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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fgene.2014.00348</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research Article</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Characterization of the rainbow trout spleen transcriptome and identification of immune-related genes</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Ali</surname> <given-names>Ali</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/173921"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Rexroad</surname> <given-names>Caird E.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/38648"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Thorgaard</surname> <given-names>Gary H.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/185699"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Yao</surname> <given-names>Jianbo</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/185705"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Salem</surname> <given-names>Mohamed</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://community.frontiersin.org/people/u/167830"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Biology, Middle Tennessee State University</institution> <country>Murfreesboro, TN, USA</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Zoology, Faculty of Science, Benha University</institution> <country>Benha, Egypt</country></aff>
<aff id="aff3"><sup>3</sup><institution>The National Center for Cool and Cold Water Aquaculture, United States Department of Agriculture Agricultural Research Service</institution> <country>Leetown, WV USA</country></aff>
<aff id="aff4"><sup>4</sup><institution>School of Biological Sciences, Washington State University</institution> <country>Pullman, WA, USA</country></aff>
<aff id="aff5"><sup>5</sup><institution>Division of Animal and Nutritional Science, West Virginia University</institution> <country>Morgantown, WV, USA</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jos&#x000E9; Manuel Y&#x000E1;&#x000F1;ez, University of Chile, Chile</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Alexandre Rodrigues Caetano, Embrapa Recursos Gen&#x000E9;ticos e Bioteclogia, Brazil; Ed Smith, Virginia Polytechnic Institute and State University, USA</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Mohamed Salem, Department of Biology, Box 60, 2055 SCI, 1500 Greenland Dr., Murfreesboro, TN 37132, USA e-mail: <email>mohamed.salem&#x00040;mtsu.edu</email></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Livestock Genomics, a section of the journal Frontiers in Genetics.</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>10</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="collection">
<year>2014</year>
</pub-date>
<volume>5</volume>
<elocation-id>348</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>07</month>
<year>2014</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>09</month>
<year>2014</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2014 Ali, Rexroad, Thorgaard, Yao and Salem.</copyright-statement>
<copyright-year>2014</copyright-year>
<license license-type="open-access" 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>Resistance against diseases affects profitability of rainbow trout. Limited information is available about functions and mechanisms of teleost immune pathways. Immunogenomics provides powerful tools to determine disease resistance genes/gene pathways and develop genetic markers for genomic selection. RNA-Seq sequencing of the rainbow trout spleen yielded 93,532,200 reads (100 bp). High quality reads were assembled into 43,047 contigs. 26,333 (61.17%) of the contigs had hits to the NR protein database and 7024 (16.32%) had hits to the KEGG database. Gene ontology showed significant percentages of transcripts assigned to binding (51%), signaling (7%), response to stimuli (9%) and receptor activity (4%) suggesting existence of many immune-related genes. KEGG annotation revealed 2825 sequences belonging to &#x0201C;organismal systems&#x0201D; with the highest number of sequences, 842 (29.81%), assigned to immune system. A number of sequences were identified for the first time in rainbow trout belonging to Toll-like receptor signaling (35), B cell receptor signaling pathway (44), T cell receptor signaling pathway (56), chemokine signaling pathway (73), Fc gamma R-mediated phagocytosis (52), leukocyte transendothelial migration (60) and NK cell mediated cytotoxicity (42). In addition, 51 transcripts were identified as spleen-specific genes. The list includes 277 full-length cDNAs. The presence of a large number of immune-related genes and pathways similar to other vertebrates suggests that innate and adaptive immunity in fish are conserved. This study provides deep-sequence data of rainbow trout spleen transcriptome and identifies many new immune-related genes and full-length cDNAs. This data will help identify allelic variations suitable for genomic selection and genetic manipulation in aquaculture.</p></abstract>
<kwd-group>
<kwd>spleen transcriptome</kwd>
<kwd>annotation</kwd>
<kwd>KEGG</kwd>
<kwd>immune-related genes</kwd>
<kwd>spleen-specific genes</kwd>
<kwd>full-length cDNA</kwd>
</kwd-group>
<counts>
<fig-count count="13"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="114"/>
<page-count count="17"/>
<word-count count="9627"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="introduction" id="s1">
<title>Introduction</title>
<p>Teleost fish are the first class of vertebrates that have the elements of both innate and adaptive immune responses (Whyte, <xref ref-type="bibr" rid="B100">2007</xref>). Innate immunity is more important in teleosts as the first line of defense due to the restrictions on adaptive immunity in suboptimal environments (Ullal et al., <xref ref-type="bibr" rid="B95">2008</xref>). Teleost fish have no bone marrow or lymph nodes. Immunogenomics can be used in clarifying the origin and evolution of the immune systems (Kaiser et al., <xref ref-type="bibr" rid="B36">2008</xref>).</p>
<p>The ability of fish to combat viral, bacterial or parasitic pathogen is affected by genetic factors. Thus, genetic selection can improve disease resistance and provide prolonged protection against pathogens (Skamene and Pietrangeli, <xref ref-type="bibr" rid="B86">1991</xref>; Wiegertjes et al., <xref ref-type="bibr" rid="B101">1996</xref>; Van Muiswinkel et al., <xref ref-type="bibr" rid="B98">1999</xref>; Leeds et al., <xref ref-type="bibr" rid="B47">2010</xref>; Wiens et al., <xref ref-type="bibr" rid="B102">2013a</xref>). In addition, investigations on immune reactions in fish could aid in development of vaccines (Raida and Buchmann, <xref ref-type="bibr" rid="B70">2009</xref>).</p>
