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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.2017.00016</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>Seasonal and Interannual Changes in Ciliate and Dinoflagellate Species Assemblages in the Arctic Ocean (Amundsen Gulf, Beaufort Sea, Canada)</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Onda</surname> <given-names>Deo F. L.</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="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/326141/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Medrinal</surname> <given-names>Emmanuelle</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Comeau</surname> <given-names>Andr&#x000E9; M.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/74906/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Thaler</surname> <given-names>Mary</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="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/324455/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Babin</surname> <given-names>Marcel</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Lovejoy</surname> <given-names>Connie</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="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/22571/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>D&#x000E9;partement de Biologie and Qu&#x000E9;bec-Oc&#x000E9;an, Universit&#x000E9; Laval</institution> <country>Quebec, QC, Canada</country></aff>
<aff id="aff2"><sup>2</sup><institution>Takuvik, Joint International Laboratory, UMI 3376, Centre National de la Recherche Scientifique (CNRS, France) and Universit&#x000E9; Laval</institution> <country>Qu&#x000E9;bec, QC, Canada</country></aff>
<aff id="aff3"><sup>3</sup><institution>Institut de Biologie Int&#x000E9;grative et des Syst&#x000E8;mes, Universit&#x000E9; Laval</institution> <country>Quebec, QC, Canada</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: George S. Bullerjahn, Bowling Green State University, USA</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Rebecca Gast, Woods Hole Oceanographic Institution, USA; Alison Clare Cleary, Independent Researcher, San Francisco, United States</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Connie Lovejoy <email>Connie.Lovejoy&#x00040;bio.ulaval.ca</email></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Aquatic Microbiology, a section of the journal Frontiers in Marine Science</p></fn>
<fn fn-type="present-address" id="fn003"><p>&#x02020;Present Address: Andr&#x000E9; M. Comeau, Centre for Comparative Genomics and Evolutionary Bioinformatics-Integrated Microbiome Resource, Department of Pharmacology, Dalhousie University, Canada</p></fn></author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>02</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>4</volume>
<elocation-id>16</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>07</month>
<year>2016</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>01</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2017 Onda, Medrinal, Comeau, Thaler, Babin and Lovejoy.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Onda, Medrinal, Comeau, Thaler, Babin and Lovejoy</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) or licensor 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>Recent studies have focused on how climate change could drive changes in phytoplankton communities in the Arctic. In contrast, ciliates and dinoflagellates that can contribute substantially to the mortality of phytoplankton have received less attention. Some dinoflagellate and ciliate species can also contribute to net photosynthesis, which suggests that species composition could reflect food web complexity. To identify potential seasonal and annual species occurrence patterns and to link species with environmental conditions, we first examined the seasonal pattern of microzooplankton and then performed an in-depth analysis of interannual species variability. We used high-throughput amplicon sequencing to identify ciliates and dinoflagellates to the lowest taxonomic level using a curated Arctic 18S rRNA gene database. DNA- and RNA-derived reads were generated from samples collected from the Canadian Arctic from November 2007 to July 2008. The proportion of ciliate reads increased in the surface toward summer, when salinity was lower and smaller phytoplankton prey were abundant, while chloroplastidic dinoflagellate species increased at the subsurface chlorophyll maxima (SCM), where inorganic nutrient concentrations were higher. Comparing communities collected in summer and fall from 2003 to 2010, we found that microzooplankton community composition change was associated with the record ice minimum in the summer of 2007. Specifically, reads from smaller predatory species like <italic>Laboea, Monodinium</italic>, and <italic>Strombidium</italic> and several unclassified ciliates increased in the summer after 2007, while the other usually summer-dominant dinoflagellate taxa decreased. The ability to exploit smaller prey, which are predicted to dominate the future Arctic, could be an advantage for these smaller ciliates in the wake of the changing climate.</p>
</abstract>
<kwd-group>
<kwd>microzooplankon</kwd>
<kwd>18S rRNA pyrosequencing</kwd>
<kwd>interannual variability</kwd>
<kwd>indicator species</kwd>
<kwd>Arctic ice loss</kwd>
</kwd-group>
<contract-sponsor id="cn001">Natural Sciences and Engineering Research Council of Canada<named-content content-type="fundref-id">10.13039/501100000038</named-content></contract-sponsor>
<contract-sponsor id="cn002">Fonds de Recherche du Qu&#x000E9;bec - Nature et Technologies<named-content content-type="fundref-id">10.13039/501100003151</named-content></contract-sponsor>
<contract-sponsor id="cn003">Networks of Centres of Excellence of Canada<named-content content-type="fundref-id">10.13039/501100000161</named-content></contract-sponsor>
<contract-sponsor id="cn004">Canada Excellence Research Chairs, Government of Canada<named-content content-type="fundref-id">10.13039/501100002784</named-content></contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="117"/>
<page-count count="14"/>
<word-count count="10046"/>
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</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>The climate driven changes now occurring across the Arctic are expected to affect marine phytoplankton communities in many ways, for example, by limiting nutrient supply, lowering surface salinities, and potentially by ocean acidification (Coupel et al., <xref ref-type="bibr" rid="B21">2012</xref>, <xref ref-type="bibr" rid="B22">2014</xref>; Riebesell et al., <xref ref-type="bibr" rid="B93">2013</xref>; Thoisen et al., <xref ref-type="bibr" rid="B112">2015</xref>). The loss of multi-year ice has implications for the sea-ice communities (Comeau et al., <xref ref-type="bibr" rid="B20">2013</xref>), and consequently the Arctic food chain (S&#x000F8;reide et al., <xref ref-type="bibr" rid="B104">2010</xref>). But less intuitively, the loss of multi-year ice can have an impact on the pelagic communities, for example by lengthening the open water season and influencing the depth of the upper mixed layer in this salinity stratified ocean. In the Canada Basin and elsewhere, changes in the timing and character of phytoplankton production have already been reported (Li et al., <xref ref-type="bibr" rid="B58">2009</xref>; Ardyna et al., <xref ref-type="bibr" rid="B2">2014</xref>). Less attention has been given to the microzooplankton (ciliates and dinoflagellates) that consume from 22 to 75% of the daily phytoplankton production in the Arctic and other cold water oceans (Paranjape, <xref ref-type="bibr" rid="B84">1990</xref>; Landry and Calbet, <xref ref-type="bibr" rid="B54">2004</xref>; Sherr and Sherr, <xref ref-type="bibr" rid="B101">2009</xref>; Sherr et al., <xref ref-type="bibr" rid="B102">2013</xref>). Ciliates and dinoflagellates are also influenced by top-down processes, where changes in macrozooplankton species are linked to the successional progression of the microzooplankton communities (Riisgaard et al., <xref ref-type="bibr" rid="B94">2014</xref>).</p>
