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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.2022.839225</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>Chromosome-Scale Assembly and Characterization of the Albino Northern Snakehead, <italic>Channa argus</italic> var. (Teleostei: Channidae) Genome</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Chaowei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1356673"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Yan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Yan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zou</surname>
<given-names>Yu</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yuan</surname>
<given-names>Dengyue</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1673562"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Deng</surname>
<given-names>Xingxing</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lei</surname>
<given-names>Luo</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Su</surname>
<given-names>Jian</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Chengke</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ye</surname>
<given-names>Hua</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Luo</surname>
<given-names>Hui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lv</surname>
<given-names>Guangjun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Xinghua</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kuang</surname>
<given-names>Gangqiao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Chuang</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Jun</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zheng</surname>
<given-names>Zonglin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xiao</surname>
<given-names>Shijun</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1421499"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Minghui</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Fisheries, Southwest University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Freshwater Fish Reproduction and Development, Ministry of Education, Key Laboratory of Aquatics Science of Chongqing</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Bioinformatics Department, Jiaxing Key Laboratory for New Germplasm Breeding of Economic Mycology</institution>, <addr-line>Jiaxing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Livestock and Aquatic Affairs Center, Bureau of  Agriculture and Rural of Lengshuitan District</institution>, <addr-line>Yongzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Wuxi Fisheries College, Nanjing  Agricultural University</institution>, <addr-line>Wuxi</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Institutes of Fisheries Science, Neijiang Academy of Agricultural Sciences</institution>, <addr-line>Neijiang</addr-line>, <country>China</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Fisheries Resources Laboratory, Institute of Chongqing Fishery Sciences</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Xiaotong Wang, Ludong University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Zhenkui Qin, Ocean University of China, China; Chenguang Feng, Northwestern Polytechnical University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Shijun Xiao, <email xlink:href="mailto:shijun_xiao@163.com">shijun_xiao@163.com</email>; Minghui Li, <email xlink:href="mailto:imh@163.com">imh@163.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Marine Evolutionary Biology, Biogeography and Species Diversity, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>839225</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>12</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Zhou, Li, Zhou, Zou, Yuan, Deng, Lei, Su, Zhu, Ye, Luo, Lv, Zhou, Kuang, Zhang, Wu, Zheng, Xiao and Li</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhou, Li, Zhou, Zou, Yuan, Deng, Lei, Su, Zhu, Ye, Luo, Lv, Zhou, Kuang, Zhang, Wu, Zheng, Xiao and Li</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>Northern snakehead, <italic>Channa argus</italic> (<italic>C. argus</italic>), is an important economic and ecological fish species. The wild population of the species was sharply declined in the last decade. A high-quality reference genome could lay a solid foundation for the genetic and conservation studies for <italic>C. argus</italic>. In this work, we report a chromosomal genome assembly with PacBio and Hi-C technology using the albino northern snakehead, a color variety of <italic>C. argus</italic>. A 644.1-Mb genome with 24 chromosomes was obtained with a contig and scaffold N50 of 11.78 and 27.8 Mb, respectively. We inferred that <italic>C. argus</italic> diverged from <italic>A. testudineus</italic> around 85.6 million years ago. 514 expanded gene families and 214 positively selected genes were identified in the <italic>C. argus</italic> genome. The chromosome-level genome provides a valuable high-quality genomic resource for population, as well as genetic and evolutionary studies for <italic>C. argus</italic> and other species in Channidae.</p>
</abstract>
<kwd-group>
<kwd>the albino northern snakehead</kwd>
<kwd>genome</kwd>
<kwd>chromosome-scale assembly</kwd>
<kwd>PacBio</kwd>
<kwd>Hi-C</kwd>
</kwd-group>    <contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>    <contract-sponsor id="cn002">Fundamental Research Funds for the Central Universities<named-content content-type="fundref-id">10.13039/501100012226</named-content>
</contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="66"/>
<page-count count="11"/>
<word-count count="5788"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Northern snakehead fish, <italic>Channa argus</italic> (<italic>C. argus</italic>), belonging to Osteichthyes, Perciformes, and Channidae, is an important ecological and economic fish species in tropical and subtropical Asia and Africa (<xref ref-type="bibr" rid="B11">Cheng and Zheng, 1987</xref>; <xref ref-type="bibr" rid="B16">Courtenay and Williams, 2004</xref>). <italic>C. argus</italic> possesses many excellent characteristics for its roles in aquaculture including strong fecundity, fast growth, anti-hypoxia, delicious taste, exquisite meat quality, less bone spurs, and high nutritional value (<xref ref-type="bibr" rid="B22">Glass et&#xa0;al., 1986</xref>; <xref ref-type="bibr" rid="B12">Chen and Yang, 2013</xref>). In addition, <italic>C. argus</italic> has been reported to have medicinal values such as removing blood stasis, generating muscle and blood, nourishing, and conditioning and was usually used as a primary food of daily tonic and wound healing (<xref ref-type="bibr" rid="B59">Yuan et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B36">Qin and Jiang, 2010</xref>). Moreover, <italic>C. argus</italic> has excellent hypoxia tolerance due to the upper gill organ, enabling long-distance transportation for the species (<xref ref-type="bibr" rid="B49">Xiao et al., 2019</xref>). <italic>C. argus</italic> has become a widely farmed aquatic species in China, leading to a rapid development in its breeding industry in recent years (<xref ref-type="bibr" rid="B30">Li et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B48">Xiao et&#xa0;al., 2015</xref>).</p>
