<td valign="middle" align="center">Slope<sup>1,2</sup>
</td>
<td valign="middle" align="center">Basin<sup>1</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">DHA/EPA<sup>a</sup>
</td>
<td valign="middle" align="center">0.47 &#xb1; 0.12</td>
<td valign="middle" align="center">0.92 &#xb1; 0.24</td>
<td valign="middle" align="center">0.30 &#xb1; 0.02</td>
<td valign="middle" align="center">0.33 &#xb1; 0.10</td>
<td valign="middle" colspan="4" align="center">NS</td>
</tr>
<tr>
<td valign="middle" align="left">16PUFA/18PUFA<sup>b</sup>
</td>
<td valign="middle" align="center">0.65 &#xb1; 0.27</td>
<td valign="middle" align="center">0.28 &#xb1; 0.02</td>
<td valign="middle" align="center">0.89 &#xb1; 0.12</td>
<td valign="middle" align="center">0.45 &#xb1; 0.23</td>
<td valign="middle" align="center">North_shelf<sup>2</sup>
</td>
<td valign="middle" align="center">Basin<sup>1,2</sup>
</td>
<td valign="middle" align="center">South_shelf<sup>1,2</sup>
</td>
<td valign="middle" align="center">Slope<sup>1</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">18:2n-6<sup>c</sup>
</td>
<td valign="middle" align="center">0.89 &#xb1; 0.14</td>
<td valign="middle" align="center">2.30 &#xb1; 1.02</td>
<td valign="middle" align="center">0.89 &#xb1; 0.20</td>
<td valign="middle" align="center">0.92 &#xb1; 0.20</td>
<td valign="middle" colspan="4" align="center">NS</td>
</tr>
<tr>
<td valign="middle" align="left">15:0 + 17:0<sup>d</sup>
</td>
<td valign="middle" align="center">1.50 &#xb1; 0.16</td>
<td valign="middle" align="center">2.31 &#xb1; 0.35</td>
<td valign="middle" align="center">1.66 &#xb1; 0.37</td>
<td valign="middle" align="center">1.23 &#xb1; 0.20</td>
<td valign="middle" colspan="4" align="center">NS</td>
</tr>
<tr>
<td valign="middle" align="left">PUFA/SFA<sup>e</sup>
</td>
<td valign="middle" align="center">2.02 &#xb1; 0.29</td>
<td valign="middle" align="center">0.92 &#xb1; 0.18</td>
<td valign="middle" align="center">2.11 &#xb1; 0.53</td>
<td valign="middle" align="center">1.92 &#xb1; 0.34</td>
<td valign="middle" align="center">North_shelf<sup>2</sup>
</td>
<td valign="middle" align="center">Basin<sup>1</sup>
</td>
<td valign="middle" align="center">South_shelf<sup>1</sup>
</td>
<td valign="middle" align="center">Slope<sup>1</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">18:1n-9/18:1n-7<sup>f</sup>
</td>
<td valign="middle" align="center">6.90 &#xb1; 1.82</td>
<td valign="middle" align="center">6.66 &#xb1; 0.25</td>
<td valign="middle" align="center">4.77 &#xb1; 1.63</td>
<td valign="middle" align="center">6.02 &#xb1; 1.57</td>
<td valign="middle" colspan="4" align="center">NS</td>
</tr>
<tr>
<td valign="middle" align="left">D/F<sup>g</sup>
</td>
<td valign="middle" align="center">1.98 &#xb1; 0.47</td>
<td valign="middle" align="center">1.62 &#xb1; 0.23</td>
<td valign="middle" align="center">3.06 &#xb1; 0.37</td>
<td valign="middle" align="center">3.26 &#xb1; 0.95</td>
<td valign="middle" align="center">North_shelf<sup>2</sup>
</td>
<td valign="middle" align="center">South_shelf<sup>2</sup>
</td>
<td valign="middle" align="center">Slope<sup>1,2</sup>
</td>
<td valign="middle" align="center">Basin<sup>1</sup>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Different superscript numbers in the Max-t test + HC3 column indicate significant differences between regions. NS, not significant.</p>
</fn>
<fn>
<p>
<sup>a:</sup> Dinoflagellates/diatoms, carnivory (<xref ref-type="bibr" rid="B10">Budge and Parrish, 1998</xref>); <sup>b:</sup> Diatoms/flagellates (<xref ref-type="bibr" rid="B10">Budge and Parrish, 1998</xref>; <xref ref-type="bibr" rid="B1">Alfaro et&#xa0;al., 2006</xref>); <sup>c:</sup> Terrestrial detritus or green algae (<xref ref-type="bibr" rid="B21">Dalsgaard et&#xa0;al., 2003</xref>); <sup>d:</sup> Bacteria (<xref ref-type="bibr" rid="B45">Kaneda, 1991</xref>); <sup>e:</sup> Carnivory (<xref ref-type="bibr" rid="B82">Stevens et&#xa0;al., 2004a</xref>); <sup>f:</sup> Carnivory or omnivory (<xref ref-type="bibr" rid="B83">Stevens et&#xa0;al., 2004b</xref>); <sup>g:</sup> Diatoms (16 polyunsaturated fatty acids (PUFA), 16:1n-7 + 16:1n-9, 20:5n-3)/flagellates (22:6n-3, 18PUFA, 18:2n-6; <xref ref-type="bibr" rid="B21">Dalsgaard et&#xa0;al., 2003</xref>).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Regional comparison of biomarker indices in fatty acids of C5 <italic>Calanus. glacialis/marshallae</italic> in the Pacific sector of the Arctic Ocean in October 2019. The x-axis labels indicate groups identified via cluster analysis (cf. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1168015-g007.tif"/>
