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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.2019.00284</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>Transcriptome of <italic>Thalassicolla nucleata</italic> Holobiont Reveals Details of a Radiolarian Symbiotic Relationship</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Liu</surname> <given-names>Zhenfeng</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/52117/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Mesrop</surname> <given-names>Lisa Y.</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/579090/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Hu</surname> <given-names>Sarah K.</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/583843/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Caron</surname> <given-names>David A.</given-names></name>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/206438/overview"/>
</contrib>
</contrib-group>
<aff><institution>Department of Biological Sciences, University of Southern California</institution>, <addr-line>Los Angeles, CA</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Virginia M. Weis, Oregon State University, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Manuel Aranda, King Abdullah University of Science and Technology, Saudi Arabia; John Everett Parkinson, SECORE International, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Zhenfeng Liu, <email>zhenfeng.liu1@gmail.com</email></corresp>
<corresp id="c002">David A. Caron, <email>dcaron@usc.edu</email></corresp>
<fn fn-type="other" id="fn002"><p>This article was submitted to Microbial Symbioses, a section of the journal Frontiers in Marine Science</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>06</month>
<year>2019</year>
</pub-date>
<pub-date pub-type="collection">
<year>2019</year>
</pub-date>
<volume>6</volume>
<elocation-id>284</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>08</month>
<year>2018</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>05</month>
<year>2019</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2019 Liu, Mesrop, Hu and Caron.</copyright-statement>
<copyright-year>2019</copyright-year>
<copyright-holder>Liu, Mesrop, Hu and Caron</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>Radiolarians are a group of ubiquitous, yet poorly understood, large protists that often harbor photosymbionts. We studied the solitary radiolarian <italic>Thalassicolla nucleata</italic> by analyzing the transcriptome of its holobiont. We found that <italic>T. nucleata</italic> contained two dinoflagellate symbionts, one photosymbiont <italic>Brandtodinium</italic> sp., and one putative Peridiniales parasite. Through comparisons of gene expressions of <italic>Brandtodinium</italic> sp. and those of a close relative from a free-living culture, we found that the <italic>Brandtodinium</italic> sp. maintained its photosynthetic activities, but altered its carbon metabolism dramatically <italic>in hospite</italic>. Gene expression data also suggested carbon and nitrogen exchange between the host and photosymbiont and that lectin-glycan interaction might play an important role in host-symbiont recognition.</p>
</abstract>
<kwd-group>
<kwd>radiolarian</kwd>
<kwd><italic>Brandtodinium</italic></kwd>
<kwd>transcriptome</kwd>
<kwd>photosymbiosis</kwd>
<kwd>holobiont</kwd>
</kwd-group>
<contract-num rid="cn001">P49802</contract-num>
<contract-sponsor id="cn001">Simons Foundation<named-content content-type="fundref-id">10.13039/100000893</named-content></contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="44"/>
<page-count count="11"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>Radiolarians are single-celled, heterotrophic protists from the phylum Retaria of the supergroup Rhizaria. They are abundant and widespread throughout broad expanses of pelagic oceanic ecosystems, and can account for a significant portion of the planktonic community (<xref ref-type="bibr" rid="B14">Dennett et al., 2002</xref>; <xref ref-type="bibr" rid="B6">Biard et al., 2016</xref>). Defining characteristics for these species are very large cell sizes ranging from tens of micrometers to 1 mm (colonial species can form gelatinous ribbons &#x003E; 1 m in length), skeletons (when present) composed of silica or strontium sulfate, and complex pseudopodial networks (<xref ref-type="bibr" rid="B36">Suzuki and Not, 2015</xref>). Though radiolarians are predatory (<xref ref-type="bibr" rid="B3">Anderson et al., 1984</xref>; <xref ref-type="bibr" rid="B37">Swanberg and Caron, 1991</xref>), they often harbor photosynthetic symbionts including a variety of organisms including dinoflagellates (<xref ref-type="bibr" rid="B21">Gast and Caron, 1996</xref>), prasinophytes (<xref ref-type="bibr" rid="B23">Gast et al., 2000</xref>), and haptophytes (<xref ref-type="bibr" rid="B13">Decelle et al., 2012</xref>). Radiolarians containing photosynthetic symbionts have been shown to have exceptionally high rates of photosynthesis, and it has been demonstrated that photosynthate from the photosymbionts is translocated to the host cytoplasm (<xref ref-type="bibr" rid="B2">Anderson et al., 1983</xref>; <xref ref-type="bibr" rid="B9">Caron et al., 1995</xref>). These studies imply that symbiont-derived photosynthates are an important source of nutrition for their hosts. It is estimated that roughly half of the radiolarian species in oceanic surface waters harbor photosynthetic symbionts, and primary production by the symbionts can account for up to 80% of the carbon budgets of the holobionts (<xref ref-type="bibr" rid="B9">Caron et al., 1995</xref>). Besides photosynthetic symbionts, heterotrophic protists (parasites) can also be found in radiolarian species. The most commonly observed parasites belong to marine alveolates Syndiniales, such as Merodinium, Solenodinium, and Syndinium (<xref ref-type="bibr" rid="B1">Anderson, 1983</xref>; <xref ref-type="bibr" rid="B11">Coats, 1999</xref>; <xref ref-type="bibr" rid="B15">Dolven et al., 2007</xref>).</p>