<p>Microzooplankton species, especially dinoflagellates, use a variety of techniques to capture prey (e.g., Nielsen and Ki&#x000F8;rboe, <xref ref-type="bibr" rid="B81">2015</xref>), with some ciliates being fastidious in terms of nutritional requirements (e.g., Johnson, <xref ref-type="bibr" rid="B50">2011</xref>), and others having a narrow size specificity range (e.g., Park and Kim, <xref ref-type="bibr" rid="B85">2010</xref>). Because of such selectivity, microzooplankton could have a top-down effect on phytoplankton and protist community composition (Irigoien, <xref ref-type="bibr" rid="B46">2005</xref>), with implications for microbial food webs, nutrient, and carbon cycles, as well as zooplankton nutrition and higher food webs. In addition to their major role as phagotrophs, many microzooplankton are mixotrophic and able to carry out photosynthesis. In particular, about half of the described species of dinoflagellates are photosynthetic with integrated chloroplasts (Saldarriaga et al., <xref ref-type="bibr" rid="B96">2001</xref>; Hansen, <xref ref-type="bibr" rid="B43">2011</xref>). Other dinoflagellates, along with some ciliates, host photosynthetic symbionts, or are kleptoplasidic (Esteban et al., <xref ref-type="bibr" rid="B31">2010</xref>). The range of trophic roles among microzooplankton suggest that the microzooplankton species composition could be used as indicators of differences in microbial food webs. Such an approach would require testing for associations among particular taxa and the conditions where they occur. However, there have been few studies focusing on occurrence patterns of ciliates and dinoflagellates in the Arctic (Nelson et al., <xref ref-type="bibr" rid="B79">2014</xref>).</p>
<p>The use of 18S rRNA gene surveys has highlighted the prevalence of dinoflagellates and ciliates in the Arctic, but most studies have been restricted to summer and early fall (Comeau et al., <xref ref-type="bibr" rid="B19">2011</xref>). Dinoflagellates and ciliates persist over winter darkness in the Arctic (Terrado et al., <xref ref-type="bibr" rid="B109">2011</xref>; Marquardt et al., <xref ref-type="bibr" rid="B68">2016</xref>), but their seasonal progression is poorly understood. To resolve temporal patterns at finer taxonomic resolution, and to test for trends consistent with environmental selection among Arctic microzooplankton, we investigated samples collected from November 2007 to July 2008 during the International Polar Year Circumpolar Flaw Lead Study (IPY-CFL; Barber et al., <xref ref-type="bibr" rid="B5">2010</xref>, <xref ref-type="bibr" rid="B4">2012</xref>). The IPY samples from both surface waters and the top of the Pacific halocline, where a subsurface chlorophyll maximum (SCM) usually develops (McLaughlin and Carmack, <xref ref-type="bibr" rid="B71">2010</xref>; Monier et al., <xref ref-type="bibr" rid="B75">2015</xref>). We hypothesized that the strong seasonality and stratification in Amundsen Gulf (Beaufort Sea) would be sufficient to lead to niche partitioning and select different species assemblages at the two depths and over time. Both DNA and RNA (converted to cDNA) were used as templates for targeted amplicon sequencing to compare the community with potential for active protein synthesis (from RNA) and communities from DNA, which could include free DNA and cells in state of dormancy or encystment (Jones and Lennon, <xref ref-type="bibr" rid="B52">2010</xref>; Hunt et al., <xref ref-type="bibr" rid="B45">2013</xref>). Specifically, we applied high throughput sequencing (HTS) targeting the V4 region of 18S rRNA (referred to as rRNA) and the 18S rRNA gene (referred to as rDNA) to determine species level composition in the communities. To test for interannual variability vs. trends over time, we re-analyzed the 8 years of ciliate and dinoflagellate amplicon data from Amundsen Gulf reported in Comeau et al. (<xref ref-type="bibr" rid="B19">2011</xref>). For both the seasonal and interannual studies, we classified the microzooplankton reads using an improved reference database (Lovejoy et al., <xref ref-type="bibr" rid="B61">2016</xref>) and constructed robust phylogenies. We applied multivariate statistics to link changes in community structure and composition with prevalent environmental drivers, to provide insights on how microzooplankton communities respond to seasonal changes and inter-annual variability.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and methods</title>
<sec>
<title>Sample collection, extraction, and sequencing</title>
<p>Seasonal samples were collected onboard the Canadian Coast Guard Research Icebreaker CCGS <italic>Amundsen</italic> every 2&#x02013;4 weeks from November 2007 to July 2008 from Amundsen Gulf and adjacent bays (Figure <xref ref-type="fig" rid="F1">1A</xref>). We targeted the polar mixed layer (PML) near the surface (5&#x02013;20 m), and the top of a halocline (22&#x02013;80 m), which separates the PML from Pacific Summer Water (PSW). In late spring the Beaufort Sea SCM typically forms at this halocline (Bergeron and Tremblay, <xref ref-type="bibr" rid="B7">2014</xref>). During winter and early spring, the halocline sample depth was identified by salinity and temperature profiles with salinities of 31&#x02013;32, and from May to July confirmed by the deeper chlorophyll fluorescence peak.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>Sites and dates of collection of water samples used for (A)</bold> seasonal (November 2007-July 2008) and <bold>(B)</bold> interannual (2003-2010) studies from the Amundsen Gulf region and adjacent Darnley and Franklin Bays.</p></caption>
<graphic xlink:href="fmars-04-00016-g0001.tif"/>
</fig>
<p>Samples used to investigate interannual variability of ciliate and dinoflagellate communities in the SCM were collected during multiple missions to the Amundsen Gulf and Beaufort Sea between 2003 and 2010, aboard the CCGS <italic>Amundsen</italic> (2003-2006, 2009-2010), <italic>Louis S. St. Laurent</italic> (2007), and <italic>Sir Wilfred Laurier</italic> (2008). Details of these missions have been reported elsewhere (Barber et al., <xref ref-type="bibr" rid="B5">2010</xref>, <xref ref-type="bibr" rid="B4">2012</xref>; Comeau et al., <xref ref-type="bibr" rid="B19">2011</xref>; Terrado et al., <xref ref-type="bibr" rid="B109">2011</xref>).</p>
<p>Except for 2010, all sample were preserved using the same methods, and following extraction, all were amplified and sequenced using the same protocols. Briefly, water samples for DNA (ca. 6 L) and RNA (ca. 4 L) were collected into cleaned acid rinsed carboys from 12-L (CCGS <italic>Amundsen</italic>) or 10-L (CCGS <italic>Louis St Laurent, Sir Wilfred Laurier</italic>) Niskin-type bottles mounted on a Rosette system equipped with a conductivity, temperature and depth (CTD; Sea-Bird Electronics Inc., California), chlorophyll fluorescence (Seapoint Sensors Inc.), and relative nitrate from ultraviolet spectrophotometer (ISUS, Satlantic) profilers. Target depths were identified by fluorescence, salinity, temperature, and relative nitrate from the downcast and water collected on the upcast. All samples were filtered and preserved within 2 h of collection. Following pre-filtration through a 50-&#x003BC;m mesh to remove macrozooplankton, samples were sequentially filtered using a peristaltic pump (Cole-Parmer, USA) onto a 3-&#x003BC;m pore-size 47-mm polycarbonate filter (PC, AMD Manufacturing), and 0.2 &#x003BC;m pore-size Sterivex&#x02122; unit (Millipore) for the DNA and a 47-mm 0.2 &#x003BC;m pore-size PC filter for the RNA. All PC filters were placed in 2-mL cryovials. Prior to 2010, DNA was preserved by adding 1.8 mL of lysis buffer to the Sterivex units (0.2&#x02013;3 &#x003BC;m fraction) and cryovials (3&#x02013;50 &#x003BC;m fraction), and RNA was preserved in RLT buffer (Qiagen) as in Terrado et al. (<xref ref-type="bibr" rid="B109">2011</xref>) and Thaler and Lovejoy (<xref ref-type="bibr" rid="B111">2015</xref>). Samples were either frozen immediately at &#x02212;80&#x000B0;C or placed in liquid nitrogen after adding buffer. Samples collected in 2010 were preserved using RNALater (Ambio). After 30&#x02013;60 min in buffer, the filters were flash frozen in liquid nitrogen and then kept at &#x02212;80&#x000B0;C until processing in the laboratory. We note that preliminary tests on paired samples from both marine and freshwater environments showed no significant differences in DNA and RNA recovery or community compositions between the protocols (Lovejoy pers. comm.). For samples collected before 2010, DNA was extracted from the filters as in Terrado et al. (<xref ref-type="bibr" rid="B109">2011</xref>) using a salt based method (Aljanabi and Martinez, <xref ref-type="bibr" rid="B1">1997</xref>) while RNA was extracted using the RNAEasy micro Kit (Qiagen). The sample collected in 2010 was extracted using the AllPrep DNA/RNA Mini Kit (Qiagen) with DNA and RNA from the same filters. Conversion of RNA to cDNA was carried out using the High Capacity Reverse Transcription Kit (Applied Biosystems, Foster City, CA, USA). The V4 region of 18S rRNA in both DNA and cDNA samples was amplified using eukaryotic specific forward primers E572F with the Roche A adapter and reverse primer E1009R as described by Comeau et al. (<xref ref-type="bibr" rid="B19">2011</xref>). For the seasonal samples, large and small fractions were pooled after normalization based on relative chlorophyll concentrations (Supplementary Table <xref ref-type="supplementary-material" rid="SM1">1</xref>). Only the 0.2&#x02013;3 &#x003BC;m fraction was used in the interannual study. Separate sequencing runs were carried out for the seasonal and interannual studies. For each run, equimolar concentrations of amplicons from each sample were pooled for multiplex sequencing using the GS FLX Titanium Roche 454 platform (Roche/454 Life Sciences, Branford, CT, USA) at IBIS/Universit&#x000E9; Laval Plateforme d&#x00027;Analyses G&#x000E9;nomiques (Quebec, QC, Canada). All reads have been deposited in the Short Read Archive of NCBI under accession codes: <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA283142">PRJNA283142</ext-link> (IPY-CFL) and <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="SRA029114">SRA029114</ext-link> (Amundsen Gulf Time Series, Comeau et al., <xref ref-type="bibr" rid="B19">2011</xref>).</p>