</fig>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>PCA based on biomarker indices in fatty acids of C5 <italic>Calanus glacialis/marshallae</italic> in the Pacific sector of the Arctic Ocean in October 2019. The size of the circle indicates the fatty acid content per individual.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1168015-g008.tif"/>
</fig>
<p>In the basin, small (2.5&#x2013;3.3 mm in PL) and large (3.4&#x2013;3.8 mm in PL) forms occurred simultaneously (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>). The cut off criteria between the forms is a length of 3.3 mm. Both small and large specimens were found in all 11 samples during October 21&#x2013;24. The gut pigment showed a distinct diel pattern in the small forms, with high values during the night but low values during the daytime. However, the large forms did not exhibit a diel grazing activity pattern. The fatty acid indices were not significantly different between the small and large forms (data not shown).</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>
<bold>(A)</bold> Lateral view of small and large specimens taken at St. MIZ-07 (cf. <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>). The three on the right-hand side were small with rich gut pigments; the three specimens on the left-hand side were large with minimal gut pigment. <bold>(B)</bold> Comparison between grazing activity of small and large specimens in the basin region (cf. <xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1</bold>
</xref>, <xref ref-type="fig" rid="f2">
<bold>2A</bold>
</xref>) during October 21&#x2013;24, 2023 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>). The local time is Alaska Standard Time (UTC: 9 h). The area of the circle represents the amount of gut pigment (&#xb5;g pigments ind.<sup>-1</sup>). The gray and white backgrounds represent nighttime and daytime, respectively. The prosome length was determined from the mean value of two-five specimens used in the gut pigment analysis (cf. Methods and Materials).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1168015-g009.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>Geographical variation in body size</title>
<p>The body size of copepods varies with the environment (temperature and food concentration; <xref ref-type="bibr" rid="B23">Deevey, 1960</xref>; <xref ref-type="bibr" rid="B89">Viitasalo et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B47">Kobari et&#xa0;al., 2003</xref>). In the Chukchi Sea in 2004, 2009, and 2012, the body size of <italic>C. glacialis</italic> C5 was found to be negatively correlated with temperature (<xref ref-type="bibr" rid="B27">Ershova et&#xa0;al., 2015</xref>). Similar results were detected in our study for the Chukchi Sea and Arctic Basin.</p>
<p>In the pan-Arctic Ocean, the size range of the PL of species from each region has been well reported: 2.9&#x2013;3.8 mm in Kandalaksha Bay and the White Sea (<xref ref-type="bibr" rid="B48">Kosobokova, 1999</xref>), 2.55&#x2013;3.55 mm near the Svalbard Islands (<xref ref-type="bibr" rid="B13">Choquet et&#xa0;al., 2018</xref>), 2.8&#x2013;4.0 mm in Disko Bay (<xref ref-type="bibr" rid="B67">Nielsen et&#xa0;al., 2014</xref>), 2.4&#x2013;3.6 mm in Kongsfjorden (<xref ref-type="bibr" rid="B34">Gabrielsen et&#xa0;al., 2012</xref>), and 2.4&#x2013;3.7 mm in the Canadian Arctic and on the Atlantic coasts (<xref ref-type="bibr" rid="B69">Parent et&#xa0;al., 2011</xref>). Compared to those reports from other regions, the PL size range in our study (2.4&#x2013;3.8 mm) was one of the largest, and this was because the border of the sampling region was situated in the Pacific sector of the Arctic Ocean. The body size of C5 in the Canada Basin in October 1997 was reported as 3.38 &#xb1; 0.03 mm (<xref ref-type="bibr" rid="B4">Ashjian et&#xa0;al., 2003</xref>), which is similar to our results (basin: 3.34 &#xb1; 0.23 mm; slope: 3.24 &#xb1; 0.26 mm; Beaufort Sea: 3.46 &#xb1; 0.20 mm). However, smaller body sizes were observed on the southern and northern shelves in our study (2.91 &#xb1; 0.21 mm, and 3.11 &#xb1; 0.15 mm, respectively). It is considered that the co-occurrence of <italic>Calanus marshallae</italic>, which is slightly smaller than <italic>C. glacialis</italic> is (<xref ref-type="bibr" rid="B33">Frost, 1974</xref>), may decrease the mean body size in both these regions.</p>