<p>Despite their ubiquitous and conspicuous presence in the open ocean, radiolarians and their symbionts have been poorly studied, in part because of the large size and highly delicate nature of their cell structure. The most common and well-known symbionts are a group of dinoflagellates originally named <italic>Scrippsiella</italic> spp., phylogenetically related to the photosymbionts found in the hydrozoan, <italic>Velella velella</italic> (<xref ref-type="bibr" rid="B21">Gast and Caron, 1996</xref>, <xref ref-type="bibr" rid="B22">2001</xref>). <xref ref-type="bibr" rid="B34">Probert et al. (2014)</xref> found that photosymbionts from 30 polycystine radiolarian samples across three different orders collected worldwide all had nearly identical 18S rRNA sequences with each other, and with previously described symbionts of radiolarian hosts. These photosymbionts formed a new genus separate from free-living <italic>Scrippsiella</italic> spp., named <italic>Brandtodinium</italic> (<xref ref-type="bibr" rid="B34">Probert et al., 2014</xref>).</p>
<p>The mechanisms of the host-symbiont interaction in radiolarians are largely unknown. Because radiolarians are notoriously difficult to cultivate, knowledge on this topic is very limited compared to other common symbiosis systems involving algae such as those between cnidarians and <italic>Symbiodiniaceae.</italic> However, there have been at least two attempts to study radiolarian holobionts using genetic methods. <xref ref-type="bibr" rid="B20">Gast et al. (2003)</xref> recovered a few genes related to photosymbiosis from the solitary radiolarian, <italic>Thalassicolla nucleata</italic>, using suppression subtractive hybridization. More recently, <xref ref-type="bibr" rid="B4">Balzano et al. (2015)</xref> used high-throughput sequencing to obtain transcriptomes of three radiolarian holobionts bearing photosymbionts. The latter authors recovered thousands of genes, and concluded that the interactions of glycans and c-type lectins might be important in host/photosymbiont recognition in radiolarians.</p>
<p>In this study, we obtained the transcriptome of the <italic>T. nucleata</italic> holobiont using Next-Generation sequencing technologies. We observed not one but two dinoflagellates in single host cells, a photosymbiont and a putative parasite. Transcripts of the photosymbiont <italic>in hospite</italic> were bioinformatically separated and compared to those of a free-living culture of the same species. We found that genes related to cell growth and most carbon metabolism pathways were down-regulated <italic>in hospite</italic>, even though expression of photosynthesis genes were largely unchanged. We found evidence suggesting nutrient exchange, of both carbon and nitrogen, between the host and photosymbiont.</p>
</sec>
<sec id="s1" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec><title>Collection of <italic>T. nucleata</italic> Holobionts</title>
<p>Single <italic>T. nucleata</italic> cells were collected from Station ALOHA (A Long-Term Oligotrophic Habitat Assessment; 2&#x00B0; 45&#x2032;N, 158&#x00B0; 00&#x2032;W) located 100 km north of Oahu, Hawaii aboard the R/V Kilo Moana. Plankton cells were gently collected by conducting drift tows (ship not underway) using a 1 mm mesh plankton net (Sea-Gear Corporation, Melbourne, FL, United States) from the side of the vessel for a duration of 10 min. Plankton cells were sorted manually from the plankton net tow using a dissecting microscope (Leica Wild M10 Stereo Dissecting Microscope). Solitary radiolarians were individually transferred into a multi-welled culture dish filled with 0.22 um-filtered seawater, incubated for 12 h, during which time they were moved twice to newly filtered seawater. This procedure allowed hosts to clear themselves of any prey and other organisms that might cause contamination in downstream analysis. All specimens subsequently used for sequencing recovered fully in the lab and exhibited large numbers of photosymbionts present in their pseudopodial networks (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>A micrograph of <italic>T. nucleata</italic> holobiont showing photosymbionts in its pseudopodial network.</p></caption>
<graphic xlink:href="fmars-06-00284-g001.tif"/>
</fig>
</sec>
<sec><title>RNA Extraction, Library Construction, and Sequencing</title>
<p>After undergoing a thorough wash with filtered seawater, four individual <italic>T. nucleata</italic> cells were transferred into a single sterile 2.0 ml cyrovial tube. Approximately 1.5 ml of RLT buffer (Qiagen, #79216, add 1% &#x03B2;-Mercaptoethanol) was added to the cyrovial, along with 0.2 &#x03BC;l of sterile beads (BioSpec, #1107915) and flash frozen in liquid nitrogen. Cryovials were stored at &#x2212;80&#x00B0;C before processing. Further homogenization was facilitated through mechanical bead beating for 5 min and 20 shakes/min (TissueLyser II, Qiagen, #85300). Immediately following cell lysis, the lysate was transferred to a Qiagen RNeasy Micro Column and total RNA was isolated from the sample using Qiagen RNeasy Micro Kit following the manufacturer&#x2019;s protocol. Total RNA integrity was assessed using a Fragment Analyzer (Advanced Analytical Technology). Total RNA had a RNA Quality Number (RQN) of 6.3 and quantified with Qubit 3.0 RNA High Sensitivity Assay. Total RNA was stored at &#x2212;80&#x00B0;C until further processing.</p>
<p>cDNA synthesis and amplification were performed following the manufacturer&#x2019;s protocol for the SMART-Seq V4 Ultra Low Input RNA kit (Clontech) with 18 cycles in the primary PCR. Most of the rRNA was removed during the process via poly-A tail selection. The resulting cDNA library was quality checked with Agilent 2100 Bioanalyzer using a High Sensitivity DNA chip and quantified with Qubit 3.0 DNA High Sensitivity Assay. The cDNA library was multiplexed and prepared for Illumina sequencing using Nextera XT Index Kit (Ilumina, # FC-131-1001) followed by a bead clean up (AMPure, Beckman Coulter #A63881). The sequencing was performed on a single lane of an Illumina HiSeq-2500 sequencer (UPC Genome Core, USC, Los Angeles, CA, United States). A total of 58.3 million paired-end reads were generated. The original data can be accessed through the Sequence Read Archive using the accession number <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="SRP154215">SRP154215</ext-link>.</p>
</sec>
<sec><title>Assembly and Annotation</title>