</sec>
<sec>
<title>Post-sequence data processing and taxonomic classification</title>
<p>The seasonal data reads were quality filtered using the Quantitative Insights into Microbial Ecology program (QIIME; Caporaso et al., <xref ref-type="bibr" rid="B14">2010b</xref>). Short sequences and primers were identified in mothur and removed (Schloss et al., <xref ref-type="bibr" rid="B97">2009</xref>). Data were then de-noised following Reeder and Knight (<xref ref-type="bibr" rid="B92">2010</xref>). Chimeric sequences were identified in UCHIME (Edgar et al., <xref ref-type="bibr" rid="B30">2011</xref>) and removed. Interannual data was processed using mothur (Schloss et al., <xref ref-type="bibr" rid="B97">2009</xref>) as described in Comeau et al. (<xref ref-type="bibr" rid="B19">2011</xref>). The two data sets were then processed for OTU picking at 98% similarity utilizing USEARCH (Edgar, <xref ref-type="bibr" rid="B29">2010</xref>) against the Silva Reference Database v.102 (Pruesse et al., <xref ref-type="bibr" rid="B89">2007</xref>). All OTU representative reads were aligned in PyNast (Caporaso et al., <xref ref-type="bibr" rid="B13">2010a</xref>), manually curated in BioEdit v.7.2.5 (Hall, <xref ref-type="bibr" rid="B39">1999</xref>) and used to construct a phylogenetic tree (FastTree; Price et al., <xref ref-type="bibr" rid="B88">2010</xref>). Assignment of taxonomic identity was performed in mothur with a 0.8 confidence threshold against the Northern Reference Database v.1.0 (Lovejoy et al., <xref ref-type="bibr" rid="B61">2016</xref>), which follows the Silva taxonomy but includes high-quality longer environmental sequences from the Arctic and North Atlantic (Terrado et al., <xref ref-type="bibr" rid="B110">2009</xref>, <xref ref-type="bibr" rid="B109">2011</xref>; Charvet et al., <xref ref-type="bibr" rid="B17">2012</xref>; Monier et al., <xref ref-type="bibr" rid="B76">2013</xref>; Dasilva et al., <xref ref-type="bibr" rid="B25">2014</xref>). However, using this database, around 30&#x02013;45% of the reads were still not classified beyond &#x0201C;Other Dinoflagellates&#x0201D; or &#x0201C;Other Ciliates.&#x0201D;</p>
<p>To further increase taxonomic resolution, dinoflagellate sequences from Saldarriaga et al. (<xref ref-type="bibr" rid="B96">2001</xref>, <xref ref-type="bibr" rid="B95">2004</xref>), Logares et al. (<xref ref-type="bibr" rid="B59">2007</xref>), and Potvin et al. (<xref ref-type="bibr" rid="B87">2013</xref>), and ciliate sequences from Dunthorn et al. (<xref ref-type="bibr" rid="B28">2014</xref>), along with Evolutionary Placement Algorithm, Randomized-Axelerated Maximum Likelihood- (EPA RAxML, Stamatakis, <xref ref-type="bibr" rid="B105">2014</xref>) abundant Arctic-derived HTS reads were added to the v.1.0 of Northern Reference Database (v.1.1, Lovejoy et al., <xref ref-type="bibr" rid="B61">2016</xref>). Taxonomic classifications of the dinoflagellate sequences used as references were verified in the AlgaeBase.org (Guiry and Guiry, <xref ref-type="bibr" rid="B38">2015</xref>) and by literature searches, while ciliate taxonomic classification followed Lynn (<xref ref-type="bibr" rid="B67">2012</xref>). Using the v.1.1 of the database, taxonomy assignment was re-performed to generate the final OTU matrix (OTU reads per sample) with improved results (i.e., &#x0201C;Other Dinoflagellates&#x0201D; and &#x0201C;Other Ciliates&#x0201D; went down to 5&#x02013;10%). OTUs matching metazoa, fungi, higher plants and reads that could not be classified to any taxonomic level below Eukaryota were removed and not analyzed further. This cleaned data set was considered as the total microbial eukaryotic community. To facilitate diversity comparisons, the OTU matrix was then rarefied, based on the sample with the fewest reads in the separate data sets, resulting in 4953 reads per sample for the seasonal study, and 7041 reads per sample for the interannual comparison.</p>
<p>To investigate the OTUs that contributed to the changes in July 2008 for the interannual data (see Section Results), the remaining abundant &#x0201C;Other Ciliate&#x0201D; OTUs were searched for in NCBI and their most similar nearly full length 18S rRNA gene sequences were used to construct reference trees as in Thaler and Lovejoy (<xref ref-type="bibr" rid="B111">2015</xref>). Then, the abundant but unclassified ciliate OTUs were then mapped back onto the reference trees using EPA RAxML v.8 (Stamatakis, <xref ref-type="bibr" rid="B105">2014</xref>). We then inferred their probable taxonomic identity based on the nearest or most similar annotated reference sequences.</p>
</sec>
<sec>
<title>Statistical and diversity analyses</title>
<p>Statistical tests were carried out in the R environment v 3.0 (R Development Core Team, <xref ref-type="bibr" rid="B90">2008</xref>). Spearman&#x00027;s Rank Correlation (rho) in the <italic>Vegan</italic> package (Dixon and Dixon, <xref ref-type="bibr" rid="B26">2003</xref>) was used to test correlations between taxa and environmental parameters, and results were plotted in <italic>igraph</italic> (Cs&#x000E1;rdi and Nepusz, <xref ref-type="bibr" rid="B23">2006</xref>). Only correlations with Spearman&#x00027;s rho &#x02265; 0.3 and significant at <italic>p</italic> &#x0003C; 0.001 were retained (Barber&#x000E1;n et al., <xref ref-type="bibr" rid="B6">2012</xref>). Species-variable relationships were then visualized by network analysis as target-source plots in Cytoscape 3.0 (Shannon et al., <xref ref-type="bibr" rid="B100">2003</xref>; see Supplementary Methods <xref ref-type="supplementary-material" rid="SM1">1</xref>). Analysis of variance (ANOVA) was applied to determine significant differences between samples and linear regression tests were used to infer relationships, both analysis were carried out using PAST v3.0 (Hammer et al., <xref ref-type="bibr" rid="B41">2001</xref>).</p>
<p>Alpha diversity (Chao1 index) of the ciliate and dinoflagellate communities in each seasonal sample was estimated as implemented in QIIME (Chao and Shen, <xref ref-type="bibr" rid="B16">2003</xref>; Caporaso et al., <xref ref-type="bibr" rid="B14">2010b</xref>). Since the samples used for the interannual part of the study were collected in different months (Jul to Nov) over the 8 years, we tested for variability associated with the month of collection and found no significant differences in species richness of OTUs in ciliate or dinoflagellate abundance between summer and autumn (Supplementary Figure <xref ref-type="supplementary-material" rid="SM1">1</xref>). Phylogenetic unweighted UniFrac dissimilarities (beta diversity) among the taxa were computed separately for seasonal and interannual datasets by the jackknife method and generalized UniFrac procedure (Lozupone and Knight, <xref ref-type="bibr" rid="B65">2005</xref>; Chen et al., <xref ref-type="bibr" rid="B18">2012</xref>). All dinoflagellate and ciliate OTUs in the seasonal study were included in the beta diversity measure. To avoid potential rarefication artifacts (Ramette, <xref ref-type="bibr" rid="B91">2007</xref>) in the interannual data, rare OTUs that were defined as &#x0003C; 1% of the total ciliate or dinoflagellate reads, were not included in the beta diversity and remaining analysis. The pairwise dissimilarity matrices were used to generate dendrograms using UPGMA (Price et al., <xref ref-type="bibr" rid="B88">2010</xref>). The weighted contributions of seasons, depths (surface or SCM-halocline) and templates (RNA or DNA) to community structuring were computed using ADONIS (Fierer et al., <xref ref-type="bibr" rid="B32">2012</xref>). The checkerboard score (<italic>C-</italic>score) was used to test for non-random co-occurrence patterns under the null hypothesis parameter using the <italic>oecosimu</italic> function in the R library <italic>bipartite</italic> with 1000 simulations (Dormann et al., <xref ref-type="bibr" rid="B27">2008</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Physico-chemical regimes of the amundsen gulf</title>