<p>Two <italic>C. glacialis</italic> haplotypes exist in the study area: Bering Sea and Arctic Basin populations (<xref ref-type="bibr" rid="B65">Nelson et&#xa0;al., 2009</xref>). The Bering Sea population extends from the Bering Strait to the northern Chukchi Sea owing to the inflow of Pacific Ocean water (<xref ref-type="bibr" rid="B65">Nelson et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B5">Ashjian et&#xa0;al., 2021</xref>). The inflow of Pacific water usually peaks from August to October (<xref ref-type="bibr" rid="B92">Woodgate, 2018</xref>) and is mainly composed of wSW (<xref ref-type="bibr" rid="B22">Danielson et&#xa0;al., 2020</xref>). As individuals in the Bering Sea population experience warmer conditions than do those in the Arctic Basin population, it is considered that the Bering Sea population would be smaller than would the Arctic Basin population be. However, a haplotype analysis could not be conducted in this study because ethanol samples were consumed for another scientific work, and the difference in the PL between the Bering Sea and Arctic Basin populations, therefore, remains unclear.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Reproduction and growth</title>
<p>
<italic>Calanus glacialis</italic> is believed to undergo capital and income breeding depending on the food conditions (<xref ref-type="bibr" rid="B74">Plourde et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B20">Daase et&#xa0;al., 2013</xref>). Although our sampling was conducted in autumn, and our results do not, therefore, contain evidence of reproduction, the timing of reproduction in spring was back-calculated using the developmental time and embryonic duration (<xref ref-type="bibr" rid="B18">Corkett et&#xa0;al., 1986</xref>) (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;3</bold>
</xref>). This type of back-calculation helps to remove the sampling time gap among regions (<xref ref-type="bibr" rid="B46">Kimura et&#xa0;al., 2022</xref>). The estimation showed that almost all individuals had been spawned in July and August.</p>
<p>In the Pacific sector of the Arctic Ocean, peaks in phytoplankton blooms have been observed during May in the Chukchi Sea, and in June and July in the Siberian and Beaufort Seas (<xref ref-type="bibr" rid="B2">Arrigo and van Dijken, 2011</xref>). In relation to this seasonality, early stages (C1 and C2) dominate within the southern Chukchi Sea (<xref ref-type="bibr" rid="B5">Ashjian et&#xa0;al., 2021</xref>). However, there was a timing gap between the phytoplankton blooms (May&#x2013;July) and our estimated reproduction period (July&#x2013;August), which could have been caused by the shorter development time for the back-calculation of reproduction timing (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;3</bold>
</xref>). The developmental time was assessed using the temperature from our sampling period (October); however, they survived in colder conditions (Spring and Summer). Since warmer temperature induce shorter development time (<xref ref-type="bibr" rid="B18">Corkett et&#xa0;al., 1986</xref>), therefore, the estimated development time was shorter than the <italic>in-situ</italic> value. Another hypothesis is that northward currents flushed out individuals during May&#x2013;July, and individuals transported from the Bering Sea could not be established in the Chukchi Sea because of their short flushing time (<xref ref-type="bibr" rid="B5">Ashjian et&#xa0;al., 2021</xref>).</p>
<p>Timing of phytoplankton blooms shifts from south to north in the Pacific Arctic Ocean (<xref ref-type="bibr" rid="B2">Arrigo and van Dijken, 2011</xref>), subsequent reproduction of <italic>C. glacialis</italic> is expected to be associated with that. However, interestingly, it was suggested that the earliest reproduction period occurred in June in the basin region. This was potentially caused by the longer residence time of C5 than that of the other stages: the developmental time from nauplius three to copepodite five is almost similar for each molting, but the period from C5 to molt adults is longer (<xref ref-type="bibr" rid="B70">Peterson, 1986</xref>). Alternatively, it is possible that another previous generation survived because of the low metabolic rate at cold temperatures and the low grazing pressure by fish (<xref ref-type="bibr" rid="B63">Mundy et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B80">Skjoldal, 2022</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Southern shelf</title>
<p>In early October, the entire water column was occupied by wSW, but the surface layer (0&#x2013;20 m) changed to cSW in late October, possibly due to cooling by low air temperature, as other shelf water masses (e.g., AnW and wCW) were not observed. Regarding the population structure, C5 was predominant in early October, whereas adults were predominant in late October. Based on these results, the population of <italic>C. glacialis</italic> appeared to grow, with some adults developing in late October. Incubation experiments revealed that 50% of <italic>C. glacialis</italic> individuals develop from C5 to adulthood in 20 days at 10&#xb0;C (<xref ref-type="bibr" rid="B70">Peterson, 1986</xref>). In our development time estimation based on <xref ref-type="bibr" rid="B18">Corkett et&#xa0;al. (1986)</xref>, it would take 10 days to undergo this process at 10&#xb0;C and 20 days at 3&#xb0;C (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;3</bold>