<p>The albino northern snakehead (<italic>C. argus</italic> var.) is a member of the Channidae family of the Perciformes and is distributed mainly in the middle-lower reaches of the Jialing River Basin in Sichuan Province, China (<xref ref-type="bibr" rid="B37">Shi et&#xa0;al., 1980</xref>). According to records, <italic>C. argus</italic> var. was originally considered to be a subspecies of the Northern snakehead <italic>C. argus</italic> (<xref ref-type="bibr" rid="B46">Wang et al., 1992</xref>). Subsequently, a large amount of molecular biological evidence proved that <italic>C. argus</italic> var. was not a subspecies of <italic>C.&#xa0;argus</italic> but an albino population (<xref ref-type="bibr" rid="B32">Li et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B63">Zhou et&#xa0;al., 2017</xref>). Meanwhile, because of its freshness, high nutritional value (e.g., high polyunsaturated fatty acid omega-6 levels), and potential ornamental value (e.g., all white of body) compared to those of the <italic>C. argus</italic> (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), it is a valuable economic and ornamental fish in China (<xref ref-type="bibr" rid="B65">Zou et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B62">Zhou et&#xa0;al., 2018</xref>). The average market price of <italic>C. argus</italic> var. is about 3&#x2013;4 times higher than that of <italic>C. argus</italic> (<xref ref-type="bibr" rid="B62">Zhou et&#xa0;al., 2018</xref>). However, due to the environmental deterioration and overfishing, the wild populations of the species were declining in the last decade (<xref ref-type="bibr" rid="B62">Zhou et&#xa0;al., 2018</xref>). Additionally, the low survival rate and aberration rate in larval breeding seriously limited the development of intensive aquaculture of <italic>C. argus</italic> var.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>A picture of the albino northern snakehead <italic>C. argus</italic> var. for the reference genome construction.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-839225-g001.tif"/>
</fig>
<p>Genome is one of the most important genetic resources in the ecological and breeding studies for species, especially for research aiming at improving economic traits for farming animals. In recent years, the genomes of many fish species have been successfully reported, including <italic>Takifugu rubripes</italic> (<xref ref-type="bibr" rid="B3">Aparicio et&#xa0;al., 2002</xref>), <italic>Oryzias latipes</italic> (<xref ref-type="bibr" rid="B26">Kasahara et&#xa0;al., 2007</xref>), <italic>Danio rerio</italic> (<xref ref-type="bibr" rid="B23">Howe et&#xa0;al., 2013</xref>), <italic>Cyprinus carpio</italic> (<xref ref-type="bibr" rid="B55">Xu et&#xa0;al., 2014</xref>), <italic>Litopenaeus vannamei</italic> (<xref ref-type="bibr" rid="B60">Zhang et&#xa0;al., 2019</xref>), <italic>Oxygymnocypris stewartii</italic> (<xref ref-type="bibr" rid="B34">Liu et&#xa0;al., 2019</xref>), <italic>Datnioides undecimradiatus</italic> (<xref ref-type="bibr" rid="B42">Sun et&#xa0;al., 2020</xref>), and <italic>Platycephalus</italic> sp.<italic>1</italic> (<xref ref-type="bibr" rid="B56">Xu et&#xa0;al., 2021</xref>). A previous study has shown that the genomic application of a reference genome largely depends on the continuity and completeness quality of genome sequences (<xref ref-type="bibr" rid="B50">Xiao et&#xa0;al., 2020</xref>). The genome of <italic>C. argus</italic> has been reported in 2017 by Jian Xu (<xref ref-type="bibr" rid="B51">Xu et&#xa0;al., 2017</xref>), which provides basic genomic data for studies of the species. However, the public genome of <italic>C. argus</italic> was assembled using short reads from next-generation sequencing technologies and was highly fragmented with the contig N50 length of 81.4 kb (<xref ref-type="bibr" rid="B51">Xu et&#xa0;al., 2017</xref>). More importantly, the genome was not assembled into the chromosomal level, making the genome not being able to provide sufficient genomic information for the following chromosome evolution and fine mapping of functional genes for important economic traits (<xref ref-type="bibr" rid="B17">Dan et&#xa0;al., 2018</xref>). There is a great demand for a chromosome-level high-quality reference genome of <italic>C. argus</italic> to facilitate and prompt evolutionary and conservation studies and functional gene mapping of the critical economic traits for the species.</p>
<p>Here, for the first time, we presented a high-quality chromosomal genome assembly for the albino northern snakehead (<italic>C. argus</italic> var.) with a combined strategy of Illumina, PacBio, and Hi-C technology. The contig and scaffold N50 length reached 11.78 and 27.8 Mb, respectively. More than 95.8% of the&#xa0;sequence reads were assembled into 24 chromosomes, demonstrating the outstanding completeness and sequence continuity of the reference genome. 22,593 protein-coding genes were predicted in the assembled genome, and more than 91.9% of those genes were successfully functionally annotated. We believe that the high-quality chromosomal genome would provide a valuable reference not only for the genomic dissection of the phenotypic variation in the species but also for the evolutionary investigation of Channidae family among teleosts.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title>Sample Collection</title>
<p>A female individual of <italic>C. argus</italic> var. was reared in Neijiang Fish Farm (Neijiang City, Sichuan Province, China) and was used for the genome sequencing and assembly (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). A total of 12 tissues, including white muscle, skin, spleen, liver, intestinal, ovary, swim bladder, kidney, heart, brain, eye, and gill, were collected and then quickly frozen and stored in liquid nitrogen for 6&#xa0;h. Of these tissues, the white muscle was used for DNA sequencing for genome assembly and all tissues were used for transcriptome sequencing.</p>
</sec>
<sec id="s2_2">
<title>DNA and RNA Sequencing</title>
<p>To construct a DNA sequencing library, we extracted the genomic DNA from the muscle tissue of a female individual using the standard phenol/chloroform extraction method. The quality of genomic DNA molecules was checked, and we required that the main band of extracted DNA was around 20 kb in the agarose gel electrophoresis experiment, and the DNA spectrophotometer ratio (SP) 260/280 was larger than 1.8. Subsequently, short-read (insert size: 250 bp) and long-read (insert size: 20 kb) DNA sequencing libraries were created according to the protocols of manufacturers, the former one for the whole genome sequencing based on the Illumina HiSeq X Ten platform and the latter for the PacBio Sequel platform, respectively.</p>
<p>RNA-seq data can be used to improve the quality of the genome annotation. To include as many tissue-specific expressed transcripts for the analysis as possible, RNAs of all the 12 collected tissues were extracted using the TRIzol Reagent (Invitrogen, Carlsbad, CA, USA). The purified RNA quantity and quality for each tissue were assessed, and we required that the absorbance be larger than 1.7 at 260 nm/280 nm based on the NanoDrop ND-1000 spectrophotometer (LabTech, Hopkinton, MA, USA) and the RIN value was larger than 8.5 on the basis of the 2100 Bioanalyzer (Agilent Technologies, Santa Clara, CA, USA), respectively. Then, RNA molecules from all the 12 collected tissues were equally mixed before the subsequent transcriptome sequencing with the Illumina HiSeq X Ten platform according to the manufacturer&#x2019;s protocol. Briefly, 3 &#xb5;g of RNA molecules was used for library construction. After the library construction including purification, fragmentation, cDNA synthesis, adaptor ligation, and fragment selection, the transcripts were sequenced with Illumina HiSeq X Ten (Illumina Inc., San Diego, CA, USA) system using the paired-end 150-bp mode.</p>
</sec>
<sec id="s2_3">
<title>Evaluation of the Characters of the <italic>C. argus</italic> var. Genome</title>