<p>For the seasonal study (Figure <xref ref-type="fig" rid="F1">1A</xref>), surface PML waters remained cold (&#x02212;1.7 to 2&#x000B0;C) from mid-January to mid-May and increased toward summer reaching 8&#x000B0;C in July, when the region was ice-free. Phosphate concentration changed little over time with concentrations from 0.6 to 1.6 mg m<sup>&#x02212;3</sup>. Over the 9 months, nitrate concentrations were significantly greater in the halocline compared to the surface (<italic>t</italic>-test, <italic>p</italic> &#x0003C; 0.001), with greatest concentrations from February to April (Table <xref ref-type="table" rid="T1">1</xref>). Nitrate concentrations started to decrease beginning in early April in the surface and in May at the halocline. The chlorophyll <italic>a</italic> (Chl <italic>a</italic>) concentrations, as estimated from <italic>in situ</italic> fluorescence, were negligible until 9 April and were greater in the surface waters compared to halocline through 19 May. Concentrations were below 1 mg m<sup>&#x02212;3</sup> in both the surface and halocline until July when a strong SCM was apparent at the halocline (Table <xref ref-type="table" rid="T1">1</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p><bold>Dates of collection 2007-2008 (Date), Stations (<italic><bold>Stn</bold></italic>), collection Latitude, and Longitude (Lat-Long), physico-chemical parameters, and chlorophyll <italic><bold>a</bold></italic> (Chl <italic><bold>a</bold></italic>) concentrations of the samples used for amplicon tag pyrosequencing</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Date <italic>Stn</italic></bold></th>
<th valign="top" align="center"><bold>Lat</bold></th>
<th valign="top" align="center"><bold>Long</bold></th>
<th valign="top" align="center"><bold>DayL h</bold></th>
<th valign="top" align="center"><bold>Z (m)</bold></th>
<th valign="top" align="center"><bold>T(&#x000B0;C)</bold></th>
<th valign="top" align="center"><bold>S</bold></th>
<th valign="top" align="center"><bold>Chl <italic>a</italic> (mg m<sup>3</sup>)</bold></th>
<th valign="top" align="center"><bold>NO<sub>3</sub>(mmol m<sup>3</sup>)</bold></th>
<th valign="top" align="center"><bold><inline-formula><mml:math id="M1"><mml:mrow><mml:msubsup><mml:mrow><mml:mtext>PO</mml:mtext></mml:mrow><mml:mn>4</mml:mn><mml:mrow><mml:mn>3</mml:mn><mml:mo>&#x02212;</mml:mo></mml:mrow></mml:msubsup></mml:mrow></mml:math></inline-formula>(mmol m<sup>3</sup>)</bold></th>
<th valign="top" align="center"><bold>DO (mmol m<sup>3</sup>)</bold></th>
<th valign="top" align="center"><bold>PAR &#x003BC;E m<sup>&#x02212;2</sup> s<sup>&#x02212;1</sup></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">19-Nov</td>
<td valign="top" align="center">70.62</td>
<td valign="top" align="center">&#x02212;123.001</td>
<td valign="top" align="center">1.47</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">&#x02212;1.7</td>
<td valign="top" align="center">30.1</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">5380</td>
<td valign="top" align="center">0.048</td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left" colspan="4">405</td>
<td valign="top" align="center">80</td>
<td valign="top" align="center">&#x02212;1.4</td>
<td valign="top" align="center">32.3</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">5.41</td>
<td valign="top" align="center">1.21</td>
<td valign="top" align="center">5300</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">7-Dec</td>
<td valign="top" align="center">71.31</td>
<td valign="top" align="center">&#x02212;124.788</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">&#x02212;1.7</td>
<td valign="top" align="center">30.6</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">1.06</td>
<td valign="top" align="center">0.77</td>
<td valign="top" align="center">5280</td>
<td valign="top" align="center">0.022</td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left" colspan="4">5D</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">&#x02212;0.9</td>
<td valign="top" align="center">31.4</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">5.23</td>
<td valign="top" align="center">1.06</td>
<td valign="top" align="center">5160</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">3-Jan</td>
<td valign="top" align="center">71.23</td>
<td valign="top" align="center">&#x02212;124.451</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">&#x02212;1.7</td>
<td valign="top" align="center">31.1</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">1.41</td>
<td valign="top" align="center">0.77</td>
<td valign="top" align="center">5200</td>
<td valign="top" align="center">0.001</td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left" colspan="4">14D</td>
<td valign="top" align="center">75</td>
<td valign="top" align="center">&#x02212;1.6</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">5.04</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">5160</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">18-Feb</td>
<td valign="top" align="center">71.31</td>
<td valign="top" align="center">&#x02212;124.497</td>
<td valign="top" align="center">7.54</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">&#x02212;1.7</td>
<td valign="top" align="center">31.7</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">4.11</td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center">5200</td>
<td valign="top" align="center">0.104</td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left" colspan="4">22D</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">&#x02212;1.7</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">7.8</td>
<td valign="top" align="center">1.25</td>
<td valign="top" align="center">5100</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">10-Mar</td>
<td valign="top" align="center">71.04</td>
<td valign="top" align="center">&#x02212;123.899</td>
<td valign="top" align="center">10.9</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">&#x02212;1.7</td>
<td valign="top" align="center">31.8</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">4.32</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">5340</td>
<td valign="top" align="center">0.008</td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left" colspan="4">29D</td>
<td valign="top" align="center">65</td>
<td valign="top" align="center">&#x02212;1.5</td>
<td valign="top" align="center">32.5</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">5060</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">17-Mar</td>
<td valign="top" align="center">70.91</td>
<td valign="top" align="center">&#x02212;123.899</td>
<td valign="top" align="center">11.98</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">&#x02212;1.7</td>
<td valign="top" align="center">31.9</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">5.13</td>
<td valign="top" align="center">1.45</td>
<td valign="top" align="center">5060</td>
<td valign="top" align="center">0</td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left" colspan="4">D29</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">&#x02212;1.6</td>
<td valign="top" align="center">32.2</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">10.58</td>
<td valign="top" align="center">1.97</td>
<td valign="top" align="center">4070</td>
<td valign="top" align="center">0.052</td>
</tr>
<tr>
<td valign="top" align="left">9-Apr</td>
<td valign="top" align="center">71.31</td>
<td valign="top" align="center">&#x02212;124.578</td>
<td valign="top" align="center">15.57</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">&#x02212;1.7</td>
<td valign="top" align="center">31.9</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">3.18</td>
<td valign="top" align="center">1.41</td>
<td valign="top" align="center">5380</td>
<td valign="top" align="center">0.288</td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left" colspan="4">D36</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">&#x02212;1.7</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">0.36</td>
<td valign="top" align="center">5.02</td>
<td valign="top" align="center">1.54</td>
<td valign="top" align="center">5300</td>
<td valign="top" align="center">0.18</td>
</tr>
<tr>
<td valign="top" align="left">30-Apr</td>
<td valign="top" align="center">70.76</td>
<td valign="top" align="center">&#x02212;123.727</td>
<td valign="top" align="center">19.47</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">&#x02212;1.7</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">0.76</td>
<td valign="top" align="center">3.08</td>
<td valign="top" align="center">1.37</td>
<td valign="top" align="center">5280</td>
<td valign="top" align="center">1.999</td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left" colspan="4">D43</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">&#x02212;1.7</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">11.06</td>
<td valign="top" align="center">2.12</td>
<td valign="top" align="center">5160</td>
<td valign="top" align="center">0.079</td>
</tr>
<tr>
<td valign="top" align="left">19-May</td>
<td valign="top" align="center">70.66</td>
<td valign="top" align="center">&#x02212;122.88</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">&#x02212;1.4</td>
<td valign="top" align="center">31.9</td>
<td valign="top" align="center">10.62</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="center">5200</td>