<p>All reads were quality trimmed and filtered; Illumina adapter sequences were removed using Trimmomatic v. 0.32 (<xref ref-type="bibr" rid="B7">Bolger et al., 2014</xref>). Reads that could be mapped onto the PhiX genome were also removed (artifact from sequencing). All remaining reads were assembled using Trinity v. 2.1.1 (<xref ref-type="bibr" rid="B24">Grabherr et al., 2011</xref>) with minimum transcript length set as 250 bp. Reads were mapped back to the assembly and read counts were calculated using RSEM v. 1.2.29 (<xref ref-type="bibr" rid="B31">Li and Dewey, 2011</xref>) with bowtie2 (<xref ref-type="bibr" rid="B30">Langmead and Salzberg, 2012</xref>). Transcripts with less than 5 aligned reads were discarded. Ribosomal RNA transcripts were identified by BLASTN against the SILVA database release 123. Chloroplast and mitochondrial transcripts were identified by BLASTX and BLASTN against <italic>Heterocapsa triquetra</italic>, <italic>Breviolum minutum</italic> (formerly known as <italic>Symbiodinium minutum)</italic> and <italic>Scrippsiella</italic> spp. chloroplast and mitochondrial DNA and protein sequences found in Genbank (see <xref ref-type="supplementary-material" rid="SM4">Supplementary Material</xref> for sequences). These sequences were set aside and not analyzed (see <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref> for summary statistics of different types of transcripts).</p>
<p>The remaining sequences, presumably mRNA transcripts, were searched against a custom database containing all Marine Microbial Eukaryote Transcriptome Sequencing Project (MMETSP) transcriptomes and additional aquatic protistan genomes and transcriptomes (details described in <xref ref-type="bibr" rid="B27">Hu et al., 2018</xref>) using DIAMOND v. 0.8.28 (<xref ref-type="bibr" rid="B8">Buchfink et al., 2015</xref>). For each transcript, all hits with a bitscore &#x003E;90% of the highest bitscore were kept. If all those hits were from dinoflagellate sources, the transcript was considered a dinoflagellate transcript. The same procedure was performed to obtain radiolarian transcripts. The GC content of the resulting transcripts were plotted to show a clear difference between dinoflagellate and radiolarian transcripts.</p>
<p>A Gaussian Mixture Model with two components was fitted to the distribution of GC contents of all mRNA transcripts. All transcripts were then predicted to belong to one of the two components based on the model. Only predictions with &#x003E;99% confidence were accepted, the rest were deemed uncertain and were not analyzed further.</p>
<p>A chimera identification and removal procedure was carried out for all dinoflagellate transcripts using methods and scripts described in <xref ref-type="bibr" rid="B43">Yang and Smith (2013)</xref> and using 30 Peridiniales transcriptomes found in MMETSP as reference. This procedure removed 468 transcripts.</p>
<p>Dinoflagellate transcripts were then aligned to <italic>Brandtodinium nutricula</italic> RCC 3387 (MMETSP1462) transcriptome assembly (<xref ref-type="bibr" rid="B28">Johnson et al., 2018</xref>) with BLASTN using a 90% identity cutoff and 50% coverage cutoff for the shorter sequence. Transcripts aligned to the <italic>B. nutricula</italic> transcriptome were considered <italic>Brandtodinium</italic> sequences. These cutoffs were determined using test transcriptomes of related dinoflagellates such as <italic>Scrippsiella</italic> spp., <italic>Heterocapsa</italic> spp., and <italic>Azadinium spinosum</italic> to ensure that the false positive rate of being identified as <italic>Brandtodinium</italic> was low (around 1%) while maximizing the number of transcripts identified as <italic>Brandtodinium</italic> (see <xref ref-type="supplementary-material" rid="SM2">Supplementary Table 2</xref>). Sequences not aligned to <italic>B. nutricula</italic> most likely belonged to a parasitic dinoflagellate, as described below, but could also contain some <italic>Brandtodinium</italic> transcripts since recruitment of <italic>Brandtodinium</italic> sequences using <italic>B. nutricula</italic> transcriptome was unlikely to be complete.</p>
<p>Coding and protein sequences were predicted from all mRNA transcripts using TransDecoder v. 2.0 (<xref ref-type="bibr" rid="B26">Haas et al., 2013</xref>). Functional annotation of the predicted proteins were obtained by HMM searches against Pfam and TIGRFAM databases, and by searches against KEGG database using KAAS server (<xref ref-type="bibr" rid="B33">Moriya et al., 2007</xref>).</p>
</sec>
<sec><title>18S rRNA Sequence Analysis</title>
<p>To validate the identity of the host and symbionts, nearly full length 18S rRNA sequences of the three organisms were PCR amplified from the extracted holobiont cDNA using primers 5&#x2032;-GTACAAAGGACAGGGACGCA-3&#x2032; and 5&#x2032;-TCCTGCCAGTAGTCATACGC-3&#x2032; for <italic>T. nucleata</italic>, 5&#x2032;-ACACGGCAAAACTGCGAATG-3&#x2032; and 5&#x2032;-GCGGCAGCTTTCAGGAACT-3&#x2032; for <italic>Brandtodinium</italic>, and 5&#x2032;-ATACGGCGAAACTGCGAATG-3&#x2032; and 5&#x2032;-TCCGCAGAAAAACTGGGTAA-3&#x2032; for the putative parasite. Primers were designed based on transcriptome assemblies. Amplicons were sequenced using Sanger sequencing. Sequences were aligned with other relevant dinoflagellate and radiolarian sequences that were also close to full length using MUSCLE (<xref ref-type="bibr" rid="B16">Edgar, 2004</xref>). The alignment was manually curated to remove poorly aligned positions defined as positions where more than half of the sequences were gaps. A phylogenetic tree was generated using the maximum likelihood method with default settings using MEGA7 (<xref ref-type="bibr" rid="B29">Kumar et al., 2016</xref>).</p>
</sec>
<sec><title>Comparison With <italic>B. nutricula</italic> Transcriptome</title>
<p>Original reads of the <italic>B. nutricula</italic> RCC3387 (MMETSP1462) transcriptome were downloaded from iMicrobe<sup><xref ref-type="fn" rid="fn01">1</xref></sup>. Its transcriptome assembly were downloaded from <xref ref-type="bibr" rid="B28">Johnson et al. (2018)</xref>. The same pipeline of read alignment, read count generation, rRNA/chloroplast/mitochondria sequence identification, protein prediction and annotation described above was also applied to the MMETSP1462 transcriptome. To compare gene expression of the two different <italic>Brandtodinium</italic> species/strains, homologous gene clusters were first generated by using the MCL algorithm (<xref ref-type="bibr" rid="B17">Enright et al., 2002</xref>). Both transcriptome assemblies were combined, an all-vs.-all BLASTN was conducted with 90% identity cutoff and 50% coverage cutoff of the shorter sequence. Alignment identity multiplied by coverage of the shorter sequence was used as edge weights and an inflation parameter of 1.5 was used (<xref ref-type="bibr" rid="B18">Fischer et al., 2011</xref>). Only clusters with transcripts from both organisms were extracted and analyzed. Read counts of transcripts from the same organism and cluster were summed and used as input for differential gene expression analysis using edgeR v. 3.6 (<xref ref-type="bibr" rid="B35">Robinson et al., 2010</xref>) with a BCV of 0.4 (<xref ref-type="bibr" rid="B10">Chen et al., 2014</xref>). Gene clusters that were significantly (FDR &#x003C; 0.05) differentially expressed between the two organisms were extracted.</p>