</xref>); therefore, it was not surprising that some adults were observed in October. A high abundance of adult females was observed in the Arctic Basin in February, but only a few such individuals were found throughout the year (<xref ref-type="bibr" rid="B4">Ashjian et&#xa0;al., 2003</xref>). During its life cycle, <italic>C. glacialis</italic> is capable of diapause from C4 and C5 when it descends into the deep sea, and rich lipids are stored in its body during autumn and winter (<xref ref-type="bibr" rid="B51">Lane et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B27">Ershova et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B73">Pinchuk and Eisner, 2017</xref>). Because a sufficient depth (&gt; 200 m) is required for the diapause of this species (<xref ref-type="bibr" rid="B40">Hirche, 1991</xref>; <xref ref-type="bibr" rid="B4">Ashjian et&#xa0;al., 2003</xref>), the shallow bottom depth (approximately 50 m; <xref ref-type="bibr" rid="B65">Nelson et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B27">Ershova et&#xa0;al., 2015</xref>) and short residence time within the Chukchi Sea (<xref ref-type="bibr" rid="B5">Ashjian et&#xa0;al., 2021</xref>) imply that the population cannot be sustained/established.</p>
<p>The northward transportation of Pacific zooplankton has been reported in the Pacific Arctic Ocean during warm years (<xref ref-type="bibr" rid="B58">Matsuno et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B27">Ershova et&#xa0;al., 2015</xref>). <italic>Calanus marshallae</italic>, which was originally distributed in the Northern California Current system to the coastal Gulf of Alaska and the Bering Sea (<xref ref-type="bibr" rid="B33">Frost, 1974</xref>), should be included within the Pacific species; however, many studies have not distinguished it from <italic>C. glacialis</italic> owing to the morphological similarities between the species. Genetic approaches have shown that <italic>C. marshallae</italic> is present in the Chukchi Sea during the summer (<xref ref-type="bibr" rid="B65">Nelson et&#xa0;al., 2009</xref> and <xref ref-type="bibr" rid="B5">Ashjian et&#xa0;al., 2021</xref>). In addition, the northward flow at the Bering Strait is increasing (0.01 Sv per year), and residence time in the Chukchi Sea has decreased by ~1.5 months (from 7.5 months to ~ 5 months) based on mooring results from 1990 to 2019 (<xref ref-type="bibr" rid="B93">Woodgate and Peralta-Ferriz, 2021</xref>), which subsequentially extend <italic>C. marshallae</italic> distribution. Therefore, the inflow of <italic>C. marshallae</italic> potentially distorts any changes identified in the <italic>C. glacialis</italic> population, especially in the shelf region during warm years. Genetic analyses are therefore required to avoid this distortion.</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Northern shelf</title>
<p>The population structure of this area mainly comprises C4 and C5 <italic>C. glacialis</italic>. Assuming that this population on the shelf originates from water masses similar to those on the southern shelf (wSW and cSW) that occupy more than half of the water column, the population on the northern shelf (i.e., C4 and C5) is younger than that on the southern shelf (C5). This may be attributed to the shorter intermolt period at warmer temperatures (<xref ref-type="bibr" rid="B17">Corkett and McLaren, 1978</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;3</bold>
</xref>). The effect of temperature on copepod growth has also been observed during warm and cold years in the Chukchi Sea (<xref ref-type="bibr" rid="B58">Matsuno et&#xa0;al., 2011</xref>).</p>