<td valign="top" align="center">2.138</td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left" colspan="4">450b</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">&#x02212;1.3</td>
<td valign="top" align="center">32.3</td>
<td valign="top" align="center">3.12</td>
<td valign="top" align="center">4.38</td>
<td valign="top" align="center">1.58</td>
<td valign="top" align="center">5160</td>
<td valign="top" align="center">1.581</td>
</tr>
<tr>
<td valign="top" align="left">14-Jun</td>
<td valign="top" align="center">69.99</td>
<td valign="top" align="center">&#x02212;125.552</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">&#x02212;1.3</td>
<td valign="top" align="center">31.8</td>
<td valign="top" align="center">0.58</td>
<td valign="top" align="center">1.5</td>
<td valign="top" align="center">na</td>
<td valign="top" align="center">5200</td>
<td valign="top" align="center">0.574</td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left" colspan="4">FB01</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">&#x02212;1.4</td>
<td valign="top" align="center">32.1</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">2.5</td>
<td valign="top" align="center">na</td>
<td valign="top" align="center">5100</td>
<td valign="top" align="center">0.909</td>
</tr>
<tr>
<td valign="top" align="left">24-Jun</td>
<td valign="top" align="center">69.82</td>
<td valign="top" align="center">&#x02212;123.648</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">31.3</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">1.25</td>
<td valign="top" align="center">na</td>
<td valign="top" align="center">5340</td>
<td valign="top" align="center">33.819</td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left" colspan="4">F7b</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">&#x02212;1.1</td>
<td valign="top" align="center">32.1</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">2.3</td>
<td valign="top" align="center">na</td>
<td valign="top" align="center">5060</td>
<td valign="top" align="center">2.248</td>
</tr>
<tr>
<td valign="top" align="left">21-Jul</td>
<td valign="top" align="center">70.7</td>
<td valign="top" align="center">&#x02212;122.932</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">8.4</td>
<td valign="top" align="center">30.5</td>
<td valign="top" align="center">0.29</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">5060</td>
<td valign="top" align="center">2.038</td>
</tr>
<tr>
<td valign="top" align="left" colspan="4">405-10a</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">&#x02212;1</td>
<td valign="top" align="center">32.2</td>
<td valign="top" align="center">4.64</td>
<td valign="top" align="center">14.58</td>
<td valign="top" align="center">1.53</td>
<td valign="top" align="center">4070</td>
<td valign="top" align="center">0.039</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Other column names refer to day length (DayL), depth (Z) of sampling, temperature (T), salinity (S), nitrate&#x0002B;nitrite (<inline-formula><mml:math id="M2"><mml:mrow><mml:msubsup><mml:mrow><mml:mtext>NO</mml:mtext></mml:mrow><mml:mn>3</mml:mn><mml:mo>&#x02212;</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>), phosphate (<inline-formula><mml:math id="M3"><mml:mrow><mml:msubsup><mml:mrow><mml:mtext>PO</mml:mtext></mml:mrow><mml:mn>4</mml:mn><mml:mrow><mml:mn>3</mml:mn><mml:mo>&#x02212;</mml:mo></mml:mrow></mml:msubsup></mml:mrow></mml:math></inline-formula>), dissolved oxygen (DO), and Photosynthetically Active Radiation (PAR). na; not available</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>The physical characteristics of the time series stations (Figure <xref ref-type="fig" rid="F1">1B</xref>) have been reported elsewhere (Comeau et al., <xref ref-type="bibr" rid="B19">2011</xref>). Briefly, over the 8 years, nutrients in the SCM ranged from 0.09 to 8.22 mmol m<sup>&#x02212;3</sup> for <inline-formula><mml:math id="M4"><mml:msubsup><mml:mrow><mml:mtext>NO</mml:mtext></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow><mml:mrow><mml:mo>&#x02212;</mml:mo></mml:mrow></mml:msubsup></mml:math></inline-formula>, 0.46&#x02013;1.29 mmol m<sup>&#x02212;3</sup> for PO<sub>4</sub> and the highest Chl <italic>a</italic> (total) was detected on September 2005 reaching 2.14 mg m<sup>&#x02212;3</sup> (Supplementary Table <xref ref-type="supplementary-material" rid="SM1">2</xref>). After binning the data from before and after 2007, total summer-fall Chl <italic>a</italic> values went from 0.43 mg m<sup>&#x02212;3</sup> to 0.31 mg m<sup>&#x02212;3</sup> in the SCM.</p>
</sec>
<sec>
<title>Community clustering based on 18S rRNA and 18S rRNA genes</title>
<p>The seasonal rDNA and rRNA OTU communities separated into distinct surface and halocline clusters, with clear separation between the rDNA and rRNA communities within the depth defined clusters (Figure <xref ref-type="fig" rid="F2">2</xref>). Within the template clusters samples separated by season as Autumn-Winter (Nov-April) and Spring-Summer (May-July) categories, except for one rRNA surface sample collected on June 14, which clustered with the winter rRNA samples (Supplementary Figure <xref ref-type="supplementary-material" rid="SM1">2</xref>). The similarity was mainly driven by the presence of several OTUs that occurred in the rRNA surface community on Jan 3 and June 14 but were absent in the other summer samples (Supplementary Table <xref ref-type="supplementary-material" rid="SM1">3</xref>). We note that, because of ship time constraints, the June 14 samples were collected from Darnley Bay, which is an extension of Amundsen Gulf. For all samples, the ADONIS test also showed individual contributions to clustering of around 14% (adj. <italic>R</italic><sup>2</sup> &#x0003D; 0.148 and 0.146, <italic>p</italic> &#x0003C; 0.001) grouping by depth category and sample type, while season contributed the least to the variance observed (adj. <italic>R</italic><sup>2</sup> &#x0003D; 0.073, <italic>p</italic> &#x0003C; 0.001). The <italic>C</italic>-score test further supported the non-random distribution of the microzooplankton communities (<italic>p</italic> &#x0003C; 0.001).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p><bold>A dendrogram of the unweighted UniFrac dissimilarity matrix for DNA- (filled shapes) and RNA&#x02013;based (open shapes) communities collected from surface (triangles) and subsurface chlorophyll maxima/halocline (SCM; circles) layers representing different seasons including Autumn-Winter (AW) and Spring -Summer (SS), collected over the course of the IPY-CFL study</bold>.</p></caption>
<graphic xlink:href="fmars-04-00016-g0002.tif"/>
</fig>
</sec>
<sec>
<title>Seasonal succession and distribution</title>
<p>Since DNA can be retrieved from both living and senescent cells, and free DNA can persist in the environment (Torti et al., <xref ref-type="bibr" rid="B113">2015</xref>), the RNA-sourced samples were used to investigate potential influence by local conditions. Based on rRNA reads, ciliates, and dinoflagellates were found in all samples (Figure <xref ref-type="fig" rid="F3">3</xref>, Supplementary Tables <xref ref-type="supplementary-material" rid="SM1">4</xref> and <xref ref-type="supplementary-material" rid="SM1">5</xref>), with greater proportions during summer (ca. 40%) and lowest in spring (ca. 5%) when larger photosynthetic taxa (mostly diatoms, Joli et al., accepted) dominated the planktonic community. The combined mean seasonal alpha diversity (Chao 1 index) of both ciliates and dinoflagellates based on rDNA, decreased from 125 in winter to 83 after spring (Supplementary Figure <xref ref-type="supplementary-material" rid="SM1">3</xref>). In terms of total relative abundance, ciliate proportions were similar in both depths during winter (Figures <xref ref-type="fig" rid="F3">3A,C</xref>) while dinoflagellates were better represented in the surface (Figures <xref ref-type="fig" rid="F3">3B,D</xref>). Ciliate read relative abundance increased in the surface starting early June (Figure <xref ref-type="fig" rid="F3">3A</xref>), while dinoflagellates increased in the halocline (Figure <xref ref-type="fig" rid="F3">3D</xref>).</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p><bold>Distribution of potentially active (based on rRNA reads) major taxa of the lowest possible ranks in (A,C)</bold> ciliates and <bold>(B,D)</bold> dinoflagellates (98% similarity) with the changing seasons (sampling date) in surface and SCM halocline layers (see text). Samples were collected from Amundsen Gulf, Darnley Bay and Franklin Bay.</p></caption>
<graphic xlink:href="fmars-04-00016-g0003.tif"/>
</fig>