<p>The short sequencing data of <italic>C. argus</italic> var. from the Illumina platform were used for the genome character evaluation using the <italic>K</italic>mer-based method (<xref ref-type="bibr" rid="B33">Liu et&#xa0;al., 2013</xref>). The sequencing data were firstly quality checked and filtered before the analysis. HTQC (<xref ref-type="bibr" rid="B58">Yang et&#xa0;al., 2013</xref>) was used for the low-quality base/read filtering, and FastQC (<uri xlink:href="http://www.bioinformatics.babraham.ac.uk/projects/fastqc/">http://www.bioinformatics.babraham.ac.uk/projects/fastqc/</uri>) was applied for the quality control. All adapter sequences that reside in reads were removed, and paired-end reads with more than 10% ambiguous <italic>bases</italic> or with more than 50% low-quality bases (Phred score &lt;5) were filtered. The 17mers were generated from the sequencing data using the Jellyfish package (<xref ref-type="bibr" rid="B35">Mar&#xe7;ais and Kingsford, 2011</xref>), and the frequency of all 17mers was plotted to illuminate the genome characters.</p>
</sec>
<sec id="s2_4">
<title>
<italic>De Novo</italic> Contig Assembly of the <italic>C. argus</italic> var. Genome</title>
<p>Long reads from the whole-genome PacBio sequencing were&#xa0;used for the <italic>de novo</italic> genome assembly. Falcon 2.1.4 (<xref ref-type="bibr" rid="B14">Chin et&#xa0;al., 2016</xref>) was used for the genome assembly with the parameters listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>. To eliminate ineluctable base errors in the assembly, the PacBio long reads and Illumina short reads were used again for the base correction. Firstly, the PacBio long reads were mapped upon the preliminary genome using blasr software (<xref ref-type="bibr" rid="B10">Chaisson and Tesler, 2012</xref>) and the alignment results were used for the sequence polish using arrow utility (ARROW in GCpp v1.9.0) (<xref ref-type="bibr" rid="B13">Chin et&#xa0;al., 2013</xref>) with the minCoverage of 15. Secondly, two rounds of sequence polish using Illumina short reads were performed using BWA (<xref ref-type="bibr" rid="B1">Abu&#xed;n et&#xa0;al., 2015</xref>) for read alignment and Pilon 1.23 (<xref ref-type="bibr" rid="B45">Walker et&#xa0;al., 2014</xref>) for the base correction.</p>
</sec>
<sec id="s2_5">
<title>Chromosome Construction Using Interaction Information From Hi-C Data</title>
<p>The muscle tissue was used for the Hi-C library construction and sequencing. Two micrograms of tissue from the same individual used for the genome assembly was collected. The chromatin cross-linking, lysis, digestion, marking with biotin, ligation, chromatin cross-linking reversal, and DNA fragment collection for Hi-C library construction were performed using the identical experimental process in the previous study (<xref ref-type="bibr" rid="B54">Xu et&#xa0;al., 2018b</xref>). The DNA molecules were used for the library construction and sequencing as traditional genome sequencing project using the Illumina HiSeq X Ten platform (Illumina, San Diego, CA, USA).</p>
<p>The interaction frequencies among contigs were estimated from the sequencing data; however, the data analysis was different from that of a traditional whole-genome sequencing project, since abundant chimeric reads could be observed in the Hi-C library sequencing. We first applied an iterative alignment strategy to align the reads to the assembled contigs using Bowtie (<xref ref-type="bibr" rid="B29">Langmead, 2010</xref>) with a single end mode. Only read pairs where both ends were uniquely aligned to the contigs were selected for the following study. Then, the interaction frequencies among contigs were evaluated using the hiclib python library (<xref ref-type="bibr" rid="B24">Imakaev et&#xa0;al., 2012</xref>). At last, contigs were clustered, ordered, and orientated to restore their relative locations along chromosomes using an agglomerative hierarchical clustering method implemented in Lachesis (no version) (<xref ref-type="bibr" rid="B6">Burton et&#xa0;al., 2013</xref>).</p>
</sec>
<sec id="s2_6">
<title>Gene Model Prediction and Functional Annotations</title>
<p>Before the protein-coding gene annotation in the <italic>C. argus</italic> var. genome, both tandem and interspersed repeats were predicted and masked. Tandem Repeat Finder (TRF 4.09) (<xref ref-type="bibr" rid="B4">Benson, 1999</xref>) was used to detect tandem repeats in the genome. RepeatMasker 4.1.2 and RepeatProteinMask were used to predict interspersed repeats based on the Repbase database (<xref ref-type="bibr" rid="B25">Jurka et&#xa0;al., 2005</xref>). The <italic>de novo</italic> prediction was applied with RepeatMasker 4.1.2 using the combined library from RepeatModeler 2.0.2a and LTR-FINDER 1.0.7 (<xref ref-type="bibr" rid="B53">Xu and Wang, 2007</xref>). All repeat types were merged to eliminate the redundancy.</p>
<p>To predict protein-coding genes in the <italic>C. argus</italic> var. genome, <italic>de novo</italic> and homolog- and RNA-seq-based methods were used. <italic>De novo</italic> prediction was performed with Augustus 3.4.0 (<xref ref-type="bibr" rid="B41">Stanke et&#xa0;al., 2006</xref>). For the homolog-based method, protein sequences of <italic>Anabas testudineus</italic>, <italic>Danio rerio</italic>, <italic>Oryzias latipes</italic>, <italic>Tetraodon nigroviridis</italic>, and <italic>Xiphophorus maculatus</italic> were downloaded from the Ensembl database release 96 (<xref ref-type="bibr" rid="B20">Flicek et&#xa0;al., 2007</xref>) and aligned to the <italic>C. argus</italic> var. genome with TBLASTN utility (<xref ref-type="bibr" rid="B2">Altschul, 2012</xref>), which was processed with GeneWise 2.4.1 (<xref ref-type="bibr" rid="B5">Birney et&#xa0;al., 2004</xref>) to obtain the gene models. TopHat 2.1.1 was used to map RNA-seq data upon the <italic>C. argus</italic> var. genome (<xref ref-type="bibr" rid="B44">Trapnell and Pachter Lsalzberg, 2009</xref>), and Cufflinks 2.2.1 was then used to assemble transcripts (<xref ref-type="bibr" rid="B21">Ghosh and Chan, 2016</xref>). Packages were used to map RNA-seq data upon the <italic>C. argus</italic> var. genome and extract gene information. The MAKER 3.01.02 (<xref ref-type="bibr" rid="B7">Cantarel et&#xa0;al., 2008</xref>) package was used to merge all gene models from <italic>de novo</italic> and homolog- and RNA-seq-based methods.</p>
<p>All the final protein-coding genes were searched against NR, TrEMBL, Swissport, and COG databases using BLAST 2.11.0<sup>+</sup> utility (<xref ref-type="bibr" rid="B2">Altschul, 2012</xref>) with a maximal e-value of 1e-5. Blast2GO 5.2.5 (<xref ref-type="bibr" rid="B15">Conesa et&#xa0;al., 2005</xref>) software was used for Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) annotation.</p>
</sec>
<sec id="s2_7">
<title>Evolutionary Dynamics of the <italic>C. argus</italic> var. Genome</title>