</sec>
</sec>
<sec><title>Results</title>
<sec><title>Holobiont Identities Based on 18S rRNA Sequences</title>
<p>Three 18S rRNA sequences with significant read counts were found in the <italic>de novo</italic> transcriptome assembly. In addition to the two expected sequences, which were those of <italic>T. nucleata</italic> and of <italic>Brandtodinium</italic> sp., the 18S rRNA sequence of a second dinoflagellate species was also found. The sequence of this second dinoflagellate is almost identical to those of the non-photosynthetic, potentially parasitic dinoflagellate previously found in <italic>T. nucleata</italic> (<xref ref-type="bibr" rid="B19">Gast, 2006</xref>). Additionally, the closest (98&#x2013;99% similar) known relatives of this putative parasite were those found in two nassellarian species, <italic>Androcyclas gamphonyca</italic> and <italic>Ceratospyris hyperborea</italic> (<xref ref-type="bibr" rid="B15">Dolven et al., 2007</xref>). Phylogenetic analysis revealed that these putative parasites were not related to Syndiniales, which are widespread and well-known protistan parasites (<xref ref-type="bibr" rid="B25">Guillou et al., 2008</xref>), but are more closely related to other Peridiniales (<xref ref-type="fig" rid="F2">Figure 2A</xref>). The 18S rRNA sequence of the photosynthetic symbiont was almost identical to those of <italic>B. nutricula</italic> (formerly known as <italic>Scrippsiella nutricula</italic>) found in radiolarians (<xref ref-type="bibr" rid="B21">Gast and Caron, 1996</xref>; <xref ref-type="fig" rid="F2">Figure 2A</xref>). Sequences of many <italic>Brandtodinium</italic> species from the <xref ref-type="bibr" rid="B34">Probert et al. (2014)</xref> study were shorter and therefore not included in our phylogenetic tree, but they were also more than 99% similar to our photosymbiont sequence (<xref ref-type="fig" rid="F2">Figure 2A</xref>). The 18S rRNA sequences of the two dinoflagellates within <italic>T. nucleata</italic> were &#x223C;97% similar to each other.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Phylogenetic tree of the 18S rRNA genes from <bold>(A)</bold> the two dinoflagellate symbionts and <bold>(B)</bold> <italic>T. nucleata</italic>, and related organisms. The trees were inferred by the maximum likelihood method based on the Tamura&#x2013;Nei model. Branch lengths were drawn to scale, with branch lengths measured in the number of substitutions per site. The percentage of trees supporting the tree topology among 100 bootstrap trees were shown next to nodes, support below 50% was not shown. The analyses involved 28 <bold>(A)</bold> and 14 <bold>(B)</bold> nucleotide sequences and there were a total of 1561 <bold>(A)</bold> and 1145 <bold>(B)</bold> positions in the dataset. Sequences from this study were underlined. The reference sequences and taxonomic groupings illustrated in the figures were adapted from <xref ref-type="bibr" rid="B19">Gast (2006)</xref> and <xref ref-type="bibr" rid="B5">Biard et al. (2015)</xref>.</p></caption>
<graphic xlink:href="fmars-06-00284-g002.tif"/>
</fig>
<p>The 18S rRNA sequence of <italic>T. nucleata</italic> was &#x003E;99% similar to that of <italic>T. nucleata</italic> described in <xref ref-type="bibr" rid="B44">Zettler et al. (1998)</xref>. We compared these two sequences with reference sequences of the three main groups of polycystine radiolarians according to <xref ref-type="bibr" rid="B5">Biard et al. (2015)</xref>. <italic>T. nucleata</italic> did not appeared to be closely related to any of the reference sequences or any of the <italic>Thalassicolla</italic> sequences generated by <xref ref-type="bibr" rid="B5">Biard et al. (2015)</xref>. Out of the three main groups, <italic>T. nucleata</italic> was more similar to <italic>Collosphaeridae</italic> than the other two (<xref ref-type="fig" rid="F2">Figure 2B</xref>).</p>
</sec>
<sec><title>Transcript Binning</title>
<p><italic>De novo</italic> assembly of the holobiont transcriptome generated 435,985 transcripts, totaling 310,563,069 bp, with a N50 of 996 bp. After filtering out transcripts with low read support, and separating transcripts of rRNA, chloroplast and mitochondrial origin, 262,445 transcripts remained. The GC content of filtered transcripts clearly exhibited a bimodial distribution (<xref ref-type="fig" rid="F3">Figure 3A</xref>). The likely taxonomy of the origin of these transcripts was obtained by database searches. Transcripts that were most similar to dinoflagellates in the database had much higher GC% (66.0%) than those most similar to radiolarians (41.8%), and their combined GC% distributions were similar to that of the whole transcriptome (<xref ref-type="fig" rid="F3">Figure 3B</xref>). Therefore, transcripts were statistically separated into three bins: the high GC% dinoflagellate bin, which consisted of 99,580 sequences, and the low GC% <italic>T. nucleata</italic> bin, which consisted of 140,628 sequences, and a third bin whose source could not be confidently assigned (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Distribution of GC content of <bold>(A)</bold> all assembled transcripts that met filtering criteria and <bold>(B)</bold> transcripts with taxonomy assignments of either dinoflagellate or radiolarian.</p></caption>
<graphic xlink:href="fmars-06-00284-g003.tif"/>
</fig>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Summary statistics of assembled transcripts of <italic>T. nucleata</italic> after filtering and binning.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"></th>
<th valign="top" align="center"><italic>T. nucleata</italic></th>
<th valign="top" align="center" colspan="2">Dinoflagellate<hr/></th>
<th valign="top" align="center">Uncertain</th>
</tr>
<tr>
<th valign="top" align="left"></th>
<th valign="top" align="center"></th>
<th valign="top" align="center"><italic>Brandtodinium</italic></th>
<th valign="top" align="center">Dinoflagellate parasite and others</th>