<p>Significant associations (Spearman&#x00027;s rho &#x0003E; 0.3, <italic>p</italic> &#x0003C; 0.001) among taxa and environmental variables were detected in the network analysis (Figure <xref ref-type="fig" rid="F4">4</xref>). The associations were consistent with the seasonal succession and depth (water mass) seen in the UniFrac clustering (Figure <xref ref-type="fig" rid="F2">2</xref>). For example, surface-associated ciliates: <italic>Strombidium, Pseudotontonia, Askenasia</italic>, and dinoflagellates <italic>Gymnodinium-</italic>like, <italic>Adenoides-</italic>like, <italic>Gyrodinium</italic> c.f. <italic>gutrula</italic>, and <italic>Scripsiella</italic> (Figure <xref ref-type="fig" rid="F4">4</xref>, taxa 1&#x02013;7) were associated with higher DO, which was a characteristic of the surface PML. In addition, abundances of <italic>Amphidoma</italic>, &#x0201C;Arctic Clade 1,&#x0201D; <italic>Blastodinium, Monodinium</italic>, and <italic>Novostrombidium</italic> (Figure <xref ref-type="fig" rid="F4">4</xref>, taxa 8&#x02013;13) were higher when Chl <italic>a</italic> concentrations were greater, which was associated with longer day lengths and warmer water, suggesting characteristic surface summer taxa. <italic>Tintinnidium, Parauronema, Oligohymenophorea, Gyrodinium helveticum</italic>, and <italic>Amphidinium-</italic>like taxa (Figure <xref ref-type="fig" rid="F4">4</xref>, taxa 15&#x02013;18) were more associated with the deeper, more saline and nutrient-richer SCM or halocline layer. Although <italic>Laboea</italic> (Figure <xref ref-type="fig" rid="F4">4</xref>, taxon 14) was also strongly correlated with the SCM/halocline conditions, it was most abundant when the days were longer. In contrast, <italic>Woloszynskia, Gymnodinium</italic> sp., and &#x0201C;Other <italic>Gyrodinium</italic>&#x0201D; (Figure <xref ref-type="fig" rid="F4">4</xref>, taxa 19, 21, 22) were more abundant in the halocline during winter when ice cover was more extensive. These species, correlated with specific environmental variables, provide evidence for succession and seasonality within the two water masses. Binned OTUs of poorly defined groups that were not classified beyond their respective ranks, including &#x0201C;Other&#x0201D; Dinoflagellates, Ciliophora, Spirotrichea, Litostomatea, and <italic>Strombidium</italic> (Figure <xref ref-type="fig" rid="F4">4</xref>, taxa 23&#x02013;30), did not correlate with any of the environmental variables tested.</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p><bold>A network source-target plot showing the significant correlations based on relative abundances of OTUs binned at the lowest possible ranks and square root transformed environmental parameters</bold>. Only vertices (circles) and edges (arrows) that have Spearman&#x00027;s rho &#x02265; 0.3 significant at <italic>p</italic> &#x0003C; 0.001 were retained. Black circles are dinoflagellates and gray are ciliates. Environmental variables tested include dissolved oxygen (DO), total chlorophyll a (chl <italic>a</italic>), daylength (DayL), temperature (Temp), depth (Dep), salinity (Sal), nitrate&#x0002B;nitrite (NO<sub>3</sub>&#x02212;), phosphate (<inline-formula><mml:math id="M5"><mml:mrow><mml:msubsup><mml:mrow><mml:mtext>PO</mml:mtext></mml:mrow><mml:mn>4</mml:mn><mml:mrow><mml:mn>3</mml:mn><mml:mo>&#x02212;</mml:mo></mml:mrow></mml:msubsup></mml:mrow></mml:math></inline-formula>), and ice. Numbers correspond to the identities on the right.</p></caption>
<graphic xlink:href="fmars-04-00016-g0004.tif"/>
</fig>
</sec>
<sec>
<title>Interannual variability</title>
<p>Ciliate communities were consistently dominated by &#x0201C;Other Spirotrichea&#x0201D; with annual mean abundance of 9.4 &#x000B1; 2% relative to the total microbial eukaryotic reads. &#x0201C;Other ciliates&#x0201D; (1.7 &#x000B1; 1%), <italic>Strombidium</italic> sp., <italic>Pelagostrombidium</italic> sp., &#x0201C;Other Oligohymenophorea,&#x0201D; &#x0201C;Other Litostomatea,&#x0201D; <italic>Askenasia</italic> sp., and <italic>Monodinium</italic> sp. abundances ranged from 0.01 to 1.5% of total microbial eukaryote relative abundance (Supplementary Figure <xref ref-type="supplementary-material" rid="SM1">4A</xref>). The most abundant dinoflagellate OTUs were from Gymnodiniales, <italic>Blastodinium-</italic>like, &#x0201C;Arctic clade 1,&#x0201D; <italic>Gyrodinium, Adenoides</italic>-like, and unclassified Dinoflagellates, each accounting for 1&#x02013;6% of the total microbial eukaryotic reads (Supplementary Figure <xref ref-type="supplementary-material" rid="SM1">4B</xref>).</p>
<p>Here, using our refined taxonomic database we found that microzooplankton community composition also changed, especially in summer 2008. Specifically, based on abundant OTUs (&#x0003E;1%), the July 2008 sample showed the greatest dissimilarity from other communities (Figure <xref ref-type="fig" rid="F5">5A</xref>). This dissimilarity was driven by the July 2008 increase in both abundance and OTU richness of <italic>Strombidium, Laboea, Monodinium</italic>, and &#x0201C;Other Ciliates&#x0201D; (Figure <xref ref-type="fig" rid="F5">5B</xref>), with a significant correlation with decreasing salinity (<italic>r</italic><sup>2</sup> &#x0003D; 0.82, <italic>p</italic> &#x0003C; 0.01). After 2008, the relative abundances of these groups returned to previous levels by 2010. Their relative abundances were also inversely correlated (multiple regression) with SiO<sub>3</sub> (<italic>r</italic><sup>2</sup> &#x0003D; 0.29, <italic>p</italic> &#x0003C; 0.001), salinity (<italic>r</italic><sup>2</sup> &#x0003D; 0.22, <italic>p</italic> &#x0003D; 0.1), and nitrate (<italic>r</italic><sup>2</sup> &#x0003D; 0.18, <italic>p</italic> &#x0003D; 0.2). Phylogenetic placement of the &#x0201C;Other Ciliate&#x0201D; reads further revealed that these were in the Class Spirotrichea, and included sub-classes Oligotrichia and Choreotrichia. Most of these Spirotrichea clustered with environmental sequences, which we refer to as Environmental Clades 1, 2, 3, 4, 5, and 6 (Supplementary Figure <xref ref-type="supplementary-material" rid="SM1">5</xref>). Aggregated read counts of Oligotrichia, and Environmental Clades 1, 4, 5, and 6 showed significant increase after 2007 (Krustal Wallis, <italic>p</italic> &#x0003C; 0.01), while Choreotrichia, and Environmental Clades 2 and 3 decreased.</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p><bold>(A)</bold> The pairwise unweighted UniFrac community dissimilarity of combined ciliate and dinoflagellate communities. In the boxplots, one point (dot) represents the pairwise Unweighted UniFrac dissimilarity (Y-axis) of a particular sample against another sample. Thus, for each date there are 10 dots (overlapping dots are obscured) representing that date compared against 10 dates. The black line within the box, is the mean UniFrac distance of a particular sample against all the other samples. The broken line indicates the mean dissimilarity value among all samples. <bold>(B)</bold> Combined relative abundances of the major taxa contributing to the high July 8 dissimilarity, particularly of <italic>Strombidinium, Laboea, Monodinium</italic> sp. and other unclassified ciliates.</p></caption>
<graphic xlink:href="fmars-04-00016-g0005.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Temporal and distributional studies of ciliates and dinoflagellates are usually restricted to morphologically recognizable species (Montagnes, <xref ref-type="bibr" rid="B77">1996</xref>; Levinsen and Nielsen, <xref ref-type="bibr" rid="B55">2002</xref>). The use of HTS coupled with the improved reference database provided higher resolution of potential species that suggests high diversity compared to previous reports from the Arctic. Overall, we discriminated around 30 taxa per 100 reads, with the total number of reads always higher for dinoflagellates than for ciliates. This translated into 251 dinoflagellates and 141 ciliate species based on OTUs defined as 98% similar as estimated using Choa1. These species estimates are considerably higher than the 55 ciliate species reported in the Western Canada Basin (Jiang et al., <xref ref-type="bibr" rid="B49">2013</xref>) and the &#x0003C;20 dinoflagellate species reported in the Beaufort Sea (Okolodkov and Dodgeb, <xref ref-type="bibr" rid="B83">1996</xref>) based on microscopy. The high proportion of environmental clades here suggests that there are likely ciliate and dinoflagellate species confined to the Arctic, as is the case for diatoms (Luddington et al., <xref ref-type="bibr" rid="B66">2016</xref>) and prasinophytes (Lovejoy et al., <xref ref-type="bibr" rid="B63">2007</xref>).</p>
<sec>
<title>Interpretation of DNA and RNA-derived abundances and diversity</title>