<p>Coding sequences and corresponding protein sequences for 11 fish species, including Callorhinchus milii, Lepisosteus oculatus, D. rerio, Gadus morhua, X. maculates, O. latipes, Anabas testudineus, Gasterosteus aculeatus, Larimichthys crocea, T. nigroviridis, and Takifugu rubripes, were downloaded from the Ensembl database. The longest transcript and encoded protein sequence for each gene locus was selected, and the OrthoMCL 2.0.9 pipeline (<xref ref-type="bibr" rid="B31">Li et&#xa0;al., 2003</xref>) with default settings was used to identify their relationships within and among species. Then, the protein sequences of one-to-one ortholog genes were aligned with muscle (<xref ref-type="bibr" rid="B19">Edgar, 2004</xref>) and were converted into nucleotide sequences using pal2nal (<xref ref-type="bibr" rid="B43">Suyama et&#xa0;al., 2006</xref>). Hypervariable regions of the alignments were removed with Gblocks 0.91b (<xref ref-type="bibr" rid="B9">Castresana, 2000</xref>) with default settings, and the remaining sequences were concatenated and fed into RAxML (<xref ref-type="bibr" rid="B39">Stamatakis, 2014</xref>) to reconstruct the relationships among these species. One hundred times of rapid bootstrap (<xref ref-type="bibr" rid="B40">Stamatakis et&#xa0;al., 2008</xref>) resampling were performed to access the robustness of the topology. Based on the topology and the alignment matrix, the divergence times among these species were estimated using MCMCTREE included in the PAML 4.9 package software (<xref ref-type="bibr" rid="B57">Yang, 2007</xref>) with the calibration time obtained by consulting the TimeTree database (<xref ref-type="bibr" rid="B28">Kumar et&#xa0;al., 2017</xref>). The calibration times were fetched from TimeTree (<uri xlink:href="http://www.timetree.org/">http://www.timetree.org/</uri>), including Callorhinchus milii and Danio rerio, 453&#x2013;497 MYA, Lepisosteus oculatus and Danio rerio, 295&#x2013;334 MYA, Tetraodon and Oryzias latipes, 165.2&#x2013;149.85 MYA, Oryzias latipes and Takifugu rubripes, 104&#x2013;145 MYA, Takifugu rubripes and Gasterosteus aculeatus, 99&#x2013;127 MYA, and Takifugu rubripes and Tetraodon nigroviridis, 42&#x2013;57 MYA. Based on the aforementioned results, the dynamics of the gene families reside in the genome including expansions and contractions were detected with caf&#xe9; 4.2 (<xref ref-type="bibr" rid="B18">De Bie et&#xa0;al., 2006</xref>). Furthermore, candidate genes probably subject to positive selection were identified using CODEML by comparing the differences of likelihood values between model A with two different settings (fix_omega = 1 omega = 1 vs. fix_omega = 0 omega = 1.5) and the chi<sup>2</sup> distribution.</p>
</sec>
<sec id="s2_8">
<title>Specific Gene Identification in the <italic>C. argus</italic> Genome</title>
<p>The CDS sequences from the <italic>C. argus</italic> var. and <italic>C. argus</italic> genome were blasted against each other by BLASTN (<xref ref-type="bibr" rid="B2">Altschul, 2012</xref>). Genes from the two genomes with an alignment ratio larger than 80% were considered as shared genes. Genes with any hit were recognized as non-hit genes. To identify genome-specific genes, non-hit genes from the <italic>C. argus</italic> genome were aligned to the <italic>C. argus</italic> var. genome using exonerate (<uri xlink:href="https://github.com/nathanweeks/exonerate">https://github.com/nathanweeks/exonerate</uri>) with parameters: &#x2013;model est2genome &#x2013;percent 80 &#x2013;showtargetgff 1. If a gene had no hit on the <italic>C. argus</italic> var. genome, the gene was identified as <italic>C. argus</italic> specific genes. In the identical method, <italic>C. argus</italic> var. specific genes were also identified.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results and Discussion</title>
<sec id="s3_1">
<title>
<italic>De Novo</italic> Assembly of the Genome</title>
<p>Based on the Illumina HiSeq X Ten platform, a total of 42.99 Gb cleaned data with ~67&#xd7; coverage of estimated genome size was generated (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Using the high-quality whole-genome sequencing data, we applied the <italic>K</italic>mer-based method for the genome size, heterozygosity, and repeat content estimation. The genome size was estimated using the <italic>K</italic>mer-based method, and results are shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>. Because 17mers with extremely low frequency most likely resulted from base errors in the PCR or sequencing, all 17mers with the frequency lower than 5 were excluded from the genome character estimation. As shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>, we estimated that the genome size of <italic>C. argus</italic> var. was 668 Mb. We observed low heterozygosity in the <italic>Kmer</italic> plot, resulting in the whole-genome heterozygosity of 0.096%. The heterozygosity of <italic>C. argus</italic> var. was relatively smaller than for many teleosts (<xref ref-type="bibr" rid="B52">Xu et&#xa0;al., 2018a</xref>), even for other aquaculture species generated from gynogenesis (<xref ref-type="bibr" rid="B47">Wang et&#xa0;al., 2015</xref>), implying that the genetic diversity of the <italic>C. argus</italic> var. might be rather low in population.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The statistics of the DNA and RNA sequencing data for the genome assembly and annotation.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Source</th>
<th valign="top" align="center">Sequencing strategy</th>
<th valign="top" align="center">Insert size (bp)</th>
<th valign="top" align="center">Clean data (Gb)</th>
<th valign="top" align="center">Mean read length (bp)</th>
<th valign="top" align="center">Sequence coverage (X)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="3" align="left">Genome</td>
<td valign="top" align="left">Illumina short reads</td>
<td valign="top" align="center">250 bp</td>
<td valign="top" align="center">42.99</td>
<td valign="top" align="center">148</td>
<td valign="top" align="center">67.2</td>
</tr>
<tr>
<td valign="top" align="left">PacBio long reads</td>
<td valign="top" align="center">20 kb</td>
<td valign="top" align="center">52.85</td>
<td valign="top" align="center">11,365</td>
<td valign="top" align="center">82.6</td>
</tr>
<tr>
<td valign="top" align="left">Hi-C</td>
<td valign="top" align="center">250 bp</td>
<td valign="top" align="center">78.27</td>
<td valign="top" align="center">149</td>
<td valign="top" align="center">122.3</td>
</tr>
<tr>
<td valign="top" align="left">Transcriptome</td>
<td valign="top" align="left">Illumina short reads</td>
<td valign="top" align="center">250 bp</td>
<td valign="top" align="center">10.8</td>
<td valign="top" align="center">149</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Note that all reads here for statistics are cleaned data.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The frequency of 17mer distribution from the whole-genome Illumina sequencing data. The peak around 45 represented the frequency of homozygous Kmers and that around 90 referred to the frequency of repeated Kmers.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-839225-g002.tif"/>
</fig>
<p>To <italic>de novo</italic> assemble the <italic>C. argus</italic> var. genome, we constructed and sequenced a 20-kb DNA library using the PacBio Sequel platform and obtained 4,650,237 subreads totaling 52.85 Gb and representing ~83&#xd7; of estimated genome size (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The N50 length of the subreads was 18 kb with the maximal subread length of 94 kb (<xref ref-type="supplementary-material" rid="SF7">
<bold>Supplementary Figure S1</bold>
</xref>). After the preliminary assembly using Falcon 2.1.4, 640.6-Mb genomes with 749 contigs were obtained. The N50 and maximal length of contigs were 11.91 and 27.5 Mb, respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). After rounds of polishing based on the long reads used for <italic>de novo</italic> assembly and short reads used for survey, the final genome was 644.1 Mb of 749 contigs with an N50 length of 11.98 Mb (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). The completeness of the assembled genome was validated by Benchmarking Universal Single-Copy Orthologs 3.0 (BUSCO 3.0) analysis using BUSCO v3.0 with the actinopterygii_odb9 database. As a result, 4,458 (97.2%) of the 4,584 BUSCO genes were completely identified in the genome with 4,334 (94.5%) single-copy and 124 (2.7%) multi-copy genes (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), suggesting excellent completeness for the genome assembly.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>BUSCO analysis to validate the completeness of the genome assembly.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">Proteins</th>