<p>Rainbow trout (<italic>Oncorhynchus mykiss</italic>) are widely distributed and cultured aquaculture species used as a food and sport fish (Thorgaard et al., <xref ref-type="bibr" rid="B92">2002</xref>). Additionally, this organism is used as a model species in many different fields of research such as cancer biology (Tilton et al., <xref ref-type="bibr" rid="B93">2005</xref>), toxicology (K&#x000F6;llner et al., <xref ref-type="bibr" rid="B40">2002</xref>), nutrition (Wong et al., <xref ref-type="bibr" rid="B104">2013</xref>), evolutionary biology (Taylor et al., <xref ref-type="bibr" rid="B91">2011</xref>), and immunology (Nya and Austin, <xref ref-type="bibr" rid="B58">2011</xref>). Rainbow trout are larger than other fish model species, making them a source of large quantities of specific tissues and cells for immunological, biochemical and molecular analyses. Several genomic resources have been developed for research to help improve rainbow trout commercial production traits including disease resistance. The list includes clonal lines (Young et al., <xref ref-type="bibr" rid="B112">1996</xref>; Thorgaard et al., <xref ref-type="bibr" rid="B92">2002</xref>), BAC libraries (Palti et al., <xref ref-type="bibr" rid="B62">2004</xref>), genetic linkage maps (Young et al., <xref ref-type="bibr" rid="B111">1998</xref>; Sakamoto et al., <xref ref-type="bibr" rid="B78">2000</xref>; Rexroad et al., <xref ref-type="bibr" rid="B74">2008</xref>; Palti et al., <xref ref-type="bibr" rid="B66">2011</xref>; Guyomard et al., <xref ref-type="bibr" rid="B29">2012</xref>), microarrays (Salem et al., <xref ref-type="bibr" rid="B79">2008</xref>), expressed sequence tags (ESTs) (Rexroad et al., <xref ref-type="bibr" rid="B73">2003</xref>; S&#x000E1;nchez et al., <xref ref-type="bibr" rid="B82">2009</xref>; Boussaha et al., <xref ref-type="bibr" rid="B13">2012</xref>), single nucleotide polymorphisms (SNPs) (S&#x000E1;nchez et al., <xref ref-type="bibr" rid="B82">2009</xref>; Amish et al., <xref ref-type="bibr" rid="B3">2012</xref>; Boussaha et al., <xref ref-type="bibr" rid="B13">2012</xref>; Houston et al., <xref ref-type="bibr" rid="B32">2012</xref>; Salem et al., <xref ref-type="bibr" rid="B81">2012</xref>; Christensen et al., <xref ref-type="bibr" rid="B17">2013</xref>; Colussi et al., <xref ref-type="bibr" rid="B18">2014</xref>; Palti et al., <xref ref-type="bibr" rid="B65">2014</xref>), next-generation sequence read archives (SRA) and genome as well as transcriptome reference assemblies (Salem et al., <xref ref-type="bibr" rid="B80">2010</xref>; Sanchez et al., <xref ref-type="bibr" rid="B83">2011</xref>; Berthelot et al., <xref ref-type="bibr" rid="B10">2014</xref>; Fox et al., <xref ref-type="bibr" rid="B26">2014</xref>). Several studies have identified many immune-related key genes and gene networks (Thorgaard et al., <xref ref-type="bibr" rid="B92">2002</xref>; Cerd&#x000E0; et al., <xref ref-type="bibr" rid="B14">2008</xref>; Chiu et al., <xref ref-type="bibr" rid="B16">2010</xref>; Zhang et al., <xref ref-type="bibr" rid="B116">2011</xref>). Immunogenomic studies of rainbow trout have established an agricultural importance due to their direct and immediate contributions to the aquaculture industry (Thorgaard et al., <xref ref-type="bibr" rid="B92">2002</xref>).</p>
<p>The spleen is a primary hematopoietic and peripheral lymphoid organ (Zapata et al., <xref ref-type="bibr" rid="B114">2006</xref>; Mahabady et al., <xref ref-type="bibr" rid="B49">2012</xref>). This organ has melano-macrophage centers for breakdown of aged erythrocytes, and T-like as well as B-like cells for antigen trapping. In addition, spleen has a role in antigen presentation and initiation of the adaptive immune response (Espenes et al., <xref ref-type="bibr" rid="B24">1995</xref>; Zapata et al., <xref ref-type="bibr" rid="B113">1997</xref>; Chaves-Pozo et al., <xref ref-type="bibr" rid="B15">2005</xref>; Whyte, <xref ref-type="bibr" rid="B100">2007</xref>; Alvarez-Pellitero, <xref ref-type="bibr" rid="B2">2008</xref>). Positive genetic correlation exists between bacterial cold water disease resistance and spleen index in domesticated rainbow trout (Wiens et al., <xref ref-type="bibr" rid="B103">2013b</xref>).</p>
<p>Transcriptomic profiling is useful in revealing spleen genes that are engaged in the innate and adaptive immune responses and expressed as a result of the presence of toxicants or infection (Pereiro et al., <xref ref-type="bibr" rid="B69">2012</xref>). RNA-Seq (whole transcriptome sequencing) is an effective tool for identifying the functional complexity of transcriptomes, alternative splicing, non-coding RNAs, new transcription units and assembly of full-length genes (Xiang et al., <xref ref-type="bibr" rid="B106">2010</xref>; Huang et al., <xref ref-type="bibr" rid="B33">2011</xref>; Salem et al., <xref ref-type="bibr" rid="B81">2012</xref>; Djari et al., <xref ref-type="bibr" rid="B23">2013</xref>). This deep sequencing technology gives low background noise, aids in identifying allele-specific expression and reveals weakly expressed transcripts. Bioinformatics algorithms were developed facilitating transcriptomic profiling (Yang et al., <xref ref-type="bibr" rid="B109">2012</xref>). Therefore, RNA-Seq is a valuable tool in studying functional complexity of the spleen transcriptome and identifying immune-relevant genes and signaling networks (Nie et al., <xref ref-type="bibr" rid="B57">2012</xref>).</p>
<p>In this study, we aimed to (1) characterize the transcriptome of rainbow trout spleen and (2) identify spleen-specific and immune-relevant genes (including full-length cDNAs) that could be used to develop genetic markers for disease resistance. Identifying the networks associated with such genes will be helpful in generating new technologies to improve aquaculture (Takano et al., <xref ref-type="bibr" rid="B87">2011</xref>).</p>
</sec>
<sec>
<title>Results and discussion</title>
<p>The spleen transcriptome was sequenced from an apparently healthy single homozygous doubled-haploid fish from the Swanson clonal line, the same line used for BAC library construction (Palti et al., <xref ref-type="bibr" rid="B62">2004</xref>) and sequencing both of the whole transcriptome (Salem et al., <xref ref-type="bibr" rid="B80">2010</xref>) and the whole genome reference (Berthelot et al., <xref ref-type="bibr" rid="B10">2014</xref>). A single doubled-haploid fish was used to help overcome the assembly complications associated with the tetraploid genome of the rainbow trout (Allendorf and Thorgaard, <xref ref-type="bibr" rid="B1">1984</xref>). Spleen transcriptome RNA-Seq data were <italic>de novo</italic> assembled into contigs. Assembled contigs were analyzed and annotated to identify genes that are predominantly expressed in the spleen and genes that are involved in immune signaling pathways. Spleen sequencing data yielded a total of 93,532,200 reads with a read length of at least 100 bp. After filtration to remove the adaptors, low complexity reads and duplicates, 58,013,135 (62%) high quality reads (<italic>Q</italic> values &#x0003E; 33%) were obtained and assembled into 43,047 contigs with an average contig length of 1154 nt and N50 equal to 1306 nt.</p>
<sec>
<title>Functional annotation</title>
<p>Contigs were searched against the NCBI&#x00027;s non-redundant protein (NR) database using the BLASTX program with <italic>E</italic>-value of 1.0E-3. There were 26,333 (61.17%) contigs with hits to the NR database (Table <xref ref-type="supplementary-material" rid="SM1">S1</xref>). The contigs which had no hits [16,714 (38.83%)] may be attributed to non-coding RNAs, contig misassembles (Grabherr et al., <xref ref-type="bibr" rid="B28">2011</xref>), limited information about protein sequences of related fish in the NCBI database or diverged sequences of rainbow trout due to partial genome duplication (Ravi and Venkatesh, <xref ref-type="bibr" rid="B71">2008</xref>; Lee et al., <xref ref-type="bibr" rid="B46">2011</xref>). Further work toward characterization of the non-coding RNAs is still needed.</p>