<th valign="top" align="center"></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">No. of transcripts</td>
<td valign="top" align="center">140,628</td>
<td valign="top" align="center">31,079</td>
<td valign="top" align="center">68,501</td>
<td valign="top" align="center">22,237</td>
</tr>
<tr>
<td valign="top" align="left">No. of aligned reads<sup>a</sup></td>
<td valign="top" align="center">13,703,995</td>
<td valign="top" align="center">11,780,144</td>
<td valign="top" align="center">9,157,884</td>
<td valign="top" align="center">1,913,993</td>
</tr>
<tr>
<td valign="top" align="left">% of transcripts with annotation</td>
<td valign="top" align="center">32.3%</td>
<td valign="top" align="center">48.9%</td>
<td valign="top" align="center">31.5%</td>
<td valign="top" align="center">Annotation not done</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>Transcripts were first separated into T. nucleata, Dinoflagellate, and uncertain bins using GC% of the transcripts. Dinoflagellate transcripts were then aligned to B. nutricula transcriptome to recruit most, but not all Brandtodinium transcripts. Those not aligned were considered &#x201C;dinoflagellate parasite and others&#x201D;. <sup>a</sup>Number of aligned reads determined using RSEM.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p><italic>Brandtodinium</italic> transcripts were further separated from the dinoflagellate bin by aligning sequences to the transcriptome assembly of <italic>B. nutricula</italic> RCC 3387 in its free-living state. Sequences (31,079) that were highly similar (&#x003E;90%) to those of <italic>B. nutricula</italic> RCC 3387 were considered <italic>Brandtodinium</italic> transcripts. The recruitment of sequences to the <italic>Brandtodinium</italic> reference is thought to be an underestimate as the reference transcriptome originates from a separate strain cultivated in a different living condition. Therefore, the sequences that were not recruited were considered a mixture of transcripts from <italic>Brandtodinium</italic> and the putative parasite. A number of other bioinformatic approaches including expression level-based and tetranucleotide frequency-based methods were attempted to separate the transcripts of the two dinoflagellates, but were unsuccessful because of the nature of transcriptome assembly (shorter sequences) and the similarity between the two organisms. A summary of the statistics of the different transcript bins is listed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
</sec>
<sec><title>Differential Gene Expression of <italic>Brandtodinium</italic> sp. <italic>in hospite</italic></title>
<p>Relative gene expression levels of <italic>Brandtodinium</italic> sp. were compared with those of <italic>B. nutricula</italic> in the free-living state. Significant differences were observed in several pathways and functions. In all, 19,987 homologous gene clusters were compared between the two transcriptomes, and 8,598 of them had significantly different expression levels between the two (FDR &#x003C; 0.05). Among them, 5,091 gene clusters had lower expression levels <italic>in hospite</italic>, while 3,507 had higher expression levels <italic>in hospite</italic>.</p>
<p>Almost all genes encoding eukaryotic ribosomal proteins were expressed at a lower level <italic>in hospite</italic> compared to the free-living state (<xref ref-type="fig" rid="F4">Figure 4A</xref>). Other pathways related to RNA and protein production such as spliceosome, and aminoacyl-tRNA biosynthesis were also mostly down-regulated <italic>in hospite</italic> (<xref ref-type="fig" rid="F4">Figure 4B,C</xref>). In contrast to eukaryotic ribosomal genes, genes encoding chloroplast and mitochondrial ribosomes had similar expression levels between the two lifestyles (<xref ref-type="fig" rid="F4">Figure 4D</xref>). Among photosynthesis genes, more gene clusters were up-regulated (13) than were down-regulated (6) <italic>in hospite</italic> (<xref ref-type="fig" rid="F4">Figure 4E</xref>). The Calvin cycle, which is responsible for photosynthetic carbon fixation, shares a lot of genes with other carbon metabolism pathways such as glycolysis and pentose phosphate pathway. Most Calvin cycle genes were expressed at lower levels <italic>in hospite</italic>, however, the most important and most highly expressed gene in the pathway, rbcL encoding RuBisCO, was unchanged between the two living states (labeled in <xref ref-type="fig" rid="F4">Figure 4F</xref>). Most of the genes involved in carbon metabolism were expressed at a lower level <italic>in hospite</italic>. Specifically, most glycolysis/gluconeogenesis genes, including the fructose-1,6-bisphosphatase (fbp) which is the specific gene for gluconeogenesis, were down-regulated (<xref ref-type="fig" rid="F4">Figure 4G</xref>). The same was true for most TCA cycle genes including citrate synthase (CS, <xref ref-type="fig" rid="F4">Figure 4H</xref>). The majority of fatty acid biosynthesis genes exhibited the same pattern (<xref ref-type="fig" rid="F4">Figure 4I</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Relative expression levels of genes of selected pathways in <italic>Brandtodinium</italic> sp. in symbiosis with <italic>T. nucleata</italic> compared to those of <italic>B. nutricula</italic> in the free-living state. Log 2 values of counts per million (CPM) were plotted. Red dots represent gene clusters that were significantly differentially expressed between the two conditions. Gray dots indicate those that were not. The number of gene clusters that were either up-regulated or down-regulated (<italic>N</italic><sub>DE</sub>) are shown. rbcL, Ribulose bisphosphate carboxylase large subunit; fbp, fructose-1,6-bisphosphatase; CS, citrate synthase; serA, 2-oxoglutarate reductase; serB, phosphoserine phosphatase; serC, phosphoserine aminotransferase; glyA, glycine hydroxymethyltransferase; NR, nitrate reductase; GS, glutamine synthetase; GOGAT, glutamate synthase.</p></caption>
<graphic xlink:href="fmars-06-00284-g004.tif"/>
</fig>