<th valign="top" align="center">Percentage (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Complete identified BUSCOs</td>
<td valign="top" align="center">4,458</td>
<td valign="top" align="center">97.2</td>
</tr>
<tr>
<td valign="top" align="left">Complete single-copy BUSCOs</td>
<td valign="top" align="center">4,334</td>
<td valign="top" align="center">94.5</td>
</tr>
<tr>
<td valign="top" align="left">Complete duplicated BUSCOs</td>
<td valign="top" align="center">124</td>
<td valign="top" align="center">2.7</td>
</tr>
<tr>
<td valign="top" align="left">Fragmented BUSCOs</td>
<td valign="top" align="center">47</td>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">Missing BUSCOs</td>
<td valign="top" align="center">79</td>
<td valign="top" align="center">1.8</td>
</tr>
<tr>
<td valign="top" align="left">Total BUSCOs searched</td>
<td valign="top" align="center">4584</td>
<td valign="top" align="center">100</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Note that actinopterygii_odb9 was used for the BSUCO analysis.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Scaffolding of the Genome</title>
<p>Although we obtained a genome with less than 1,000 contigs (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>), the genome sequences were still fragmented since the karyotype of <italic>C. argus</italic> was 2n = 48 according to the previous studies (<xref ref-type="bibr" rid="B38">Song et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B61">Zhong et&#xa0;al., 2016</xref>). The relative position and orientation along chromosomes of those contigs were crucial for the comparative genomic analysis, especially for the chromosome evolution studies. Many traditional scaffolding strategies were developed and reported to anchor contigs into chromosomes, such as genetic mapping, physical mapping, BAC sequencing, and large insert-size mate-pair sequencing; however, those methods were time-/labor-consuming and costly. In this work, we applied the Hi-C technique to assemble the first chromosome assembly of <italic>C. argus</italic> var.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Comparison of the two versions of genome assembly based on the short- and long-read sequencing technology, respectively.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Genome assembly</th>
<th valign="top" align="center">
<italic>C. argus</italic>
</th>
<th valign="top" align="center">
<italic>C. argus</italic> var.</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Contig N50 size (kb)</td>
<td valign="top" align="center">81</td>
<td valign="top" align="center">11,786</td>
</tr>
<tr>
<td valign="top" align="left">Contig number (&gt;100 bp)</td>
<td valign="top" align="center">29,146</td>
<td valign="top" align="center">991</td>
</tr>
<tr>
<td valign="top" align="left">Scaffold N50 size (Mb)</td>
<td valign="top" align="center">4.5</td>
<td valign="top" align="center">27.8</td>
</tr>
<tr>
<td valign="top" align="left">Scaffold number (&gt;100 bp)</td>
<td valign="top" align="center">5,297</td>
<td valign="top" align="center">562</td>
</tr>
<tr>
<td valign="top" align="left">Total length (Mb)</td>
<td valign="top" align="center">615.3</td>
<td valign="top" align="center">644.1</td>
</tr>
<tr>
<td valign="top" align="left">The longest scaffold (bp)</td>
<td valign="top" align="center">18,736,006</td>
<td valign="top" align="center">53,100,685</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>From the Hi-C sequencing, we obtained more than 78 Gb of sequencing data, covering 122&#xd7; of the <italic>C. argus</italic> var. genome (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). As a result, a 644.1-Mb genome with 562 sequences and a contig/scaffold N50 length of 11.78/27.76 Mb were obtained (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). It is worth noting that gaps among contigs were filled with 100-bp Ns in the genome; therefore, the gap lengths in the genome did not represent the real or estimated length. The total length of the top 24 longest sequences, representing 24 chromosomes of the <italic>C. argus</italic> var., was 617.6 Mb, covering more than 95.8% of contigs on the base level <bold>(</bold>
<xref ref-type="supplementary-material" rid="SF8">
<bold>Supplementary Figure S2</bold>
</xref>). A total of 538 genome sequences were unplaced upon chromosome after the Hi-C analysis. The contig N50 length of unplaced sequences was 41.7 kb, which was significantly shorter than that of the genome level. We attributed the unplacement of those sequences to the insufficiency of interaction information with other contigs due to their short length.</p>
</sec>
<sec id="s3_3">
<title>Annotation of the Genome</title>
<p>More than 20% of the genomes were predicted as repetitive elements, and long interspersed nuclear elements (LINE) represented the most abundant repeat type in the genome (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). For assisting the annotation of gene structures, about 10.8 Gb of transcriptome data (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) representing almost all of the expressed genes from the 12 collected tissues was generated. Together with the other two annotation strategies including the <italic>de novo</italic> and homolog-based methods, we obtained 22,593 protein-coding genes in the <italic>C. argus</italic> var. genome at last (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>), of which 96.61% could be supported by transcripts with at least a 50% overlap. The annotation of gene structures was quality controlled by comparing to the closely related species. As shown in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, the gene structures of <italic>C. argus</italic> var. was comparable to those of <italic>A. testudineus</italic>, <italic>D. rerio</italic>, <italic>O. latipes</italic>, <italic>T. nigroviridis</italic>, and <italic>X. maculatus</italic>. Based on the chromosome assembly, the density of genes, repeat types, and GC contents were plotted along the chromosomes as in <xref ref-type="supplementary-material" rid="SF11">
<bold>Figure S5</bold>
</xref>. Generally, the distributions of repeats and genes are inversely correlated. Of all the predicted protein-coding genes, more than 91.9% were annotated to at least one public database (<xref ref-type="table" rid="T6">
<bold>Table&#xa0;6</bold>
</xref>). We also compared the coding sequences of <italic>C. argus</italic> var. with those of <italic>C. argus</italic> and calculated the ks values for each gene. The median value of the ks values is 0.008, which is much larger than that of the distance of the COI gene but is still within the range of species (<xref ref-type="bibr" rid="B64">Zhou et&#xa0;al., 2015</xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>The repetitive element predicted from the <italic>C. argus</italic> var. genome.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Type</th>
<th valign="top" colspan="2" align="center">Repbase TEs</th>
<th valign="top" colspan="2" align="center">TE proteins</th>
<th valign="top" colspan="2" align="center">
<italic>De novo</italic>
</th>
<th valign="top" colspan="2" align="center">Combined TEs</th>
</tr>
<tr>
<th valign="top" align="center">Length (Mb)</th>