<p>Data statistics of the sequencing, assembly and annotations are presented in Table <xref ref-type="table" rid="T1">1</xref>. A total of 13,780 (88.40%) of the contigs of more than 1000 bp in length had BLAST matches, whereas only 12,543 (51.72%) of contigs shorter than 1000 bp had BLAST hits (Figure <xref ref-type="fig" rid="F1">1</xref>). Short sequences may give false-negative results because they are not long enough to show sequence matches or may lack a representative protein domain (Wang et al., <xref ref-type="bibr" rid="B99">2012</xref>). The identity distribution revealed that 70% of the contigs have greater than 80% similarity and 24% possess identity similarities between 60 and 80%. The <italic>E</italic>-value distribution of the top hits to the NR database showed that 28% of the assembled contigs showed significant homology to previously deposited sequences (less than 1.0E-50), and 72% ranged from 1.0E-50 to 0. The assembled contigs have been submitted to the NAGRP Aquaculture Genome Projects (<ext-link ext-link-type="uri" xlink:href="http://www.animalgenome.org/repository/pub/MTSU2014.0811/">http://www.animalgenome.org/repository/pub/MTSU2014.0811/</ext-link>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p><bold>Statistical summary of rainbow trout spleen sequencing, assembly and annotation</bold>.</p></caption>
<table frame="hsides" rules="groups">
<tbody>
<tr>
<td align="left" colspan="2"><bold>Data generation and filtration</bold></td>
</tr>
<tr>
<td align="left">Total number of reads</td>
<td align="center">93,532,200</td>
</tr>
<tr>
<td align="left">Total number of duplicates</td>
<td align="center">35,519,065 (38%)</td>
</tr>
<tr>
<td align="left">Number of high quality reads</td>
<td align="center">58,013,135 (62%)</td>
</tr>
<tr>
<td align="left" colspan="2"><bold>Assembly statistics</bold></td>
</tr>
<tr>
<td align="left">Number of bases</td>
<td align="center">49,669,063</td>
</tr>
<tr>
<td align="left">Number of long contigs (&#x02265;500)</td>
<td align="center">43,047</td>
</tr>
<tr>
<td align="left">Largest contig length (nt)</td>
<td align="center">14,276</td>
</tr>
<tr>
<td align="left">Smallest contig length (nt)</td>
<td align="center">500</td>
</tr>
<tr>
<td align="left">Average contig length (nt)</td>
<td align="center">1154</td>
</tr>
<tr>
<td align="left">N50 (nt)</td>
<td align="center">1306</td>
</tr>
<tr>
<td align="left" colspan="2"><bold>Annotation</bold></td>
</tr>
<tr>
<td align="left">Total number of annotated contigs</td>
<td align="center">43,047</td>
</tr>
<tr>
<td align="left">Number of contigs with NR hits</td>
<td align="center">26,333 (61.17%)</td>
</tr>
<tr>
<td align="left">Number of contigs without NR hits</td>
<td align="center">16,714 (38.83%)</td>
</tr>
<tr>
<td align="left">Number of contigs with KEGG hits</td>
<td align="center">7024 (16.32%)</td>
</tr>
<tr>
<td align="left">Number of contigs without KEGG hits</td>
<td align="center">36,023 (83.68%)</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>Comparison of contig length with and without BLASTX hits to the NR database</bold>.</p></caption>
<graphic xlink:href="fgene-05-00348-g0001.tif"/>
</fig>
<p>Gene ontology (GO) categorizes gene products and standardizes their representation across species (Consortium, <xref ref-type="bibr" rid="B20">2008</xref>). Contigs with lengths of 500 nucleotides or more (43,047) were annotated using the Blast2GO suite (Conesa et al., <xref ref-type="bibr" rid="B19">2005</xref>; G&#x000F6;tz et al., <xref ref-type="bibr" rid="B27">2008</xref>); contigs were assigned to appropriate molecular function, biological process and cellular component GO terms (Ashburner et al., <xref ref-type="bibr" rid="B4">2000</xref>). Figure <xref ref-type="fig" rid="F2">2</xref> shows summary of the GO assignments at the second level in the three areas of gene ontology. GO term distribution was compared to a transcriptome reference that we previously assembled from 13 tissues (Salem et al., <xref ref-type="bibr" rid="B80">2010</xref>) (Figure <xref ref-type="fig" rid="F3">3</xref>). In the biological process category, the most represented terms were related to cellular process (17%), followed by metabolic process (15%) and biological regulation (12%) (Figure <xref ref-type="fig" rid="F2">2A</xref>). These percentages are lower than the corresponding categories at the whole transcriptome reference; 25, 18, and 25%, respectively (Figure <xref ref-type="fig" rid="F3">3A</xref>). Conversely, some immune-relevant sub-categories of metabolic processes exist in higher percentages compared to counterparts at sub-categories at the whole transcriptome reference; response to stimuli (9%) and signaling (7%) compared to 3% response to stimuli and 1% immune system process, respectively (Figure <xref ref-type="fig" rid="F3">3A</xref>). These percentages suggest that we identified a larger number of immune-related genes in this study.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p><bold>Gene ontology (GO) assignments (2nd level GO terms) for the spleen transcriptomic sequences of rainbow trout. (A)</bold> Refers to biological process, <bold>(B)</bold> refers to molecular function and <bold>(C)</bold> refers to cellular component.</p></caption>
<graphic xlink:href="fgene-05-00348-g0002.tif"/>
</fig>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p><bold>Gene Ontology (2nd level GO terms) comparison of rainbow trout whole reference and spleen transcriptomes</bold>. GO comparison shows a higher representation of signaling, response to stimuli, binding and receptor activity in spleen compared to whole reference transcriptome. <bold>(A)</bold> Refers to biological process, <bold>(B)</bold> refers to molecular function and <bold>(C)</bold> refers to cellular component.</p></caption>
<graphic xlink:href="fgene-05-00348-g0003.tif"/>
</fig>
<p>Within the molecular function category, 51, 30, and 4% of the spleen transcripts were assigned to binding, catalytic activity and receptor activity, respectively. The whole transcriptome reference showed 46 and 32% and unlisted percentage, respectively (Figure <xref ref-type="fig" rid="F3">3B</xref>). Pereiro and co-workers suggested several immune-related processes were represented in the binding and catalytic activity categories (Pereiro et al., <xref ref-type="bibr" rid="B69">2012</xref>). In the cellular component categories, a significant percentage of clusters assigned to cell (42%), organelle (27%), macromolecular complex (13%), membrane enclosed lumen (8%) and membrane 7% (Figure <xref ref-type="fig" rid="F3">3C</xref>) compared to their corresponding categories at the whole transcriptome reference; 59, 24, 9, 3% and unlisted percentage, respectively (Figure <xref ref-type="fig" rid="F3">3C</xref>). Discrepancies in the GO distribution profiles may be attributed to differences in the nature of the cDNA libraries, the numbers of sequences used to retrieve GO terms, sequencing technology and the assembly approaches. Information about GO terms is supplied in additional Table <xref ref-type="supplementary-material" rid="SM1">S2</xref>.</p>