<p>Eukaryotic microbial communities from rDNA have been used to infer water mass history (Hamilton et al., <xref ref-type="bibr" rid="B40">2008</xref>; Monier et al., <xref ref-type="bibr" rid="B76">2013</xref>; Zhang et al., <xref ref-type="bibr" rid="B117">2014</xref>), whereas taxa from rRNA are thought to more closely indicate active representatives of the community (Campbell and Kirchman, <xref ref-type="bibr" rid="B12">2013</xref>; Hunt et al., <xref ref-type="bibr" rid="B45">2013</xref>). Here, we found that for both DNA and RNA sourced samples, the surface communities always clustered together separate from the SCM communities. Earlier microscopy (Lovejoy et al., <xref ref-type="bibr" rid="B64">1993</xref>; Okolodkov and Dodgeb, <xref ref-type="bibr" rid="B83">1996</xref>; Jiang et al., <xref ref-type="bibr" rid="B49">2013</xref>) and clone library studies using longer 18S rRNA sequences (Bachy et al., <xref ref-type="bibr" rid="B3">2011</xref>; Lovejoy and Potvin, <xref ref-type="bibr" rid="B60">2011</xref>) have also highlighted the differences between SCM and surface communities over the Arctic. Within the two water masses, communities separated by template suggests a pool of historic DNA, which could include dormant or less active stages, e.g., cysts (Verni and Rosati, <xref ref-type="bibr" rid="B115">2011</xref>; Bravo and Figueroa, <xref ref-type="bibr" rid="B10">2014</xref>), advected non-active species (Lovejoy and Potvin, <xref ref-type="bibr" rid="B60">2011</xref>), preserved free DNA, or non-living material in marine snow (Nielsen et al., <xref ref-type="bibr" rid="B80">2007</xref>; Boere et al., <xref ref-type="bibr" rid="B9">2011</xref>). All of these sources can be transported by currents and persist over long distances (Heiskanen, <xref ref-type="bibr" rid="B44">1993</xref>; Brocks and Banfield, <xref ref-type="bibr" rid="B11">2009</xref>).</p>
<p>Although RNA-derived reads cannot be directly used to estimate biomass (Medinger et al., <xref ref-type="bibr" rid="B73">2010</xref>; Blazewicz et al., <xref ref-type="bibr" rid="B8">2013</xref>), the patterns of relative read abundance were consistent with specific environmental drivers operating on particular species or clades, with communities separating by season. One exception was the June 14 rRNA surface sample from Darnley Bay, which based on OTU composition clustered with the January 3 rRNA sample. The placement of the June sample in an otherwise winter cluster was consistent with deeper unmodified Pacific Winter Water appearing in Darnley Bay, which was evident in the physico-chemical sample clustering (Supplementary Figure <xref ref-type="supplementary-material" rid="SM1">2</xref>). Upwelling and on-shelf transport of deeper Pacific Water from Amundsen Gulf has been reported previously (Garneau et al., <xref ref-type="bibr" rid="B35">2006</xref>; Paulic et al., <xref ref-type="bibr" rid="B86">2012</xref>). Unfortunately, CTD transects were not taken along the shelf break in June and the source of this water remains speculative. The biological clustering was driven by 15 OTUs belonging to &#x0201C;Arctic Clade 1,&#x0201D; <italic>Gyrodinium, Gymnodinium</italic>, &#x0201C;Other Dinoflagellates,&#x0201D; <italic>Askenasia, Tintinndinium</italic>, &#x0201C;Other Spirotrichea,&#x0201D; and &#x0201C;Other Ciliates.&#x0201D;</p>
</sec>
<sec>
<title>Environmental influences on microzooplankton</title>
<p>While the dependence on phytoplankton prey can generate annual bimodal or unimodal microzooplankton bloom patterns in some regions, with temperature having an influence (Levinsen and Nielsen, <xref ref-type="bibr" rid="B55">2002</xref>; Godhantaraman and Uye, <xref ref-type="bibr" rid="B36">2003</xref>), there is little understanding of species composition over annual cycles. Here we found that ciliate and dinoflagellate taxa showed distinct seasonal patterns that could be partially explained by salinity, temperature, and nutrient changes from winter to summer (Figure <xref ref-type="fig" rid="F4">4</xref>). Specifically, the proportion of ciliate reads were generally higher under ice free conditions, when the surface waters were less saline and at the end of the spring bloom when nitrate concentrations were drawn down by photosynthetic activity (Forest et al., <xref ref-type="bibr" rid="B33">2010</xref>; Tremblay et al., <xref ref-type="bibr" rid="B114">2011</xref>). Although many ciliates have a wide range of salinity tolerance (Montagnes, <xref ref-type="bibr" rid="B77">1996</xref>), this has not been investigated for Arctic species. In contrast dinoflagellate proportions were higher in the surface in winter, but more abundant in the SCM toward summer. Dinoflagellates can produce the osmolyte dimethylsulfoniopropionate (DMSP), which allow cells to regulate internal homeostasis (see review by Stefels, <xref ref-type="bibr" rid="B106">2000</xref>), which may provide an advantage relative to ciliates under conditions of slightly higher salinity.</p>
<p>During late spring and toward summer with increasing light availability, the putative plastid-containing ciliates and dinoflagellates increased proportionally in the rRNA OTUs, suggesting that photosynthesis may have provided additional energy for photosynthetic or mixotrophic taxa. In Amundsen Gulf, in summer, the higher sun angle and longer day-length mean that more light reaches the nutrient-rich halocline leading to the establishment of the SCM. We found that ciliate and dinoflagellate reads made up on average ca. 60% of the total microbial eukaryotic reads in early summer in the SCM. In contrast, a microscopy study in 2005-2006 reported that photosynthetic and non-photosynthetic dinoflagellates constitute only around 3&#x02013;6% of the total mean phytoplankton cell counts in the SCM (Martin et al., <xref ref-type="bibr" rid="B70">2010</xref>). The discrepancy is likely related to cell breakage during collection, misidentification with smaller dinoflagellates grouped with other flagellates, and loss during storage. Ciliates, can also be fragile and tend to be either ignored or under sampled using standard Lugol&#x00027;s techniques (Lovejoy et al., <xref ref-type="bibr" rid="B64">1993</xref>). Ciliate and dinoflagellate dominance in 18S rRNA gene libraries has also been attributed to their comparatively larger genomes and multiple copies of the rRNA gene (Godhe et al., <xref ref-type="bibr" rid="B37">2008</xref>). Irrespective of the actual cell abundance, our analysis clearly revealed otherwise undetected changes in species over seasons (Supplementary Tables <xref ref-type="supplementary-material" rid="SM1">4</xref> and <xref ref-type="supplementary-material" rid="SM1">5</xref>). Our seasonal data ended in July, but the interannual data in the SCM showed that both alveolate groups remain through summer to late autumn.</p>
</sec>
<sec>
<title>Ecological functions</title>
<p>Season and depth were also the major factors that grouped ciliates and dinoflagellates using the network analyses. The seasonal changes in microbial composition also suggested shifts in dominant function within the two groups (Figure <xref ref-type="fig" rid="F4">4</xref>). For example, winter communities were mainly dominated by heterotrophic taxa. The surface winter communities would have access to small planktonic species such as <italic>Micromonas</italic> (Lovejoy et al., <xref ref-type="bibr" rid="B63">2007</xref>), haptophytes, and smaller heterotrophic flagellates (Terrado et al., <xref ref-type="bibr" rid="B109">2011</xref>). The relative scarcity of food resources during winter likely selected for particular groups as reported for Kongsfjorden, Svalbard (Seuthe et al., <xref ref-type="bibr" rid="B99">2011</xref>), and Disko Bay (Levinsen et al., <xref ref-type="bibr" rid="B56">2000</xref>; Levinsen and Nielsen, <xref ref-type="bibr" rid="B55">2002</xref>). Dinoflagellates can also graze on smaller ciliates using pseudopodia or feeding veils (Jacobson and Anderson, <xref ref-type="bibr" rid="B47">1986</xref>, <xref ref-type="bibr" rid="B48">1996</xref>). Such trophic interactions, with dinoflagellates most likely preying on ciliates, could contribute to differences in relative abundances in different depths and times (Hansen et al., <xref ref-type="bibr" rid="B42">1999</xref>; M&#x000F8;ller et al., <xref ref-type="bibr" rid="B74">2006</xref>; Seuthe et al., <xref ref-type="bibr" rid="B99">2011</xref>). Additional trophic interactions were indicated in the summer when primary production was higher and zooplankton were more abundant in surface waters (Seuthe et al., <xref ref-type="bibr" rid="B98">2007</xref>; Forest et al., <xref ref-type="bibr" rid="B34">2011</xref>), with the appearance of the putative copepod parasite <italic>Blastodinium</italic>.</p>
<p>After spring and toward summer, the correlation of some ciliates and dinoflagellates with Chl <italic>a</italic> might also be associated with predation on phytoplankton. Ciliates and dinoflagellates consume from 30% (15.6 g C m<sup>&#x02212;2</sup>) of gross primary production in Amundsen Gulf to as much as 56% in some Arctic fjords (Seuthe et al., <xref ref-type="bibr" rid="B98">2007</xref>; Forest et al., <xref ref-type="bibr" rid="B34">2011</xref>). The availability of light in spring and summer could favor mixotrophy as well. For example, the obligate mixotrophic <italic>Laboea</italic> and most litostomatids, and the potentially plastidic <italic>Scripsiella-like, &#x0201C;</italic>Other <italic>Gyrodinium</italic>,&#x0201D; &#x0201C;Other <italic>Gymnodiniales</italic>,&#x0201D; and <italic>Adenoides</italic> further increased in abundance in the SCM over this period when both light and prey would be available.</p>