<th valign="top" align="center">% in genome</th>
<th valign="top" align="center">Length (Mb)</th>
<th valign="top" align="center">% in genome</th>
<th valign="top" align="center">Length (Mb)</th>
<th valign="top" align="center">% in genome</th>
<th valign="top" align="center">Length (Mb)</th>
<th valign="top" align="center">% in genome</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>DNA</bold>
</td>
<td valign="top" align="center">25.39</td>
<td valign="top" align="center">3.94</td>
<td valign="top" align="center">2.28</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">21.77</td>
<td valign="top" align="center">3.38</td>
<td valign="top" align="center">40.76</td>
<td valign="top" align="center">6.33</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>LINE</bold>
</td>
<td valign="top" align="center">26.41</td>
<td valign="top" align="center">4.10</td>
<td valign="top" align="center">19.53</td>
<td valign="top" align="center">3.03</td>
<td valign="top" align="center">55.74</td>
<td valign="top" align="center">8.65</td>
<td valign="top" align="center">66.83</td>
<td valign="top" align="center">10.37</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>SINE</bold>
</td>
<td valign="top" align="center">4.42</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">6.16</td>
<td valign="top" align="center">0.96</td>
<td valign="top" align="center">10.15</td>
<td valign="top" align="center">1.58</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>LTR</bold>
</td>
<td valign="top" align="center">4.77</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">2.24</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">17.19</td>
<td valign="top" align="center">2.67</td>
<td valign="top" align="center">20.62</td>
<td valign="top" align="center">3.20</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Satellite</bold>
</td>
<td valign="top" align="center">2.51</td>
<td valign="top" align="center">0.39</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">4.58</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">6.27</td>
<td valign="top" align="center">0.97</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Simple_repeat</bold>
</td>
<td valign="top" align="center">0.20</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">0.13</td>
<td valign="top" align="center">1.06</td>
<td valign="top" align="center">0.16</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Other</bold>
</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Unknown</bold>
</td>
<td valign="top" align="center">1.25</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">3.26</td>
<td valign="top" align="center">0.51</td>
<td valign="top" align="center">4.51</td>
<td valign="top" align="center">0.70</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Total</bold>
</td>
<td valign="top" align="center">61.73</td>
<td valign="top" align="center">9.58</td>
<td valign="top" align="center">24.05</td>
<td valign="top" align="center">3.73</td>
<td valign="top" align="center">97.35</td>
<td valign="top" align="center">15.11</td>
<td valign="top" align="center">131.00</td>
<td valign="top" align="center">20.35</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>The protein-coding gene annotation in the <italic>C. argus</italic> var. genome.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" colspan="2" align="left">Method</th>
<th valign="top" align="center">Number</th>
<th valign="top" align="center">Average gene length (bp)</th>
<th valign="top" align="center">Average CDS length (bp)</th>
<th valign="top" align="center">Average exon per gene</th>
<th valign="top" align="center">Average exon length (bp)</th>
<th valign="top" align="center">Average intron length (bp)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>
<italic>De novo</italic>
</bold>
</td>
<td valign="top" align="center">
<bold>Augustus</bold>
</td>
<td valign="top" align="center">19,670</td>
<td valign="top" align="center">15,372.3</td>
<td valign="top" align="center">1,766.0</td>
<td valign="top" align="center">10.4</td>
<td valign="top" align="center">169.6</td>
<td valign="top" align="center">1,445.4</td>
</tr>
<tr>
<td valign="top" rowspan="5" align="left">
<bold>Homolog</bold>
</td>
<td valign="top" align="center">
<bold>
<italic>A. testudineus</italic>
</bold>
</td>
<td valign="top" align="center">40,446</td>
<td valign="top" align="center">8,978.3</td>
<td valign="top" align="center">1,196.2</td>
<td valign="top" align="center">6.2</td>
<td valign="top" align="center">191.6</td>
<td valign="top" align="center">1,483.9</td>
</tr>
<tr>
<td valign="top" align="center">
<bold>
<italic>D. rerio</italic>
</bold>
</td>
<td valign="top" align="center">36,842</td>
<td valign="top" align="center">8,638.7</td>
<td valign="top" align="center">1,018.7</td>
<td valign="top" align="center">5.7</td>
<td valign="top" align="center">178.7</td>
<td valign="top" align="center">1,620.9</td>
</tr>
<tr>
<td valign="top" align="center">
<bold>
<italic>O. latipes</italic>
</bold>
</td>
<td valign="top" align="center">33,463</td>
<td valign="top" align="center">8,179.4</td>
<td valign="top" align="center">1,060.2</td>
<td valign="top" align="center">6.1</td>
<td valign="top" align="center">174.1</td>
<td valign="top" align="center">1,398.6</td>
</tr>
<tr>
<td valign="top" align="center">
<bold>
<italic>T. nigroviridis</italic>
</bold>
</td>
<td valign="top" align="center">30,603</td>
<td valign="top" align="center">8,221.1</td>
<td valign="top" align="center">1,100.5</td>
<td valign="top" align="center">6.6</td>
<td valign="top" align="center">168.1</td>
<td valign="top" align="center">1,283.3</td>
</tr>
<tr>
<td valign="top" align="center">
<bold>
<italic>X. maculatus</italic>
</bold>
</td>
<td valign="top" align="center">32,634</td>
<td valign="top" align="center">8,294.8</td>
<td valign="top" align="center">1,139.0</td>
<td valign="top" align="center">6.6</td>
<td valign="top" align="center">172.6</td>
<td valign="top" align="center">1,278.0</td>
</tr>
<tr>
<td valign="top" colspan="2" align="left">
<bold>RNAseq</bold>
</td>
<td valign="top" align="center">17,091</td>
<td valign="top" align="center">15,512.9</td>
<td valign="top" align="center">1,652.6</td>
<td valign="top" align="center">10.5</td>
<td valign="top" align="center">335.2</td>
<td valign="top" align="center">1,266.8</td>
</tr>
<tr>
<td valign="top" colspan="2" align="left">
<bold>MAKER</bold>
</td>
<td valign="top" align="center">22,593</td>
<td valign="top" align="center">14,953.4</td>
<td valign="top" align="center">1,662.8</td>
<td valign="top" align="center">10.1</td>
<td valign="top" align="center">288.6</td>
<td valign="top" align="center">1,331.7</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Proteins from A. testudineus, D. rerio, O. latipes, T. nigroviridis, and X. maculatus were used for homology-based gene prediction.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>The gene structure comparison of <italic>C. argus</italic> var. to <italic>A. testudineus (Anabas testudineus)</italic>, <italic>D. rerio</italic>, <italic>O. latipes</italic>, <italic>T. nigroviridis</italic>, and <italic>X. maculatus</italic>. <bold>(A)</bold> Gene length distribution comparison; <bold>(B)</bold> CDS length distribution comparison; <bold>(C)</bold> exon length distribution comparison; <bold>(D)</bold> intron length distribution comparison.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-839225-g003.tif"/>
</fig>
<table-wrap id="T6" position="float">
<label>Table&#xa0;6</label>
<caption>
<p>The functional annotation statistics for the predicted protein-coding genes.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">Number</th>