<p>KEGG pathway analysis was carried out to categorize and annotate the assembled contigs (Kanehisa and Goto, <xref ref-type="bibr" rid="B37">2000</xref>; Kanehisa et al., <xref ref-type="bibr" rid="B38">2012</xref>). Searching contigs against the KEGG database yielded 7,024 KEGG hits (16.32% of the total number of transcripts), with 4779 unique hits (11.10% of total number of transcripts). KEGG Orthology (KO) numbers were used to assign sequences to different metabolic pathways (Table <xref ref-type="table" rid="T2">2</xref>). In total, 2236 (31.83% of the total number of KEGG hits) KEGG annotated sequences were assigned to metabolism that was further classified into carbohydrate metabolism (453 sequences, 20.26%), lipid metabolism (349 sequences, 15.61%) and amino acid metabolism (343 sequences, 15.34%). In addition, 1,394 (19.85%) annotated sequences were assigned to genetic information processing which includes folding, sorting and degradation (484 sequences, 34.72%), translation (459 sequences, 32.93%), replication and repair (255 sequences, 18.29%), and transcription (196 sequences, 14.06%). Further, 1830 sequences (26.05%) were classified as environmental information processing assigning 1508 sequences (82.40%) to signal transduction and 283 sequences (15.46%) to signaling molecules and interaction. The Cellular processes group contained 1421 (20.23%) KEGG-annotated sequences.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p><bold>KEGG biochemical mappings for rainbow trout</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left"><bold>KEGG categories</bold></th>
<th align="center"><bold>No. of annotated sequences (%)</bold></th>
<th align="center"><bold>Number of KOs</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>Metabolism</bold></td>
<td align="center">2236</td>
<td align="center">1496</td>
</tr>
<tr>
<td align="left">Carbohydrate metabolism</td>
<td align="center">453 (20.26)</td>
<td align="center">281</td>
</tr>
<tr>
<td align="left">Lipid metabolism</td>
<td align="center">349 (15.61)</td>
<td align="center">220</td>
</tr>
<tr>
<td align="left">Amino acid metabolism</td>
<td align="center">343 (15.34)</td>
<td align="center">239</td>
</tr>
<tr>
<td align="left">Glycan biosynthesis and metabolism</td>
<td align="center">273 (12.21)</td>
<td align="center">187</td>
</tr>
<tr>
<td align="left">Nucleotide metabolism</td>
<td align="center">220 (9.84)</td>
<td align="center">152</td>
</tr>
<tr>
<td align="left">Energy metabolism</td>
<td align="center">189 (8.45)</td>
<td align="center">132</td>
</tr>
<tr>
<td align="left">Metabolism of cofactors and vitamins</td>
<td align="center">129 (5.77)</td>
<td align="center">99</td>
</tr>
<tr>
<td align="left">Metabolism of other amino acids</td>
<td align="center">105 (4.70)</td>
<td align="center">63</td>
</tr>
<tr>
<td align="left">Xenobiotic biodegradation and metabolism</td>
<td align="center">99 (4.43)</td>
<td align="center">69</td>
</tr>
<tr>
<td align="left">Biosynthesis of secondary metabolites</td>
<td align="center">38 (1.70)</td>
<td align="center">25</td>
</tr>
<tr>
<td align="left">Metabolism of teroenoids and polyketides</td>
<td align="center">38 (1.70)</td>
<td align="center">29</td>
</tr>
<tr>
<td align="left"><bold>Genetic information processing</bold></td>
<td align="center">1394</td>
<td align="center">920</td>
</tr>
<tr>
<td align="left">Folding, sorting and degradation</td>
<td align="center">484 (34.72)</td>
<td align="center">311</td>
</tr>
<tr>
<td align="left">Translation</td>
<td align="center">459 (32.93)</td>
<td align="center">283</td>
</tr>
<tr>
<td align="left">Replication and repair</td>
<td align="center">255 (18.29)</td>
<td align="center">196</td>
</tr>
<tr>
<td align="left">Transcription</td>
<td align="center">196 (14.06)</td>
<td align="center">130</td>
</tr>
<tr>
<td align="left"><bold>Environmental information processing</bold></td>
<td align="center">1830</td>
<td align="center">1169</td>
</tr>
<tr>
<td align="left">Signal transduction</td>
<td align="center">1508 (82.40)</td>
<td align="center">909</td>
</tr>
<tr>
<td align="left">Signaling molecules and interaction</td>
<td align="center">283 (15.46)</td>
<td align="center">227</td>
</tr>
<tr>
<td align="left">Membrane transport</td>
<td align="center">39 (2.13)</td>
<td align="center">33</td>
</tr>
<tr>
<td align="left"><bold>Cellular processes</bold></td>
<td align="center">1421</td>
<td align="center">905</td>
</tr>
<tr>
<td align="left">Cell growth and death</td>
<td align="center">485 (34.13)</td>
<td align="center">306</td>
</tr>
<tr>
<td align="left">Transport and catabolism</td>
<td align="center">434 (30.54)</td>
<td align="center">295</td>
</tr>
<tr>
<td align="left">Cell communication</td>
<td align="center">358 (25.19)</td>
<td align="center">215</td>
</tr>
<tr>
<td align="left">Cell motility</td>
<td align="center">144 (10.13)</td>
<td align="center">89</td>
</tr>
<tr>
<td align="left"><bold>Organismal systems</bold></td>
<td align="center">2825</td>
<td align="center">1777</td>
</tr>
<tr>
<td align="left">Immune system</td>
<td align="center">842 (29.81)</td>
<td align="center">541</td>
</tr>
<tr>
<td align="left">Endocrine system</td>
<td align="center">619 (21.91)</td>
<td align="center">378</td>
</tr>
<tr>
<td align="left">Nervous system</td>
<td align="center">526 (18.62)</td>
<td align="center">334</td>
</tr>
<tr>
<td align="left">Digestive system</td>
<td align="center">268 (9.49)</td>
<td align="center">166</td>
</tr>
<tr>
<td align="left">Development</td>
<td align="center">210 (7.43)</td>
<td align="center">132</td>
</tr>
<tr>
<td align="left">Excretory system</td>
<td align="center">126 (4.46)</td>
<td align="center">73</td>
</tr>
<tr>
<td align="left">Circulatory system</td>
<td align="center">103 (3.65)</td>
<td align="center">69</td>
</tr>
<tr>
<td align="left">Environmental adaptation</td>
<td align="center">88 (3.12)</td>
<td align="center">56</td>
</tr>
<tr>
<td align="left">Sensory system</td>
<td align="center">43 (1.52)</td>
<td align="center">28</td>
</tr>
<tr>
<td align="left"><bold>Total</bold></td>
<td align="center">9706</td>
<td align="center">6267</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Remarkably, the KEGG organismal systems category contained 2825 (40.22%) annotated sequences with the highest number of sequences assigned to immune system (842 sequences, 29.81%) followed by endocrine system (619 sequences, 21.91%), nervous system (526 sequences, 18.62%), digestive system (268 sequences, 9.49%) and development (210 sequences, 7.43%). Assignments of the organismal systems to the last four categories support the previously reported relationships between function of the spleen and other systems of the body. For example, a subset of genes with functions relevant to neurodevelopment was identified in the spleen transcriptome of the house finch (<italic>Haemorhous mexicanus</italic>) (Backstr&#x000F6;m et al., <xref ref-type="bibr" rid="B5">2013</xref>). Regarding the endocrine functions, it was thought that spleen secretes a hormone-like substance under the control of pituitary gland and adrenal cortex in case of emergencies (Ungar, <xref ref-type="bibr" rid="B96">1945</xref>). Recently, the spleen endocrine function has been confirmed after in-depth studies of its function (Wu, <xref ref-type="bibr" rid="B105">1998</xref>; Horiguchi et al., <xref ref-type="bibr" rid="B31">2004</xref>; Tarantino et al., <xref ref-type="bibr" rid="B89">2011</xref>). A cytokine known as Lymphotoxin was reported to keep the immunological balance of the gastrointestinal tract through regulation of the immune system of the digestive tract which is represented by immune cells, immunoglobulins and intestinal bacteria (Kruglov et al., <xref ref-type="bibr" rid="B42">2013</xref>). In addition, hormones of the gastrointestinal tract activate the immune system in case of gut inflammation (Khan and Ghia, <xref ref-type="bibr" rid="B39">2010</xref>).</p>
</sec>
<sec>
<title>Taxonomic analysis</title>