<p>Genes involved in amino acid biosynthesis were mostly down-regulated <italic>in hospite</italic> (<xref ref-type="fig" rid="F4">Figure 4J</xref>), but a small number of them displayed increased expression levels, including the three genes responsible for serine biosynthesis, serABC, and glyA; the latter is responsible for glycine biosynthesis (<xref ref-type="fig" rid="F4">Figure 4J</xref>, <xref ref-type="fig" rid="F5">5</xref>). Genes involved in nitrogen metabolism had varied expression patterns which appeared to be related to the different substrate with which they interact. Nitrate transporter, nitrate reductase, and nitrite reductase (NR) were all down-regulated <italic>in hospite</italic>. In contrast, genes responsible for ammonium uptake, namely glutatmine synthetase and glutamate synthase (GS and GOGAT), were up-regulated (<xref ref-type="fig" rid="F4">Figure 4K</xref>). Among genes involved in glycan biosynthesis, for example, N-glycan biosynthesis (<xref ref-type="fig" rid="F4">Figure 4L</xref>), more genes were up-regulated than were down-regulated. A similar trend was observed for O-glycan and glycan precursor biosynthesis (data not shown).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Conceptual model of the interaction of the holobiont involving <italic>T. nucleata</italic> and <italic>Brandtodinium</italic> sp. inferred from transcriptome data in this study. Blue arrows and text represent genes that were down-regulated in symbiosis compared to the free-living state; Red ones represent genes that were up-regulated; Gray ones represent those that were unchanged. tpi, Triose phosphate isomerase; serABC, 2-oxoglutarate reductase, phosphoserine phosphatase, and phosphoserine aminotransferase; glyA, glycine hydroxymethyltransferase; GS, glutmine synthetase; GOGAT, glutamate synthase.</p></caption>
<graphic xlink:href="fmars-06-00284-g005.tif"/>
</fig>
</sec>
<sec><title><italic>T. nucleata</italic> Transcripts</title>
<p><italic>Thalassicolla nucleata</italic> transcripts accounted for more than half of the filtered assembled transcriptome (<xref ref-type="table" rid="T1">Table 1</xref>), yet more than half of the transcripts did not have any functional annotation. Genes encoding structural proteins such as tubulin were among the most highly expressed genes. 56 transcripts encoding c-type lectins were found in the <italic>T. nucleata</italic> transcriptome and one of them was among the 100 most highly expressed transcripts. Several nitrogen metabolism genes including two glutamate dehydrogenases, two ammonium transporters, a glutamine synthetase, and an amino acid transporter were among the 500 most highly expressed transcripts (see <xref ref-type="supplementary-material" rid="SM3">Supplementary Table 3</xref>). Nitrate reduction genes were not found in the <italic>T. nucleata</italic> transcriptome.</p>
</sec>
</sec>
<sec><title>Discussion</title>
<sec><title>A Holobiont With Two Dinoflagellate Symbionts</title>
<p>The presence of photosymbionts and parasites in <italic>T. nucleata</italic> has been documented multiple times. Indeed, our identification of the photosymbiont, a <italic>Brandtodinium</italic> sp., was consistent with previous studies (<xref ref-type="bibr" rid="B21">Gast and Caron, 1996</xref>, <xref ref-type="bibr" rid="B22">2001</xref>; <xref ref-type="bibr" rid="B34">Probert et al., 2014</xref>), as the rRNA gene sequence of the photosymbiont from the host in this study was nearly identical to sequences obtained in those studies. However, most observations of parasites in <italic>T. nucleata</italic> and other radiolarians have been most closely related to Syndiniales species, with only one exception. <xref ref-type="bibr" rid="B19">Gast (2006)</xref> reported a colorless dinoflagellate being released from disintegrated central capsules of <italic>T. nucleata</italic>. The putative parasite was not related to Syndiniales, but rather was closer to Peridiniales. That observation was confirmed in our study. The 18S rRNA sequence of this putative parasite was most closely related to two other dinoflagellates found in two different polycystine radiolarians (<xref ref-type="bibr" rid="B15">Dolven et al., 2007</xref>). This suggests the existence of a genus within Peridiniales that, similar to some Syndiniales species, specializes as parasites of radiolarians (<xref ref-type="fig" rid="F2">Figure 2</xref>). It is not clear how widespread these parasites are, however, the study of <xref ref-type="bibr" rid="B21">Gast and Caron (1996)</xref> was conducted on specimens collected from the North Atlantic while specimens in the present study were collected in the North Pacific, implying a very broad geographic distribution. In an 18S rRNA survey of 30 different polycystine radiolarians, no parasite 18S sequences were reported (<xref ref-type="bibr" rid="B34">Probert et al., 2014</xref>), even though the primers used in the study should have amplified 18S rRNA of the parasites. One explanation for this is that the parasites were not detected simply because their particular hosts were not sampled, suggesting the relationships between the parasites and hosts are more specific than those between the photosymbionts and hosts. Nevertheless, our results showed that a Peridiniales parasite is a third player in the radiolarian-dinoflagellate association, at least in some species, and a potentially important interaction that should be considered in future studies.</p>
</sec>
<sec><title>Identifying the Photosymbiont Transcriptome</title>
<p>Studying the transcriptome of the radiolarian holobiont is a challenge because these associations are difficult to access with their exclusively open ocean distributions. Additionally, specimens are often a complex mixture of organisms (e.g., captured prey in their pseudopodial networks) (<xref ref-type="bibr" rid="B4">Balzano et al., 2015</xref>). As a result, we presently lack reference genomes/transcriptomes, especially of the radiolarians. In our study, there was a very large difference of GC% (&#x003E;24%) between the radiolarian and dinoflagellate sequences. That difference allowed us to separate radiolarian from dinoflagellate sequences with confidence. Depending on the GC% of the host, this approach may be suitable for studying the transcriptomes of other radiolarian holobionts; while the GC% of <italic>Brandtodinium</italic> spp. in various polycystine hosts is expected to be similar to the 66% observed here, the GC% of radiolarians varies widely from &#x223C;45 to &#x223C;55% in different species (<xref ref-type="bibr" rid="B4">Balzano et al., 2015</xref>). Recently, a k-mer based similarity method showed promise in separating transcripts of host and photosymbiont in <italic>Collozoum</italic> sp. holobiont (<xref ref-type="bibr" rid="B32">Meng et al., 2018</xref>). Such approaches may be good alternatives when there is not enough separation in GC%.</p>