<th valign="top" align="center">Percent (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>Total</bold>
</td>
<td valign="top" align="center">22,593</td>
<td valign="top" align="center">100</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>InterPro</bold>
</td>
<td valign="top" align="center">19,116</td>
<td valign="top" align="center">85</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>GO</bold>
</td>
<td valign="top" align="center">14,473</td>
<td valign="top" align="center">64</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>KEGG</bold>
</td>
<td valign="top" align="center">13,352</td>
<td valign="top" align="center">59</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>SwissProt</bold>
</td>
<td valign="top" align="center">19,494</td>
<td valign="top" align="center">86</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>TrEMBL</bold>
</td>
<td valign="top" align="center">20,684</td>
<td valign="top" align="center">92</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>NR</bold>
</td>
<td valign="top" align="center">20,720</td>
<td valign="top" align="center">92</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>COG</bold>
</td>
<td valign="top" align="center">7,028</td>
<td valign="top" align="center">31.1</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Annotated</bold>
</td>
<td valign="top" align="center">20,767</td>
<td valign="top" align="center">91.9</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Unannotated</bold>
</td>
<td valign="top" align="center">1,826</td>
<td valign="top" align="center">8.1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Annotated means the number of the genes that hit at least one public database.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_4">
<title>The Improvement of the <italic>C. argus</italic> var. Genome Compared to the Previous Genome</title>
<p>Although previous studies have reported one version of genome for <italic>C. argus</italic>, we found that our recent genome exhibited significant improvements on both continuity and completeness. Firstly, the published <italic>C. argus</italic> was assembled by short reads from next-generation sequencing technology (<xref ref-type="bibr" rid="B51">Xu et&#xa0;al., 2017</xref>), but our genome was assembled using long reads from the PacBio sequencing platform. The contig N50 length in our work (11.98 Mb) was more than 140 times higher than the previous version (81.4 kb), while the contig number was about 40 times smaller than that of the previous version (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>), indicating the remarkable updates on the reference genome continuity. As far as we know, the contig N50 length of 11.98 Mb for the new genome surpassed the majority teleost genomes, including model teleost species such as zebrafish and medaka. Secondly, the BUSCO comparison between our and previous genomes showed that 97.2% of BUSCO genes were identified in our genome, but only 82.9% were detected in the old genome, suggesting that our genome exhibited higher completeness. This might also explain that more protein-coding genes were predicated in this work. The continuity and completeness are crucial for a reference genome, since the fragmentation of the genome might break the continuity of the gene sequence in the genome and spoil the genome comparison among species, leading to incompleteness and inaccuracy alignments. Therefore, the merits of our genome make the new reference more suitable for gene and genome sequence analyses.</p>
<p>More importantly, our genome sequences were anchored into chromosomes by the Hi-C technique in this work, providing essential reference genomes for the genome evolution on chromosome levels. Similar to the contigs, the scaffold number of <italic>C. argus</italic> var. in this work was much lower whereas the contig N50 size is much bigger than that of <italic>C. argus</italic> (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). With the development of functional genomics and the increasing research interests for the economic species, a large amount of genetic analyses for <italic>Channa argus</italic>, such as quantitative trait locus (QTL) and genome-wide association study (GWAS), will be performed. Those genetic analyses highly rely on the chromosome assembly.</p>
</sec>
<sec id="s3_5">
<title>Evolutionary Analyses of the Genome</title>
<p>Using the OrthoMCL 2.0.9 pipeline, a total of 3,166 single-copy ortholog groups were detected (<xref ref-type="supplementary-material" rid="SF9">
<bold>Supplementary Figure S3</bold>
</xref>). After alignment and removal of gapped regions, a concatenated alignment matrix with a length of 1,877,704 bps was created based on these genes. The recovered phylogeny showed that <italic>C. argus</italic> var. and another species belonging to Perciformes, <italic>A. testudineus</italic>, are sister species with high confidence (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). The phylogenetic tree of species in this work was consistent with previous study (<xref ref-type="bibr" rid="B51">Xu et&#xa0;al., 2017</xref>). Divergence time estimation showed that the two sister species diverged about 85.6 million years ago (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). The dynamics of members of gene families that reside in the genome may be the result of natural selection. A total of 514 and 2,664 gene families were probably subject to expansions and contractions within the genome (<xref ref-type="supplementary-material" rid="SF10">
<bold>Supplementary Figure S4</bold>
</xref>). The top enriched pathways of these expanded gene families are olfactory transduction, phagosome, and intestinal immune network for IgA production (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>). On the contrary, the top enriched pathways of the contracted gene families are tight junction, cardiac muscle contraction, and NOD-like receptor signaling pathway (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>). Another aspect of the impact of natural selection is the substitution of amino acids. Generally, the change of encoded amino acids is harmful to the species. However, some non-synonymous substitutions may increase the fitness of the species, especially when the living environment changes, and genes harboring these changes were termed positively selected genes (PSG). Using the branch-site model, a total of 214 genes were identified to be candidate PSGs in <italic>C. argus</italic> var., and they may be pivotal for the survival of the albino individuals. Functional analysis showed that genes participate in the pathways of non-homologous end-joining and protein export, and basal transcription factors were most significantly enriched (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). Especially, the genes participate in the pathways. Homologous recombination, mismatch repair, and DNA replication were also significantly enriched. These genes including <italic>rad50</italic>, <italic>rad51d</italic>, <italic>brcc36</italic>, <italic>msh6</italic>, and <italic>dna2</italic> may protect the albino fish from ultraviolet radiation.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Phylogenetic relationships of <italic>C. argus</italic> var. and other fish species. Black numbers near nodes are bootstrap values estimated from 100 times of resampling. Blue number near nodes are the estimated divergence times with the 95% confidence interval. Nodes marked with red denotes the calibration time point.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-839225-g004.tif"/>
</fig>
</sec>
<sec id="s3_6">
<title>Genomic Comparison of <italic>C. argus</italic> var. With <italic>C. argus</italic>