</sec>
<sec>
<title>Interannual microzooplankton and the changing arctic</title>
<p>The summer-autumn ciliate and dinoflagellate assemblages tended to be similar in the different years, with a consistent predictable re-establishment of communities most years, despite samples being collected from across a large geographical distance. The SCM in the Beaufort Sea forms near the upper surface of the Pacific Winter Water, which is transported as a distinct entity over long distances (Carmack and Macdonald, <xref ref-type="bibr" rid="B15">2002</xref>). Previous studies consistently show that protist communities in the SCM of Beaufort Sea and Amundsen Gulf change little over geographical space and for a given year are strongly associated with their water mass of origin (e.g., Comeau et al., <xref ref-type="bibr" rid="B19">2011</xref>; Lovejoy and Potvin, <xref ref-type="bibr" rid="B60">2011</xref>; Monier et al., <xref ref-type="bibr" rid="B75">2015</xref>). The strong association with water mass was evident in the two samples collected in July 2008 that were analyzed separately because of differences in sample preparation protocols between the seasonal study and the interannual study. The internannual study was only from the small fraction, while the seasonal study included amplicons from large and small fractions. Despite this, the dinoflagellate and ciliate OTUs from Amundsen Gulf collected 8 July, were similar to those collected further offshore in the Beaufort Sea on 21 July, consistent with both 2008 samples from the same water mass and similar conditions.</p>
<p>Lovejoy et al. (<xref ref-type="bibr" rid="B62">2002</xref>) showed in microcosm experiments in the Arctic that ciliates and dinoflagellates dominated when nutrients were depleted following blooms of large phytoplankton. Ciliates are able to exploit oligotrophic conditions, by grazing on smaller phytoplankton and bacteria either as strict heterotrophs or by way of mixotrophy. By the end of July 2008, the Beaufort Sea SCM was nitrate limited and had the lowest mean phosphate concentrations measured from 2003 to 2010. Overall primary productivity was low (Martin et al., <xref ref-type="bibr" rid="B69">2013</xref>) with small cells (&#x0003C;3 &#x003BC;m) dominating the Chl <italic>a</italic> biomass (Comeau et al., <xref ref-type="bibr" rid="B19">2011</xref>). The mean salinity at the SCM was lower in 2008 compared to the preceding years (2003-2007), which was due to the input of additional freshwater from multi-year ice melt in 2007. This event was part of the ongoing trend in decreasing summer ice extent that has been recorded since the onset of the satellite era. The continuing low ice volume over winter was associated with the 2008 ice break-up 2 weeks before the historic average. This precocious ice breakup stimulated an earlier pelagic spring bloom and earlier depletion of nutrients in the euphotic zone (Forest et al., <xref ref-type="bibr" rid="B34">2011</xref>). These July 2008 conditions were reflected in the microzooplankton assemblage, characterized by the greater prevalence of <italic>Strombidinium, Laboea, Monodinium</italic> sp., other unclassified ciliates and relative decrease in most dinoflagellates, which was also noted in the seasonal data set. The relative abundance of ciliate taxa in the above community gradually returned to earlier levels along with the partial recovery of summer ice extent. At the OTU level, Spirotrichea showed different trends, before and after 2007. Spirotrichea ciliates are obligate mixotrophs, feeding on smaller prey and presumably able to use retained chlorophyte or prymnesiophyte-derived plastids for photosynthesis (Stoecker et al., <xref ref-type="bibr" rid="B108">1988</xref>, <xref ref-type="bibr" rid="B107">2009</xref>; McManus and Katz, <xref ref-type="bibr" rid="B72">2009</xref>). Similar observations were reported by Jiang et al. (<xref ref-type="bibr" rid="B49">2013</xref>) in Western Arctic Ocean where a few ciliate groups became dominant during the 2012 record ice melt, supporting the notion that microzooplankton are highly sensitive to changing physico-chemical regimes, including those associated with low-ice or freshening events.</p>
<p>The mean vertical positions of the SCM and the nitracline in the Beaufort Sea and Amundsen Gulf deepened from 2003 to 2011 (Bergeron and Tremblay, <xref ref-type="bibr" rid="B7">2014</xref>). The increasing distance between the depth at which light is still sufficient for photosynthesis and the nitracline will continue to accelerate under a changing climate regime (Yamamoto-Kawai et al., <xref ref-type="bibr" rid="B116">2008</xref>; McLaughlin and Carmack, <xref ref-type="bibr" rid="B71">2010</xref>; Krishfield et al., <xref ref-type="bibr" rid="B53">2014</xref>), which could drive both the surface and SCM layers to become more nutrient-limited. Such an effect has already been reported for the Canada Basin with an increase in smaller phytoplankton and lower nitrate levels in the upper 200 m (Li et al., <xref ref-type="bibr" rid="B58">2009</xref>). Under these new conditions ciliates and dinoflagellates that are better able exploit smaller prey would be selected for. Our results support recent mesocosm and modeling experiments that suggest that under future conditions, the microzooplankton and microbial loop will become more prominent as efficient intermediates between bacteria-picoplankton and the classical food webs (Skjoldborg et al., <xref ref-type="bibr" rid="B103">2003</xref>; O&#x00027;Connor et al., <xref ref-type="bibr" rid="B82">2009</xref>; Montagnes et al., <xref ref-type="bibr" rid="B78">2010</xref>; Lewandowska et al., <xref ref-type="bibr" rid="B57">2014</xref>; D&#x00027;Alelio et al., <xref ref-type="bibr" rid="B24">2016</xref>).</p>
<p>In summary, this study shows that in Amundsen Gulf, ciliates and dinoflagellates exhibit complex temporal dynamics and are influenced by biological and physico-chemical regulators. Ciliate reads were more abundant in the surface when salinity was lower toward summer while dinoflagellates dominated in the SCM where nutrients and light were available for potential mixotrophic or photosynthetic activity. Despite this strong seasonality, the microzooplankton assemblages were also highly similar every summer from 2003 to 2010 except in 2008, following the 2007 summer ice minimum. Mixotrophic taxa increased drastically when nutrient concentrations were low and small prey were presumably available. Low nutrient-small cell conditions are predicted to occur more frequently in the Arctic, and this may lead to a change in dominant microzooplankton species that link to the classical food webs.</p>
</sec>
</sec>
<sec id="s5">
<title>Author contributions</title>
<p>DO and CL conceived the project. CL and EM collected samples. EM and AC carried out the laboratory work, and pre-processed the sequence data. DO, AC, and CL analyzed the data, DO and CL wrote the manuscript and prepared the figures. MB was responsible oceanographic analysis supervision. All authors commented on the text and agreed to this submission.</p>
</sec>
<sec id="s6">
<title>Funding</title>
<p>The seasonal data was collected during Circumpolar Flaw Lead&#x02014;International Polar Year (CFL-IPY) study supported by the Natural Sciences and Engineering Research Council of Canada (NSERC), and the Network of Centers of Excellence ArcticNet. NSERC Discovery grants and ArcticNet funding to CL facilitated completion of the study. DFLO received scholarships from Universit&#x000E9; Laval and the Canadian Excellence Research Chair&#x02014;Remote Sensing of Canada&#x00027;s New Arctic Frontier (CERC) grant, and additional support from the Fonds de recherche du Qu&#x000E9;bec Nature et Technologies (FRQNT) to Queb&#x000E9;c-Oc&#x000E9;an aided in this research. We also acknowledge support from Compute Canada.</p>
<sec>
<title>Conflict of interest statement</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>
</body>
<back>
<ack><p>The authors acknowledge the help and assistance of staff at the Institute of Ocean Sciences, Department of Fisheries and Oceans Canada, the Captains and Crews of CCGS <italic>Amundsen, Louis S St. Laurent</italic>, and <italic>Wilfred Laurier</italic>. We are also grateful to Jonathan Gagnon and Jean-&#x000C9;ric Tremblay for the nutrient data, and to Ramon Terrado colleagues from ICM, CSIC Barcelona and Marianne Potvin in carrying out some of the sampling and laboratory work.</p>
</ack>
<sec sec-type="supplementary-material" id="s7">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="http://journal.frontiersin.org/article/10.3389/fmars.2017.00016/full#supplementary-material">http://journal.frontiersin.org/article/10.3389/fmars.2017.00016/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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