<p>A BLASTX top-hit species distribution of gene annotations showed highest homology to <italic>Salmo salar</italic> (4,833 BLAST hits; 18.35%), followed by <italic>Oreochromis niloticus</italic> (16.64%), <italic>Maylandia zebra</italic> (16.47%) and <italic>Danio rerio</italic> (16.12%) (Figure <xref ref-type="fig" rid="F4">4</xref>). Other fish species in the BLASTX top-hit were <italic>Takifugu rubripes</italic> (5.98%) and <italic>Oryzias latipes</italic> (5.17%). Rainbow trout itself (983 BLAST hits; 3.73%) fell in the seventh position of the top-hit species distribution. This may be explained by identification of a large number of new genes in this study and/or and existence of a limited number of rainbow trout proteins (6965 proteins) that currently available at NCBI database. The model fish species in the list, <italic>D. rerio, T. rubripes</italic> and <italic>O. latipes</italic>, have large number of proteins available in the NCBI database. All first nine species were fish, starting with <italic>S. salar</italic> from the family Salmonidae to which rainbow trout belongs. Therefore, these results support the high quality and high level of phylogenetic conservation of the assembled spleen transcriptome. Other species with known genome sequences appearing in the BLASTX top-hit species distribution were mammals including <italic>Homo sapiens, Mus musculus</italic>, and <italic>Rattus norvegicus, Gallus</italic> (chicken) and the amphibian <italic>Xenopus laevis</italic>.</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p><bold>BLASTX top-hit species distribution of gene annotations showing high homology to fish species with known genome sequences</bold>.</p></caption>
<graphic xlink:href="fgene-05-00348-g0004.tif"/>
</fig>
</sec>
<sec>
<title>Immune transcriptome analysis</title>
<p>Our transcriptome analysis identified 842 immune-related transcripts in 15 KEGG immune pathways, (Table <xref ref-type="supplementary-material" rid="SM1">S3</xref>). Many of these transcripts are represented by complete cDNA sequences that were identified for the first time in rainbow trout. The immune-related transcripts were mapped to a newly assembled genome reference (Berthelot et al., <xref ref-type="bibr" rid="B10">2014</xref>). The coordinate genome reference IDs and complete/incomplete ORF conditions are provided in Tables <xref ref-type="supplementary-material" rid="SM1">S4</xref>&#x02013;<xref ref-type="supplementary-material" rid="SM1">S10</xref>. The immune-related transcripts were clustered according to their KEGG assigned pathways (Figure <xref ref-type="fig" rid="F5">5</xref>).</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p><bold>Number of all annotated sequences obtained from the different KEGG immune pathway mapping</bold>.</p></caption>
<graphic xlink:href="fgene-05-00348-g0005.tif"/>
</fig>
<sec>
<title>Toll-like receptor signaling pathway</title>
<p>Toll-like receptors (TLRs) activate the innate immune response through recognition of pathogen associated molecular patterns (PAMPs) including lipopolysaccharides or peptidoglycan in bacterial cell wall, &#x003B2;-1,3-glucan on fungal cell wall and dsRNA from viruses (Medzhitov and Janeway, <xref ref-type="bibr" rid="B50">2000</xref>; Janeway and Medzhitov, <xref ref-type="bibr" rid="B34">2002</xref>). This leads to the activation of nuclear factor- kB (NF-kB) that in turn induces proinflammatory cytokines (Barton and Medzhitov, <xref ref-type="bibr" rid="B8">2003</xref>; Takeda and Akira, <xref ref-type="bibr" rid="B88">2004</xref>).</p>
<p>More than 10 TLRs have been identified in teleost fish including zebrafish (Jault et al., <xref ref-type="bibr" rid="B35">2004</xref>; Meijer et al., <xref ref-type="bibr" rid="B51">2004</xref>), rainbow trout (Tsujita et al., <xref ref-type="bibr" rid="B94">2004</xref>; Palti et al., <xref ref-type="bibr" rid="B64">2010a</xref>), common carp (Kongchum et al., <xref ref-type="bibr" rid="B41">2010</xref>), pufferfish (Oshiumi et al., <xref ref-type="bibr" rid="B60">2003</xref>), channel catfish (Bilodeau and Waldbieser, <xref ref-type="bibr" rid="B11">2005</xref>; Baoprasertkul et al., <xref ref-type="bibr" rid="B6">2007a</xref>,<xref ref-type="bibr" rid="B7">b</xref>) and Atlantic salmon (Rebl et al., <xref ref-type="bibr" rid="B72">2007</xref>). In our spleen transcriptomic data, there were 7 transcripts, as represented in Table <xref ref-type="supplementary-material" rid="SM1">S4</xref>, showing high similarity to TLR1, TLR2, TLR3, TLR5, TLR7/8, and TLR9. The coordinate genome reference IDs were identified and five transcripts matching TLR1, TLR3, TLR7, TLR8, and TLR9 had complete cDNA sequences. Several TLRs were previously identified in rainbow trout (Tsujita et al., <xref ref-type="bibr" rid="B94">2004</xref>; Rodriguez et al., <xref ref-type="bibr" rid="B76">2005</xref>; Ortega-Villaizan et al., <xref ref-type="bibr" rid="B59">2009</xref>; Palti et al., <xref ref-type="bibr" rid="B64">2010a</xref>,<xref ref-type="bibr" rid="B67">b</xref>). TLR4 was not reported in teleosts except zebrafish whereas TLR6 is totally missing in teleost fish (Takano et al., <xref ref-type="bibr" rid="B87">2011</xref>). This study supports the notion of absence of both TLR4 and TLR6 in rainbow trout.</p>
<p>There were three transcripts matching the NF-&#x003BA; B complex. Two transcripts matched each of MKK4/7 and IFN-&#x003B1;&#x003B2; R complexes. Each of MKK3/6 and MEK1/2 complexes has one transcript whereas MAP2K3 and MAP2K1 have no matches. Additionally, AP-1 which is composed of JUN and FOS (Zenz et al., <xref ref-type="bibr" rid="B115">2008</xref>) had only one transcript matching JUN. The remaining 56 transcripts, out of the 73 total transcripts, showed high similarity to other members of the TLR signaling pathway of higher vertebrates (Figure <xref ref-type="fig" rid="F6">6</xref>). A total of 38 transcripts have complete cDNA sequences. To our knowledge, 26 different proteins were annotated for the first time in rainbow trout in the current study. Information about transcripts that showed homology to molecules involved in Toll-like receptor signaling pathway is included in additional Table <xref ref-type="supplementary-material" rid="SM1">S4</xref>.</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p><bold>Toll-like receptor signaling pathway showing the annotated and non-annotated proteins</bold>. Proteins appearing in our transcriptome are represented in green color and absent proteins in white color.</p></caption>
<graphic xlink:href="fgene-05-00348-g0006.tif"/>
</fig>
</sec>
<sec>
<title>B cell receptor signaling pathway</title>
<p>B-lymphocytes are involved in antigen specific defense. They are activated through binding of antigen to B cell receptors. These cells produce specific antibodies to neutralize the foreign particles (Kurosaki et al., <xref ref-type="bibr" rid="B43">2010</xref>). The binding of antigen to B-cell receptor activates B lymphocytes (Batista and Neuberger, <xref ref-type="bibr" rid="B9">1998</xref>). Figure <xref ref-type="fig" rid="F7">7</xref> shows all B cell signaling pathway annotated and non-annotated proteins in the current study. A total of 68 sequences were assigned to the B cell signaling pathway, 44 have been identified for the first time in this transcriptomic study. Information about transcripts that showed homology to molecules involved in B cell receptor signaling pathway is included in additional Table <xref ref-type="supplementary-material" rid="SM1">S5</xref>.</p>
<fig id="F7" position="float">
<label>Figure 7</label>
<caption><p><bold>B cell receptor signaling pathway showing the annotated and non-annotated proteins</bold>. Proteins appearing in our transcriptome are represented in green color and absent proteins in white color.</p></caption>