<p>Our tranascriptomic analysis was complicated by the presence of a putative parasite that was closely related to <italic>Brandtodinium</italic> sp. Fortunately, the <italic>B. nutricula</italic> transcriptome from MMETSP allowed us to recruit <italic>Brandtodinium</italic> sp. transcripts and compare them to those derived from the transcriptome obtained from a free-living culture. However, this comparison between the two <italic>Brandtodinium</italic> species had its own challenges. This comparison was in no way an ideal or even typical comparative transcriptome study. The strains compared, the media used, the sample collection and library preparation protocols, and the sequencing platforms in the two studies were all different. These differences could all contribute to differences in gene expression in ways that have nothing to do with symbiosis. For example, the two different strains could have different gene pools and different baseline gene expression; <italic>B. nutricula</italic> was grown in L1 media, which had far higher nitrate and phosphate concentration than surface ocean waters. In an effort to take these differences into account in our analysis, we used a very large biological coefficient of variation (BCV) when comparing gene expression. A larger BCV is suitable for comparing different individuals of the same species for statistical analyses, allowing us to account for the larger systemic noises and biases caused by those differences. Additionally, we largely drew our inferences based on patterns observed in pathways and groups of genes, not individual genes. When discussing the reasons behind an observed gene expression pattern, we always try to consider the above-mentioned difference first (see below). Nevertheless, we recognize that conclusions of gene expression patterns in this study will need to be verified in better controlled experiments in the future.</p>
</sec>
<sec><title>Metabolic Differences of the Photosymbiont <italic>in hospite</italic></title>
<p>The most remarkable differences in gene expression of <italic>Brandtodinium</italic> sp. between the free-living and symbiotic states was the dramatic decrease of genes involved in RNA and protein synthesis <italic>in hospite</italic>. An overwhelming majority of ribosome genes were down-regulated <italic>in hospite</italic> (48 out of 52 genes, <xref ref-type="fig" rid="F4">Figure 4A</xref>). The expression patterns of spliceosome genes and aminoacyl-tRNA biosynthesis genes were similar to that of ribosome genes in that they were also largely down-regulated (<xref ref-type="fig" rid="F4">Figure 4B,C</xref>). Taken together, these results imply that the growth of <italic>Brandtodinium</italic> sp. is suppressed inside the host, a finding that is consistent with reports from other host-photosymbiont systems. In cnidaria-<italic>Symbiodiniaceae</italic> symbiosis, <italic>Symbiodiniaceae</italic> grow much slower <italic>in hospite</italic> than in culture, and it is hypothesized that a reduced growth rate might be imposed and regulated by the host (reviewed by <xref ref-type="bibr" rid="B12">Davy et al., 2012</xref>). However, it is important to recognize that the laboratory conditions under which the free-living <italic>B. nutricula</italic> were grown might have been much more favorable for growth and reproduction compared to conditions in the host&#x2019;s cytoplasm. The growth rates of the symbionts in radiolarian hosts have not been measured, and it remains an interesting question whether intracellular existence in the host is beneficial or detrimental with respect to symbiont growth rates.</p>
<p>In contrast to the eukaryotic ribosomal genes, prokaryotic ribosomal genes (i.e., chloroplast and mitochondrial ribosomal genes) did not exhibit large changes in expression between the free-living and <italic>in hospite</italic> conditions (<xref ref-type="fig" rid="F4">Figure 4D</xref>). This result suggested that the photosymbiont maintained similar activities in its chloroplast and mitochondrion relative to its free-living state. Consistent with this interpretation, the expression levels of photosynthesis genes were similar between the two conditions, if not slightly higher <italic>in hospite</italic> (<xref ref-type="fig" rid="F4">Figure 4E</xref>). Expression of carbon fixation genes was more difficult to infer because the Calvin cycle largely overlaps with other carbon metabolism pathways. Yet the expression of the gene encoding RuBisCO, arguably the most important gene expressed in these pathways, remained unchanged between the two conditions (<xref ref-type="fig" rid="F4">Figure 4F</xref>). These data suggested that photosynthetic activities were likely similar between the two conditions.</p>
<p>The significant discordance between the expression patterns of photosynthesis genes and cell growth-related genes suggested a different fate for fixed carbon <italic>in hospite.</italic> We examined various metabolic pathways that could act as a carbon sink for the photosymbiont. Most of the differentially expressed genes in glycolysis/gluconeogenesis pathway were down-regulated <italic>in hospite</italic> (<xref ref-type="fig" rid="F4">Figure 4G</xref>), including the key gene in making sugar, fructose-1,6-bisphosphatase, and the key gene in making glycerol, triose phosphate isomerase (<xref ref-type="fig" rid="F5">Figure 5</xref>). These findings imply that neither sugar nor glycerol were the likely destination of carbon fixed by the photosymbiont. Similar patterns (largely down-regulation <italic>in hospite</italic>) were observed in TCA cycle genes (<xref ref-type="fig" rid="F4">Figure 4H</xref>) and fatty acid biosynthesis genes (<xref ref-type="fig" rid="F4">Figure 4I</xref>), suggesting that respiration and fatty acid/lipid synthesis were also unlikely routes of increased organic carbon flux. While the expression levels of amino acid biosynthesis were lower <italic>in hospite</italic> overall (<xref ref-type="fig" rid="F4">Figure 4J</xref>), genes involved in the synthesis of specific amino acids including serine and glycine were higher (<xref ref-type="fig" rid="F5">Figure 5</xref>). Collectively, these data seemed to imply that certain amino acids might be produced more than others in the photosymbiont. Though, we caution this deduction was based on the observation of only a few genes, and would require more evidence in future studies.</p>
</sec>