<p>High variability in hydrography and water masses was observed in this study, and the fatty acid composition of the specimens collected on the northern shelf was lower in terms of 16 PUFA/18PUFA, PUFA/SFA, D, and F than that of specimens from other areas. The fatty acid composition is a valuable index for prey records because the composition of predators reflects that of their prey (<xref ref-type="bibr" rid="B26">El-Sabaawi et&#xa0;al., 2009</xref>). This result implies that individuals on the northern shelf do not actively utilize diatoms or protozoans (<xref ref-type="bibr" rid="B82">Stevens et&#xa0;al., 2004a</xref>; <xref ref-type="bibr" rid="B83">Stevens et&#xa0;al., 2004b</xref>). In contrast, higher values of DHA/EPA, 18:2n-6, and 15:0 + 17:0 were observed in specimens on the northern shelf than in those from other areas. Docosahexaenoic acid is abundant in dinoflagellates, and EPA is abundant in diatoms (<xref ref-type="bibr" rid="B10">Budge and Parrish, 1998</xref>), and the high DHA/EPA ratio, therefore, suggests that this species grazes mostly on dinoflagellates within this area. However, this feature is considered to be rare in the Arctic Ocean compared with that in the well-studied Atlantic Arctic Ocean. A survey in the southern shelf area west of Spitsbergen in July 2018 showed a DHA/EPA of 0.67 (<xref ref-type="bibr" rid="B85">Trudnowska et&#xa0;al., 2020</xref>), which is lower than that observed in our study (0.92). In addition, a DHA/EPA value of 0.21 was observed in Kongsfjord in the Atlantic Arctic Ocean during autumn in 1997 (<xref ref-type="bibr" rid="B31">Falk-Petersen et&#xa0;al., 2009</xref>), 0.15 in the Fram Strait during autumn in 2003 (<xref ref-type="bibr" rid="B81">S&#xf8;reide et&#xa0;al., 2008</xref>), and 0.22 in Northwater during the autumn of 1999 (<xref ref-type="bibr" rid="B82">Stevens et&#xa0;al., 2004a</xref>). It is evident that this species can change its diet depending on the time and location (<xref ref-type="bibr" rid="B6">Banas et&#xa0;al., 2016</xref>), and the results here show that the species on the northern shelf in the study area are highly dependent on dinoflagellates.</p>
<p>Considering the energy flow in lower ecosystems, eutrophic conditions induce the dominance of diatoms because their growth is rapid from ingesting rich nutrients; however, oligotrophic conditions stimulate microbial loop production (<xref ref-type="bibr" rid="B75">Pomeroy, 1974</xref>). In the oligotrophic state, bacteria act as primary producers using dissolved organic carbon, and several predator-prey interactions (bacteria vs. heterotrophic nanoflagellates, heterotrophic nanoflagellates vs. small ciliates) occur, reaching their production into heterotrophic dinoflagellates (<xref ref-type="bibr" rid="B43">Jakobsen and Hansen, 1997</xref>; <xref ref-type="bibr" rid="B52">Levinsen and Nielsen, 2002</xref>). Therefore, the number of transfers between trophic levels is much greater under oligotrophic conditions, resulting in a low transfer efficiency. This suggests that the <italic>Calanus glacialis</italic> can survive in a low-productivity ecosystem. In addition, although a high 18:2n-6 value indicates that the species grazes on green algae of a terrestrial origin (<xref ref-type="bibr" rid="B21">Dalsgaard et&#xa0;al., 2003</xref>), there have been no reports on the feeding on green algae by this species in the ocean; therefore, further research is required.</p>
</sec>
<sec id="s4_5">
<label>4.5</label>
<title>Slope</title>
<p>The highest abundance was observed on the slope, and these results are consistent with those obtained during studies conducted in August (<xref ref-type="bibr" rid="B51">Lane et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B53">Llin&#xe1;s et&#xa0;al., 2009</xref>) and September (<xref ref-type="bibr" rid="B28">Ershova et&#xa0;al., 2021</xref>). In this area, easterly winds stimulate upwelling along the shelf-break (<xref ref-type="bibr" rid="B71">Pickart et&#xa0;al., 2013</xref>), resulting in the occasional transport of diapause individuals (mainly C4 and C5) from the deep sea to the surface (<xref ref-type="bibr" rid="B51">Lane et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B53">Llin&#xe1;s et&#xa0;al., 2009</xref>). AtlW and BBW were only observed in this region below depths of 100 m or 125 m, which suggests the presence of upwelling (<xref ref-type="bibr" rid="B12">Carmack and Kulikov, 1998</xref>). A higher abundance was therefore observed on the slope because of the presence of individuals derived from the deep sea via upwelling (<xref ref-type="bibr" rid="B71">Pickart et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B78">Rutzen and Hopcroft, 2018</xref>). Another mechanism that increases abundance is anti-cyclonic, cold-core eddy formation from the boundary current flowing along the Chukchi Shelf (<xref ref-type="bibr" rid="B72">Pickart et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B53">Llin&#xe1;s et&#xa0;al., 2009</xref>). Although the accumulation of zooplankton by eddies is not very strong (<xref ref-type="bibr" rid="B53">Llin&#xe1;s et&#xa0;al., 2009</xref>), the formation rate of eddies is very high, with up to 1&#x2013;2 eddies per day from early spring to early autumn (<xref ref-type="bibr" rid="B72">Pickart et&#xa0;al., 2005</xref>). As previously mentioned, although shelf populations are flushed out into the basin (<xref ref-type="bibr" rid="B5">Ashjian et&#xa0;al., 2021</xref>), a high abundance is frequently observed in this region, and this could potentially be related to the increased eddy formation rate.</p>