<graphic xlink:href="fgene-05-00348-g0007.tif"/>
</fig>
</sec>
<sec>
<title>T cell receptor signaling pathway</title>
<p>Like B cells, T lymphocytes are involved in the antigen specific defense. Both T cell receptors (TCR) and costimulatory molecules such as CD28 are required for T cell activation. The cytotoxicity of Cytotoxic T lymphocytes in fish is obscure due to lack of suitable experimental systems even though few studies have depicted the lysis of virus-infected cells by NK-like cells in rainbow trout (Moody et al., <xref ref-type="bibr" rid="B53">1985</xref>; Yoshinaga et al., <xref ref-type="bibr" rid="B110">1994</xref>) and channel catfish (Hogan et al., <xref ref-type="bibr" rid="B30">1996</xref>). Information about proteins that are involved in this cascade was very limited in rainbow trout. The annotated transcripts showed high similarity to many members of the T cell receptor signaling pathway of higher vertebrates as shown in Figure <xref ref-type="fig" rid="F8">8</xref>. In this study, many transcripts (56 out of 82) that are included in T cell receptor signaling pathway were identified for the first time. Information about transcripts that showed homology to molecules involved in T cell receptor signaling pathway is included in additional Table <xref ref-type="supplementary-material" rid="SM1">S6</xref>.</p>
<fig id="F8" position="float">
<label>Figure 8</label>
<caption><p><bold>T cell receptor signaling pathway showing the annotated and non-annotated proteins</bold>. Proteins appearing in our transcriptome are represented in green color and absent proteins in white color.</p></caption>
<graphic xlink:href="fgene-05-00348-g0008.tif"/>
</fig>
</sec>
<sec>
<title>Chemokine Signaling Pathway</title>
<p>Chemokines have a major role in trafficking and activation of leukocytes toward the site of inflammation by the aid of C-terminal domain of their receptors (chemotaxis) (Pease and Williams, <xref ref-type="bibr" rid="B68">2006</xref>). Few chemokine-related genes have been cloned in rainbow trout including CCR9 (Dixon et al., <xref ref-type="bibr" rid="B22">2013</xref>), CXCR4, CCR7 (Daniels et al., <xref ref-type="bibr" rid="B21">1999</xref>) and CXCL14 (Bobe et al., <xref ref-type="bibr" rid="B12">2006</xref>). Many of chemokine receptors haven&#x00027;t been reported to date in rainbow trout (Dixon et al., <xref ref-type="bibr" rid="B22">2013</xref>). In the present study, most of the proteins in the chemokine signaling pathway have been identified (Figure <xref ref-type="fig" rid="F9">9</xref>). Out of 107 annotated transcripts, 73 sequences matching 49 proteins have been identified for the first time in rainbow trout. Information about transcripts that showed homology to molecules involved in chemokine signaling pathway was included in additional Table <xref ref-type="supplementary-material" rid="SM1">S7</xref>.</p>
<fig id="F9" position="float">
<label>Figure 9</label>
<caption><p><bold>Chemokine signaling pathway showing the annotated and non-annotated proteins</bold>. Proteins appearing in our transcriptome are represented in green color and absent proteins in white color.</p></caption>
<graphic xlink:href="fgene-05-00348-g0009.tif"/>
</fig>
</sec>
<sec>
<title>Fc gamma R-mediated phagocytosis</title>
<p>Clusters of IgG coat the foreign particles in a process termed opsonization. Leukocytes and tissue macrophages phagocytose the opsonized pathogens through Fc gamma receptors (Pacheco et al., <xref ref-type="bibr" rid="B61">2013</xref>). Before the present study, some proteins were known to be involved in Fc gamma R-mediated phagocytosis as listed in Table <xref ref-type="supplementary-material" rid="SM1">S8</xref>. In the current transcriptome analysis, all annotated proteins belonging to the Fc gamma R-mediated phagocytosis are shown in Figure <xref ref-type="fig" rid="F10">10</xref>. There were 52 sequences out of 82 annotated sequences matching 30 proteins identified for the first time in rainbow trout. Information about transcripts that showed homology to molecules involved in the Fc gamma R-mediated phagocytosis signaling pathway is included in additional Table <xref ref-type="supplementary-material" rid="SM1">S8</xref>.</p>
<fig id="F10" position="float">
<label>Figure 10</label>
<caption><p><bold>Fc gamma R-mediated phagocytosis showing the annotated and non-annotated proteins</bold>. Proteins appearing in our transcriptome are represented in green color and absent proteins in white color.</p></caption>
<graphic xlink:href="fgene-05-00348-g0010.tif"/>
</fig>
</sec>
<sec>
<title>Leukocyte transendothelial migration</title>
<p>White blood cells migrate in an amoeboid fashion through the endothelium lining of the blood vessels to drive the immune response to the site of infection (Muller, <xref ref-type="bibr" rid="B55">2011</xref>, <xref ref-type="bibr" rid="B56">2013</xref>). Most of the proteins belonging to this pathway have been identified in this transcriptome analysis (Figure <xref ref-type="fig" rid="F11">11</xref>). There were 92 transcripts showing high similarity to members of the leukocyte transendothelial migration cascade of higher vertebrates. Prior to the current transcriptome sequencing, some proteins were previously annotated in rainbow trout (Table <xref ref-type="supplementary-material" rid="SM1">S9</xref>). To our knowledge, 36 proteins belonging to this pathway were reported for the first time in the current study. Information about transcripts that showed homology to molecules involved in leukocyte transendothelial migration is included in additional Table <xref ref-type="supplementary-material" rid="SM1">S9</xref>.</p>
<fig id="F11" position="float">
<label>Figure 11</label>
<caption><p><bold>Leukocyte transendothelial migration showing the annotated and non-annotated proteins</bold>. Proteins appearing in our transcriptome are represented in green color and absent proteins in white color.</p></caption>
<graphic xlink:href="fgene-05-00348-g0011.tif"/>
</fig>
</sec>
<sec>
<title>Natural killer (NK) cell mediated cytotoxicity</title>
<p>NK cells are lymphocytes working as a part of the innate immune system. Although they don&#x00027;t have classical antigen receptors like T and B lymphocytes, their receptors can discriminate between self and non-self-cells (Lanier, <xref ref-type="bibr" rid="B45">2003</xref>). In the current transcriptome analysis, many but not all proteins that are involved in the NK cell mediated cytotoxicity pathway were annotated (Figure <xref ref-type="fig" rid="F12">12</xref>). Many proteins involved in this pathway were reported before the current study. In this cascade, 42 transcripts out of 72 identified sequences have been annotated for the first time in rainbow trout. The newly annotated transcripts matched 24 proteins. Information about transcripts that showed homology to molecules involved in NK cell mediated cytotoxicity signaling pathway is included in additional Table <xref ref-type="supplementary-material" rid="SM1">S10</xref>.</p>
<fig id="F12" position="float">
<label>Figure 12</label>
<caption><p><bold>Natural killer cell mediated cytotoxicity showing the annotated and non-annotated proteins</bold>. Proteins appearing in our transcriptome are represented in green color and absent proteins in white color.</p></caption>
<graphic xlink:href="fgene-05-00348-g0012.tif"/>
</fig>
</sec>
</sec>
<sec>
<title>Spleen-specific genes</title>