<sec><title>Nutrient Exchange Between Host and Photosymbiont</title>
<p>The nature of organic carbon and nutrient exchange between hosts and their photosymbionts is one of the most central questions in understanding these associations. It has been concluded in other symbiotic interactions involving dinoflagellates that these photosymbionts released a variety of compounds including glucose, glycerol, small organic acids, amino acids, and lipids to the hosts (<xref ref-type="bibr" rid="B38">Wang and Douglas, 1999</xref>; <xref ref-type="bibr" rid="B40">Whitehead and Douglas, 2003</xref>; <xref ref-type="bibr" rid="B12">Davy et al., 2012</xref>). Similar processes (or some subset of them) are presumably occurring in radiolarian holobionts because these associations have exceptionally high rates of photosynthetic activity, with symbionts contributing up to &#x223C;80% of the overall carbon budgets (<xref ref-type="bibr" rid="B9">Caron et al., 1995</xref>). However, as noted above, patterns of gene expression in the present study did not support an important role for sugar, glycerol or fatty acid biosynthesis as major pathways for production and translocation of organic carbon to the host <italic>in hospite</italic>. There was only limited support for increased production of specific amino acids. We therefore hypothesize that amino acids might be at least one of the predominant forms of translocated compounds to the host in <italic>T. nucleata</italic> (<xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<p>If amino acids constitute the major form of translocated carbon from photosymbiont to host in the radiolarian, then a mechanism for transporting nitrogen back into the photosymbiont should also exist. In agreement with this expectation, we observed dramatic changes in the expression of nitrogen metabolism genes of the photosymbiont <italic>in hospite</italic>. Genes related to nitrate reduction were all down-regulated, but genes involved in ammonium uptake were all up-regulated (<xref ref-type="fig" rid="F4">Figure 4K</xref>, <xref ref-type="fig" rid="F5">5</xref>). This was at least partially due to the fact that <italic>B. nutricula</italic> was grown in L1 media with nitrate as the only nitrogen source. Nevertheless, our data indicate that ammonium was an important part of the nitrogen source for <italic>Brandtodinium</italic> sp. during symbiosis. Ammonium is the most likely form of nitrogen produced from prey digestion by the host. High expression levels of several nitrogen metabolism genes in the host seemed to corroborate this speculation. Oligotrophic surface waters are often nitrogen-limited, and nitrate reduction is expensive. Therefore, ammonium provided by the host is likely a vital source of nitrogen for the intracellular photosymbionts, and a mechanism by which the host modulates the metabolism of its photosymbionts.</p>
<p>Another likely important factor controlling intracellular gene expression and metabolism of the photosymbiont is the high CO<sub>2</sub>/HCO<sub>3</sub><sup>&#x2212;</sup> concentration that may be present in the cytoplasm, promoting more efficient photosynthesis by the symbiont. We observed decreases in the expression of carbonic anhydrase genes in the symbiont <italic>in hospite</italic> (<xref ref-type="fig" rid="F5">Figure 5</xref>). This finding implies a lessened requirement for a carbon-concentrating mechanism (CCM) during symbiosis, presumably due to the close proximity of CO<sub>2</sub> produced by host respiration. In some other symbiotic systems such as the sea anemone-<italic>Symbiodiniaceae</italic> symbiosis, there is evidence that the host also possesses CCMs (<xref ref-type="bibr" rid="B39">Weis and Reynolds, 1999</xref>; <xref ref-type="bibr" rid="B12">Davy et al., 2012</xref>). We found more than 30 carbonic anhydrase transcripts in the host transcriptome, although none of them were highly expressed. It is therefore unclear if <italic>T. nucleata</italic> employs CCMs to influence photosymbiont photosynthesis.</p>
</sec>
<sec><title>Host-Symbiont Recognition</title>
<p>How hosts and symbionts recognize each other, or from a different perspective, how symbionts evade host digestion, is another fundamental question for heterotroph-alga symbiotic associations. Previous studies have concluded that interactions between c-type lectins and glycans play an important role in host-symbiont recognition in cnidarian-<italic>Symbiodiniaceae</italic> symbiosis (<xref ref-type="bibr" rid="B41">Wood-Charlson et al., 2006</xref>; <xref ref-type="bibr" rid="B12">Davy et al., 2012</xref>). Many c-type lectin genes have been identified in metazoan (<xref ref-type="bibr" rid="B42">Wood-Charlson and Weis, 2009</xref>) and radiolarian hosts (<xref ref-type="bibr" rid="B4">Balzano et al., 2015</xref>). We identified 56 c-type lectin transcripts in <italic>T. nucleata</italic>, with at least one of them being expressed at very high level. We also observed genes involved in glycan biosynthesis in the symbiont expressed at higher levels <italic>in hospite</italic> (<xref ref-type="fig" rid="F4">Figure 4L</xref>). These findings are consistent with the possibility that recognition between the radiolarian host, <italic>T. nucleata</italic>, and its photosymbiont, <italic>Brandtodinium</italic> sp., might also involve lectin/glycan interactions.</p>
</sec>
</sec>
<sec><title>Author Contributions</title>
<p>DC designed the study. LM and SH collected the samples and carried out the molecular biology preparations. ZL conducted the bioinformatic studies and wrote the manuscript. All authors read, revised, and approved the final manuscript.</p>
</sec>
<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>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This work was supported by a grant from the Simons Foundation (P49802 to DC).</p>
</fn>
</fn-group>
<ack>
<p>We thank Alyssa G. Gellene for her help during sample collection.</p>
</ack>
<sec 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.2019.00284/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2019.00284/full#supplementary-material</ext-link></p>
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</sec>
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<fn id="fn01"><label>1</label><p><ext-link ext-link-type="uri" xlink:href="https://www.imicrobe.us/#/samples/2287">https://www.imicrobe.us/#/samples/2287</ext-link></p></fn>
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