<p>The population structure derived in our study is considered to reflect population growth, and this has also been determined in other studies. In August, early stages (C1 and C2) are abundant (<xref ref-type="bibr" rid="B51">Lane et&#xa0;al., 2008</xref>), C1&#x2013;C4 are dominant in September (<xref ref-type="bibr" rid="B28">Ershova et&#xa0;al., 2021</xref>), and C3&#x2013;C5 are dominant in October (this study). The abundance alters between months, and it decreases from August (mean 18,910 ind. m<sup>-2</sup>, <xref ref-type="bibr" rid="B53">Llin&#xe1;s et&#xa0;al., 2009</xref>) and September (mean 8,000 ind. m<sup>-2</sup>, <xref ref-type="bibr" rid="B28">Ershova et&#xa0;al., 2021</xref>) to October (1,855-2,968 ind. m<sup>-2</sup>). It is of note that all the abundance data were based on the samples collected using the 150 &#xb5;m mesh. Assuming the mortality rate for broadcast spawner based on field measurements (<xref ref-type="bibr" rid="B41">Hirst and Ki&#xf8;rboe, 2002</xref>), a value of 0.0335 d<sup>-1</sup> was calculated at 0.27&#xb0;C (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;3</bold>
</xref>). Using this rate, the abundance in October was expected to be 2,448 ind. m<sup>-2</sup> (=18,910 ind. m<sup>-2</sup>&#xd7;(1-0.035)^(60 days)) from August and 2,878 ind. m<sup>-2</sup> (=8,000 ind. m<sup>-2</sup>&#xd7;(1-0.035)^(30 days)) from September. Predation mortality is independent of ambient temperature, and the ratio of predation mortality to total mortality increases to 3:4 in colder situations (<xref ref-type="bibr" rid="B41">Hirst and Ki&#xf8;rboe, 2002</xref>). This indicates that the decrease in abundance on the slope was mainly caused by predator feeding. A large biomass of polar cod has been observed in Atlantic Water along the slope (<xref ref-type="bibr" rid="B19">Crawford et&#xa0;al., 2012</xref>). Therefore, the high biomass of <italic>C. glacialis</italic> is due to physical processes, and the rich prey is grazed on by organisms in the higher trophic levels, such as fish, birds, and marine mammals (<xref ref-type="bibr" rid="B24">Dickson and Gilchrist, 2002</xref>; <xref ref-type="bibr" rid="B7">Bengtson et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B19">Crawford et&#xa0;al., 2012</xref>).</p>
<p>With respect to the fatty acid composition, this region had the lowest DHA/EPA ratio and the highest 16PUFA/18PUFA ratio among the four regions, which indicates that individuals in this area consume more diatoms than do dinoflagellates and flagellates. This area is prone to upwelling (<xref ref-type="bibr" rid="B71">Pickart et&#xa0;al., 2013</xref>), which supplies rich nutrients from deeper layers to the euphotic layer (<xref ref-type="bibr" rid="B71">Pickart et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B78">Rutzen and Hopcroft, 2018</xref>). Consequently, silicate concentrations in the northern Chukchi Sea increase, providing a suitable environment for diatom growth (<xref ref-type="bibr" rid="B39">Hill and Cota, 2005</xref>; <xref ref-type="bibr" rid="B68">Nishino et&#xa0;al., 2015</xref>). Therefore, geographical and physical features (i.e., upwelling) affect the <italic>C. glacialis</italic> population, and lipid accumulation relates to diatom grazing on the slope.</p>
</sec>
<sec id="s4_6">
<label>4.6</label>
<title>Basin</title>
<p>Based on the environmental data, Sts. 30, 34, and 35 were located in the basin, and the population structures at these stations differed considerably from those of the other stations on the Chukchi Plateau. This may be due to the transportation of shelf individuals by cSW inflow to depths of 50&#x2013;100 m (<xref ref-type="bibr" rid="B51">Lane et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B53">Llin&#xe1;s et&#xa0;al., 2009</xref>). Previous studies found that the C5 stage dominates the basin population in autumn (<xref ref-type="bibr" rid="B4">Ashjian et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B42">Hopcroft et&#xa0;al., 2005</xref>). However, in our study, C5 was not abundant. The early copepodite stages (C1 or C2) occurred at 80% of the basin stations, and the maximum population percentage composition was 44%. Similar results, such as the occurrence of early stages on the surface of the basin, have been reported in late summer (<xref ref-type="bibr" rid="B42">Hopcroft et&#xa0;al., 2005</xref>) and winter (<xref ref-type="bibr" rid="B4">Ashjian et&#xa0;al., 2003</xref>). However, the composition of the early stage was lower than 10% because this species is capable of diapause after C4 (<xref ref-type="bibr" rid="B31">Falk-Petersen et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B20">Daase et&#xa0;al., 2013</xref>), and it is likely that C1 and C2 cannot overwinter in the basin because of their short growth periods (<xref ref-type="bibr" rid="B44">Ji et&#xa0;al., 2012</xref>).</p>