</title>
<p>Using sequence blast among genes from the <italic>C. argus</italic> var. and <italic>C. argus</italic> genomes, we found 425 and 136 specific genes for <italic>C. argus</italic> and <italic>C. argus</italic> var., respectively (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S5</bold>
</xref>, <xref ref-type="supplementary-material" rid="SM1">
<bold>S6</bold>
</xref>). As the top two groups of gene annotated in KEGG for <italic>C. argus</italic>, 26 immune-system and 22 signal transduction genes were identified (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). To reveal the possible contribution of genome-specific genes for <italic>C. argus</italic> and <italic>C. argus</italic> var., functions of specific genes were enriched for each genome. We found that <italic>C. argus</italic>-specific genes were enriched on immunologic processes, such as antigen processing and presentation, suggesting that <italic>C. argus</italic> and <italic>C. argus</italic> var. might respond differently to pathogen infection (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). Meanwhile, <italic>C. argus</italic>-specific genes were also significantly enriched on fatty acid metabolism, such as linoleic acid metabolism (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). The result provided useful hints for the following <italic>C. argus</italic> and <italic>C. argus</italic> var. phenotype comparison. Interestingly, we found that <italic>adcy5</italic> (adenylate cyclase 5) was specifically identified in the <italic>C. argus</italic> genome (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>). Previous studies have shown that <italic>adcy5</italic> is required for melanophore and pigmentation patterns for fish (<xref ref-type="bibr" rid="B27">Kottler et&#xa0;al., 2015</xref>); therefore, the absence of gene of <italic>adcy5</italic> might be related to the albinism of <italic>C. argus</italic>, which needs further validation in the following investigations.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>The <italic>C. argus</italic> var. and <italic>C. argus</italic> genome-specific gene identification and functional analysis. <bold>(A)</bold> The functional categories of KEGG annotations for candidate specific genes of <italic>C. argus</italic>. <bold>(B)</bold> The enrichment on KEGG annotation for candidate specific genes of <italic>C</italic>. <italic>argus</italic>. <bold>(C)</bold> The colinearity of neighboring genes to identify the absence of adcy5 in the <italic>C</italic>. <italic>argus</italic> var. genome.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-839225-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>Conclusion</title>
<p>On the basis of the long-read sequencing and Hi-C scaffolding technology, we <italic>de novo</italic> assembled a nearly chromosomal-level genome for <italic>C. argus</italic> var. The continuity and completeness of the newly assembled genome were significantly improved compared to the former assembly based on next-generation sequencing technology. We also annotated the genome and performed comparative analyses of the genome with other fish species. Phylogenetic analyses and divergence time estimations showed that <italic>C. argus</italic> var. and <italic>A. testudineus</italic>, the fish closest to have whole genome sequences publicly available at present, diverged about 85.6 million years ago. A number of expanded gene families and positively selected genes that reside in the <italic>C. argus</italic> var. genome were also detected, and these genes may be pivotal during the environmental adaptations of these albino individuals. Using comparative genomics, the putative genome-specific genes for <italic>C. argus</italic> var. and <italic>C. argus</italic> were detected and functionally analyzed. Based on our result, <italic>adcy5</italic> (adenylate cyclase 5) was absent in the <italic>C. argus</italic> var. genome, which might be related to the albinism of <italic>C. argus</italic> var. Further investigations of these genes may provide insights into the molecular mechanisms of the albinism for fish, and even for other species including human. The high-quality genome of the albino fish <italic>C. argus</italic> var. provides a valuable resource for understanding the evolution events during fish evolution, especially for the understanding of fish albinism and their adaptation to the environment.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found as follows: NCBI [accession: PRJNA522012].</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics Statement</title>
<p>The animal study was reviewed and approved by the Animal Ethics Committee, Southwest University.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author Contributions</title>
<p>CZho, SX, and ML conceived and designed the study. XD, JW, JS, HY, and GL collected the samples. HL, YZo, GL, and GK performed the DNA sequencing and Hi-C experiments. HL and YZh performed the RNA sequencing. YZh, DY, and SX estimated the genome size, assembled the genome, and assessed the assembly quality. CZho, SX, and CZha performed the genome annotation and functional genomic analysis. CZho, SX, and ML wrote the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by the National Natural Science Foundation of China (No. 32072980), the Fundamental Research Funds for the Central Universities (No. XDJK2018C053), and the Financial Transfer Payment Project for Sichuan Province (2017NZYZF0089).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="s11" 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.2022.839225/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.839225/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.zip" id="SF7" mimetype="application/zip">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>The length distribution of subreads generated from the PacBio sequencing platform. The peak around 20 kb represented the insert length during the sequencing library construction.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.zip" id="SF8" mimetype="application/zip">
<label>Supplementary Figure&#xa0;2</label>
<caption>
<p>The interaction frequency matrix among contigs generated from the Hi-C sequencing data. The interaction strength was colored by the logarithm of the contact density from red (high) to white (low).</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.zip" id="SF9" mimetype="application/zip">
<label>Supplementary Figure&#xa0;3</label>
<caption>
<p>Summaries of gene families classified using Orthomcl for each species.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.zip" id="SF10" mimetype="application/zip">
<label>Supplementary Figure&#xa0;4</label>
<caption>
<p>The number of expanded and contracted gene families deduced using cafe for each branch.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="DataSheet_1.zip" id="SF11" mimetype="application/zip">
<label>Supplementary Figure&#xa0;5</label>
<caption>
<p>The genome landscape for the <italic>C. argus</italic> var. From the outside to inside was GC content (pink), chromosome, gene density by number (blue line) and by length (blue heatmap), LINE density by number (red line) and by length (red heatmap), LTR density by number (green line) and by length (green heatmap), all repeat density (yellow) with tandem repeat density (purple). The inter-chromosome segment duplications were illuminated in the inner of the&#xa0;plot.</p>
</caption>
</supplementary-material>
  <supplementary-material xlink:href="DataSheet_1.zip" id="SM1" mimetype="application/zip"/>
</sec>
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