<p>Recently, a total of 51 spleen-specific have been identified in our lab (data will be published elsewhere). The assembled contigs were submitted to the NAGRP Aquaculture Genome Projects (<ext-link ext-link-type="uri" xlink:href="http://www.animalgenome.org/repository/pub/MTSU2014.0811/">http://www.animalgenome.org/repository/pub/MTSU2014.0811/</ext-link>). The coordinate IDs of the spleen-specific transcripts were determined using BLASTN (cut off <italic>E</italic>-value of 1.00E-10) against our spleen transcriptome (Table <xref ref-type="supplementary-material" rid="SM1">S11</xref>). As shown in Table <xref ref-type="supplementary-material" rid="SM1">S11</xref>, the level of gene expression was at least 20 fold higher in the spleen compared to 12 other tissues, with statistical false discovery rate (FDR) less than 5%. The spleen-specific genes were mapped to the newly assembled genome reference (Berthelot et al., <xref ref-type="bibr" rid="B10">2014</xref>). The coordinate genome reference IDs and complete/incomplete ORF conditions are provided in additional Table <xref ref-type="supplementary-material" rid="SM1">S11</xref>.</p>
<p>The list of spleen-specific genes includes: (1) Immune proteins include 5 transcripts such as Fc receptor-like protein 3-like, thrombopoietin receptor precursor, P-selectin precursor, nuclear factor, interleukin 3 regulated (NFIL3), and lectin precursor. (2) Respiratory gas transport proteins include 4 most highly expressed transcripts assigned to hemoglobin and one transcript assigned to carbonic anhydrase II. A large representation of iron-binding proteins was reported in spleen of virus infected Turbot (Pereiro et al., <xref ref-type="bibr" rid="B69">2012</xref>). (3) Coagulation cascade and adhesion proteins include 10 transcripts; five out of the ten transcripts were assigned to platelet glycoproteins whilst the other 5 transcripts were assigned to coagulation factor XIII A chain precursor, thrombopoietin receptor precursor, integrin alpha 2b, integrin beta-3-like and Von Willebrand factor. Thrombocytes appear in spleen during the first week postfertilization before appearing in blood because they participate in body defense (Tavares-Dias and Oliveira, <xref ref-type="bibr" rid="B90">2009</xref>). (4) Development proteins involve 5 transcripts including ectodysplasin receptor, T-box transcription factor TBX6, homeobox proteins Nkx-2.6-like, T-cell leukemia homeobox protein 1 and Zinc finger protein Gfi1b. The participation of the house finch (<italic>H. mexicanus</italic>) spleen transcriptome in neurodevelopment through a subset of genes has been already reported (Backstr&#x000F6;m et al., <xref ref-type="bibr" rid="B5">2013</xref>). (5) Transporter proteins include one transcript for band 3 anion exchange protein. Both of the biosynthetic and membrane incorporation processes of Band 3 protein have been studied <italic>in vivo</italic> in erythroid spleen cells (Sabban et al., <xref ref-type="bibr" rid="B77">1981</xref>). Among the other identified spleen-specific genes was 5-aminolevulinate synthase erythroid specific mitochondrial precursor which is necessary for heme biosynthesis. Other spleen-specific genes such as rhomboid-like protease 4, Methionine aminopeptidase 2, zinc finger protein 143-like, GATA binding factor 1, N-acetyltransferase 6-like, RING finger protein 151 and cytosolic purine 5&#x02032;-nucleotidase were also expressed. In mouse and rat, 39 spleen-specific genes are found in tissue-specific database (Xiao et al., <xref ref-type="bibr" rid="B107">2010</xref>). Moreover, 168 Refseq are preferentially expressed in human spleen based on ESTs (Liu et al., <xref ref-type="bibr" rid="B48">2008</xref>). Further work is still needed to validate spleen-specific genes obtained from our high-throughput spleen transcriptome analysis.</p>
<p>Next to spleen, the spleen-specific genes showed relatively higher expression in kidney and fat compared to the rest of the tissues. The mean RPKM values of the spleen-specific genes were 5491, 973, and 400 in spleen, kidney and fat, respectively (Figure <xref ref-type="fig" rid="F13">13</xref>). Kidney is one of the large lymphoid organs in teleosts containing macrophages and lymphoid cells (Zapata et al., <xref ref-type="bibr" rid="B114">2006</xref>; Uribe et al., <xref ref-type="bibr" rid="B97">2011</xref>). The relatively high level of expression of the spleen-specific genes in adipose tissue may be attributed to presence of many populations of immune cells in fat tissues (Ferrante, <xref ref-type="bibr" rid="B25">2013</xref>).</p>
<fig id="F13" position="float">
<label>Figure 13</label>
<caption><p><bold>Mean of RPKM of the spleen-specific genes in 13 tissues of rainbow trout</bold>. The mean RPKM values of the spleen-specific genes were 5491, 973, and 400 in spleen, kidney and fat, respectively.</p></caption>
<graphic xlink:href="fgene-05-00348-g0013.tif"/>
</fig>
<p>Most of the 51 spleen-specific genes have functions not related to immunity. Interestingly, upon testing a few of these genes after infection with flavobacterium, three transcripts showed differential expression associated with infection, these are contig C23964_c2_seq1_P-selectin_precursor, contig C13_c2_seq1_Hemoglobin_subunit_beta-1 and contig C83628_c0_seq1_RING_finger_protein_151 (Detailed data will be published elsewhere). These data indicate that many of the spleen-specific genes may have immune functions. Further research is still needed to test if the other spleen-specific gene functions are related to immunity.</p>
</sec>
<sec>
<title>ORF/ full-length cDNA prediction</title>
<p>Full-length cDNAs are a crucial tool for many genetic and genomic studies including alternative splicing and characterization of gene duplications or pseudogenes (Xin et al., <xref ref-type="bibr" rid="B108">2008</xref>). To identify full-length cDNAs in the above mentioned seven immune pathways, contigs were analyzed by the TargetIdentifier server (Min et al., <xref ref-type="bibr" rid="B52">2005</xref>). A total of 38, 29, 30, 49, 31, 37, and 26 full-length cDNAs were identified in the Toll-like receptor signaling pathway, B cell receptor signaling pathway, T cell receptor signaling pathway, chemokine signaling pathway, Fc gamma R-mediated phagocytosis, Leukocyte transendothelial migration and NK cell mediated cytotoxicity, respectively (Tables <xref ref-type="supplementary-material" rid="SM1">S4</xref>&#x02013;<xref ref-type="supplementary-material" rid="SM1">S10</xref>). Out of the total number of full-length cDNAs, there were 25, 15, 18, 30, 24, 24, and 19 sequences with completely sequenced ORF identified in all studied immune pathways, respectively. Likewise, spleen-specific genes were analyzed by the online TargetIdentifier server (Min et al., <xref ref-type="bibr" rid="B52">2005</xref>) to identify full-length cDNAs. A total of 37 full-length sequences including 24 with completely sequenced ORF were identified among the spleen-specific transcripts. Many of these transcripts were annotated for the first time in rainbow trout. Further work is needed to validate these full-length cDNAs and examine their genomic characteristics (UTR length, Kozak sequence, and conserved motifs) in detail.</p>
</sec>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec>
<title>Tissue sampling and RNA isolation</title>