<p>With respect to the population origin of the early stages, adult females were observed at some stations in the basin, but all specimens were immature. However, according to the developmental time (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;3</bold>
</xref>), the early stages were spawned in August, and C5 was spawned in late June. This shows that long-term reproduction is supported by mixed reproductive strategies (<xref ref-type="bibr" rid="B74">Plourde et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B20">Daase et&#xa0;al., 2013</xref>). Primary production on the Chukchi Plateau is very low (<xref ref-type="bibr" rid="B14">Codispoti et&#xa0;al., 2013</xref>), but the region is greatly affected by the inflow of Pacific Summer Water (PSW), which transports heat and organisms via eddies (<xref ref-type="bibr" rid="B91">Watanabe et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B64">Muramatsu et&#xa0;al., 2021</xref>). The composition of PSW in the basin has increased in recent years compared to that during the 1990s and the 2000s (<xref ref-type="bibr" rid="B8">Bourgain and Gascard, 2012</xref>; <xref ref-type="bibr" rid="B64">Muramatsu et&#xa0;al., 2021</xref>). Therefore, more organisms are transported by PSW with eddies (<xref ref-type="bibr" rid="B91">Watanabe et&#xa0;al., 2014</xref>), and this extends the reproduction period of the species. Potentially due to the extended reproduction period, the early stages eventually become more abundant than those in the results of <xref ref-type="bibr" rid="B4">Ashjian et&#xa0;al. (2003)</xref> and <xref ref-type="bibr" rid="B42">Hopcroft et&#xa0;al. (2005)</xref>. Field measurements of longevity have shown that adults are quickly removed 16 days after reproduction (<xref ref-type="bibr" rid="B41">Hirst and Ki&#xf8;rboe, 2002</xref>). These assumptions suggest that adult females reproduce over the long term using transported organisms (e.g., phytoplankton), then that are removed after reproduction. Similarly, overwintering individuals reproduce in the Chukchi Sea following sea ice retreat, and the early stages are transported to the basin (<xref ref-type="bibr" rid="B5">Ashjian et&#xa0;al., 2021</xref>). However, no genetic evidence is available to support this hypothesis, and a haplotype analysis of the early stages is required to reveal the extended distribution and establishment of the Bering Sea population in the basin (<xref ref-type="bibr" rid="B28">Ershova et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B80">Skjoldal, 2022</xref>),</p>
<p>Small and large forms co-occur on the Chukchi Plateau. On the Atlantic side of the Arctic Ocean, it is difficult to distinguish between <italic>C. glacialis</italic> and the smaller <italic>Calanus finmarchicus</italic> (<xref ref-type="bibr" rid="B35">Grainger, 1961</xref>). <xref ref-type="bibr" rid="B13">Choquet et&#xa0;al. (2018)</xref> investigated the possibility of identifying species based on PL, morphological characteristics (the 5<sup>th</sup> pair of swimming legs and mandible), antennules, genital somite pigmentation in live specimens, and genetic analyses. The represented PL helps to approximate the species composition, but no criteria for the species have been established; therefore, their size ranges overlap (<xref ref-type="bibr" rid="B13">Choquet et&#xa0;al., 2018</xref>). In our case, the small forms (2.5&#x2013;3.3 mm) in C5 could be included as <italic>C. finmarchicus</italic> (<xref ref-type="bibr" rid="B13">Choquet et&#xa0;al., 2018</xref>), but this result was impossible to clarify because of a lack of genetic analysis.</p>
<p>An inter-form difference in the diel patterns of grazing activity was observed. Small forms show higher gut pigment levels at night than during the day, which is associated with diel vertical migration (DVM) (<xref ref-type="bibr" rid="B16">Conover and Huntley, 1991</xref>). The magnitude of DVM for <italic>Calanus</italic> spp. varies with season and copepodid stage, and the DVM intensity is greater during spring and autumn, when the diel changes in light penetration are large (<xref ref-type="bibr" rid="B29">Falkenhaug et&#xa0;al., 1997</xref>). During spring, <italic>C. glacialis</italic> responds sensibly to phytoplankton dynamics via DVM, reaching sea ice and exhibiting diel patterns in grazing activity (<xref ref-type="bibr" rid="B77">Runge and Ingram, 1991</xref>). In September, in the northern Chukchi Sea, diel changes in gut pigments have been reported during small autumn phytoplankton blooms (<xref ref-type="bibr" rid="B59">Matsuno et&#xa0;al., 2015</xref>). In contrast, DVM and active grazing ceases during the night for <italic>Calanus</italic> spp., as determined by the lipids accumulated in C5 (<xref ref-type="bibr" rid="B30">Falk-Petersen et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B59">Matsuno et&#xa0;al., 2015</xref>). Based on this knowledge, it is hypothesized that the small forms perform DVM and graze at night, while the large forms cease DVM and active grazing and stay in the deep layer. Although our sampling design could not corroborate this hypothesis, both forms were distributed within depths of 0&#x2013;150 m due to their co-occurrence during the day and night (<xref ref-type="bibr" rid="B30">Falk-Petersen et&#xa0;al., 2008</xref>).</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>This study describes geographic variations in the population structure, body size, fatty acid composition, and diel changes in the grazing activity of <italic>C. glacialis/marshallae</italic> in the Pacific region of the Arctic Ocean during autumn. The body size of this species was found to be negatively correlated with the water temperature from the Chukchi Sea to the Arctic basin. The population developed from C5 was dominant on the southern shelf, and it was mostly transported from the Bering Sea. C4 and C5 were dominant on the northern shelf, suggesting that their growth was slower than the growth of those on the southern shelf. The fatty acid composition revealed that the rate of prey dependence on dinoflagellates was exceptionally high in the Arctic Ocean, indicating that the species existed in a low-productivity ecosystem. The highest abundance and composition of diatom-derived EPA among the fatty acids were found on the slope. This could be explained by the upwelling accompanying the inflow of this species from the deep sea, and the nutrient supply for the growth of diatoms. In the basin, early-stage individuals were more abundant than those reported in previous studies because a larger number of organisms had flowed into the region, resulting in extended reproduction. Small and large C5 forms were found, showing the different diel patterns of grazing activity. It appears that <italic>C. glacialis/marshallae</italic> have adapted to the flexibility in their life cycle caused by changes in the physical and chemical environments of the Pacific Arctic Ocean. However, vertically stratified sampling and haplotype analyses are required to monitor their biological features and reveal population origins.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The manuscript presents research on animals that do not require ethical approval for their study.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>KM and AY designed the study. KT, KM, and KS performed field sampling. MI, KT, and YA analyzed the samples. MI and KM analyzed the data and MI and KM wrote the paper with contributions from all authors.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>This work was funded by the Arctic Challenge for Sustainability (ArCS; Program Grant Number JPMXD1300000000) and Arctic Challenge for Sustainability II (ArCS II; program grant number JPMXD1420318865) projects. This study was also supported by the Environment Research and Technology Development Fund (JPMEERF20214002) of the Environmental Restoration and Conservation Agency of Japan and partially supported by the Japan Society for the Promotion of Science (JSPS) KAKENHI (grant numbers JP22H00374 (A), JP21H02263 (B), JP20K20573 (Pioneering), JP20H03054 (B), JP20J20410 (B), JP19H03037 (B), JP18K14506 (Early Career Scientists), and JPJSBP120238801 (Bilateral program)).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank the captain, officers, crew, and researchers onboard the R/V <italic>Mirai</italic>, the Canadian Coast Guard RV <italic>Amundsen</italic>, and IB <italic>S.W. Laurier</italic> for their outstanding efforts during field sampling.</p>
</ack>
<sec id="s10" 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="s11" 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="s12" 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.2023.1168015/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1168015/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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