<p>Homozygous doubled haploid rainbow trout fish from the Swanson clonal line were produced at Washington State University (WSU) by androgenesis (Scheerer et al., <xref ref-type="bibr" rid="B84">1986</xref>, <xref ref-type="bibr" rid="B85">1991</xref>; Young et al., <xref ref-type="bibr" rid="B112">1996</xref>; Robison et al., <xref ref-type="bibr" rid="B75">1999</xref>). The fish, approximately 300 g in weight, was reared in recirculating water systems at 12&#x02013;16&#x000B0;C and had sexually matured as a male prior to sampling. Spleen tissues were collected and frozen in liquid nitrogen, then shipped on ice. All samples were preserved at &#x02212;80&#x000B0;C until RNA isolation to reduce autocatalytic degradation. Total RNA was isolated from spleen tissues with TRIzol (Invitrogen, Carlsbad, CA) and purified according to the manufacturer&#x00027;s guidelines. Quantity of total RNA was assessed by measuring the absorbance at A260/A280 using a Nanodrop&#x02122; ND-1000 spectrophotometer (Thermo Scientific). RNA quality was checked by electrophoresis through a 1% (w/v) agarose gel. Moreover, RNA integrity was tested using the bioanalyzer 2100 (Aglient, CA).</p>
</sec>
<sec>
<title>cDNA library preparation and illumina sequencing</title>
<p>RNA-Seq library preparation and sequencing were carried out by the University of Illinois at Urbana-Champaign (UIUC), 901 West Illinois street Urbana, IL 61801 USA. A RiboMinusTM Eukaryote Kit V2 (Invitrogen, Carlsbad, CA) was used to deplete rRNA from the total RNA. cDNA libraries were constructed using &#x0007E;1 &#x003BC;g of rRNA depleted RNA following the protocol of the Illumina TruSeq RNA sample preparation Kit (Illumina). The resulting double-stranded manufactured cDNA was used in the preparation of the Illumina library. The standard end-repair step was carried out first, followed by the standard ligation reaction where the end-repaired DNA along with a single A base overhang were ligated to the adaptors using T4-DNA Ligase (TrueSeq RNA Sample Prep Kit v2, Illumina, San Diego, CA). The products of the ligation reaction were purified and exposed to size selection of the target length (400&#x02013;450 bp) from the gel for carrying out the ligation-mediated PCR. Cluster generation and sequencing were carried out following the cluster generation and sequencing manual from Illumina (Cluster Station User Guide and Genome Analyzer Operations Guide). All sequenced raw data were first exported in FASTQ format and are currently being uploaded to the NCBI short read archive (SRA).</p>
</sec>
<sec>
<title>CLC genomics <italic>De novo</italic> assembly</title>
<p>De novo assembly of the expressed short reads was carried out by CLC Genomics Workbench (version 6.0; CLC bio, Aarhus, Denmark; <ext-link ext-link-type="uri" xlink:href="http://www.clcbio.com/products/clc-genomics-workbench/">http://www.clcbio.com/products/clc-genomics-workbench/</ext-link>). The raw data were filtered by removing short, duplicated and low quality reads. CLC was run using the default settings for all parameters including a minimum contig length of 500 bp.</p>
</sec>
<sec>
<title>Functional annotation and gene ontology analysis</title>
<p>Blast2Go version 2.6.5 (<ext-link ext-link-type="uri" xlink:href="http://www.blast2go.com/b2ghome">http://www.blast2go.com/b2ghome</ext-link>) was used for the functional annotation and analysis of the assembled contigs according to molecular function, biological process and cellular component ontologies. BLASTX search for sequence homology (<italic>E</italic>-value of 1.0E-3, maximum 20 hits) was carried out against NCBI&#x00027;s non-redundant protein database (NR). GO terms related to the established hits were extracted and modulated. The functional annotations were analyzed and statistical analysis of GO distributions was performed.</p>
</sec>
<sec>
<title>Identification of immune-related proteins</title>
<p>Assembled consensus sequences were uploaded to the KEGG Automatic Annotation Server (KAAS) (Moriya et al., <xref ref-type="bibr" rid="B54">2007</xref>) Ver. 1.67x (<ext-link ext-link-type="uri" xlink:href="http://www.genome.jp/tools/kaas/">http://www.genome.jp/tools/kaas/</ext-link>). The functional annotation of genes was carried out by searching local BLAST against KEGG database.</p>
<p>The Bi-directional best hit (BBH) method was used to analyze and identify the immune molecules that were present and absent in the seven immune pathways containing the highest number of transcripts that showed high similarity to different members of each pathway. Transcripts were mapped to a newly assembled genome reference. The coordinate genome reference IDs of the immune-related transcripts were determined using BLASTX (cut off <italic>E</italic>-value of 1.00E-10) against the genome protein dataset (Berthelot et al., <xref ref-type="bibr" rid="B10">2014</xref>).</p>
</sec>
<sec>
<title>Identification of spleen-specific genes</title>
<p>Tissue-specific genes in spleen were identified using CLC genomics workbench Baggeley&#x00027;s test in which expression level of a gene in spleen was compared to its expression level in 12 tissues (brain, white muscle, red muscle, fat, gill, head kidney, kidney, intestine, skin, stomach, liver and testis). For distinction of tissue-specific genes, FDR value was set as 5% and fold change was at least 20 fold higher in spleen relative to the other 12 tissues. The spleen-specific genes were mapped to the newly assembled genome reference (Berthelot et al., <xref ref-type="bibr" rid="B10">2014</xref>) to determine the coordinate genome reference IDs with a cutoff <italic>E</italic>-value of 1.00E-10.</p>
</sec>
<sec>
<title>ORF/ full-length cDNA prediction</title>
<p>All contigs annotated in the interesting KEGG immune pathways, including Toll-like receptor signaling pathway, T-cell receptor signaling pathway, B-cell receptor signaling pathway, chemokine signaling pathway, Fc gamma R-mediated phagocytosis, Leukocyte transendothelial migration and NK cell mediated cytotoxicity, in addition to spleen-specific genes were analyzed using the online TargetIdentifier server (Min et al., <xref ref-type="bibr" rid="B52">2005</xref>) to look for open reading frames and putative full-length cDNAs. A BLASTX output file including the BLASTX results for all cDNA sequences in the &#x0201C;FASTA&#x0201D; file with a cutoff <italic>E</italic>-value of 1.00E-3 was uploaded to the TargetIdentifier program to work properly. cDNA was considered as full-length if the sequence has a 5&#x02032; stop codon followed by a start codon or the sequence does not have a 5&#x02032; stop codon but there is an in-frame start codon present prior to the 10<sup>th</sup> codon of the subject sequence. Based on the BLASTX results, TargetIdentifier predicts existence of an open reading frame (ORF) completely sequenced or not.</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>
</sec>
</body>
<back>
<ack>
<p>This study was supported by the USDA ARS Cooperative Agreement No. 58-1930-0-059. We thank Paul Wheeler for providing tissues from the Swanson doubled haploid trout. Mention of trade names of commercial products in this publication is solely for the purpose of providing specific information and does not imply recommendation or endorsement by the U.S. Department of Agriculture.</p>
</ack>
<sec sec-type="supplementary-material" id="s3">
<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://www.frontiersin.org/journal/10.3389/fgene.2014.00348/abstract">http://www.frontiersin.org/journal/10.3389/fgene.2014.00348/abstract</ext-link></p>
<supplementary-material xlink:href="Table1.XLSX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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