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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="publisher-id">747684</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2021.747684</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Data Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Chromosome-Level Genome Assembly of the Asian Red-Tail Catfish (<italic>Hemibagrus wyckioides</italic>)</article-title>
<alt-title alt-title-type="left-running-head">Shao et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Genome Assembly in <italic>H. wyckioides</italic>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shao</surname>
<given-names>Feng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/833544/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pan</surname>
<given-names>Huamei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1438436/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Ping</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>Ni</surname>
<given-names>Luyun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Yuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Peng</surname>
<given-names>Zuogang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/773983/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Key Laboratory of Freshwater Fish Reproduction and Development (Ministry of Education), Southwest University School of Life Sciences, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>College of Fisheries, Southwest University, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/37994/overview">James Reecy</ext-link>, Iowa State University, United&#x20;States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/23822/overview">Aleksey V Zimin</ext-link>, Johns Hopkins University, United&#x20;States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/38626/overview">Geoff Waldbieser</ext-link>, Agricultural Research Service (USDA), United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Feng Shao, <email>shaofeng@swu.edu.cn</email>; Zuogang Peng, <email>pzg@swu.edu.cn</email>
</corresp>
<fn fn-type="other">
<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>12</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>747684</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Shao, Pan, Li, Ni, Xu and Peng.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Shao, Pan, Li, Ni, Xu and Peng</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&#x20;terms.</p>
</license>
</permissions>
<kwd-group>
<kwd>
<italic>Hemibagrus wyckioides</italic>
</kwd>
<kwd>genome</kwd>
<kwd>HiFi reads</kwd>
<kwd>comparative genomics</kwd>
<kwd>asssembly</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Aquaculture plays a vital role in food security and economic stability worldwide (<xref ref-type="bibr" rid="B16">Houston et&#x20;al., 2020</xref>). Selective breeding to genetically improve production traits has great potential in increasing the efficiency of aquaculture and reducing its environmental footprint (such as habitat destruction and infectious disease outbreaks). To achieve this, we require fish species with excellent economic traits and high-quality genomic data that can be applied at all stages of domestication for ongoing genetic improvement (<xref ref-type="bibr" rid="B16">Houston, et&#x20;al., 2020</xref>).</p>
<p>Siluriformes (catfish) is an order of major aquaculture species worldwide, especially in China, the United&#x20;States, and Vietnam (<xref ref-type="bibr" rid="B7">De Silva and Phuong, 2011</xref>; <xref ref-type="bibr" rid="B47">Zhong et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Kumar et&#x20;al., 2020</xref>). Red-tail catfish (<italic>Hemibagrus wyckioides</italic>), belonging to the family Bagridae, initially possess a white caudal fin that becomes bright red when it reaches approximately 15&#xa0;cm. The red-tail catfish is the largest Bagridae fish in body size and weight, reaching 130&#xa0;cm and 80&#xa0;kg, respectively (<xref ref-type="bibr" rid="B31">Ng, 1999</xref>). Red-tail catfish were originally distributed throughout the Mekong River. In China, they are now only distributed in Yunnan Province. Here, it is a famous indigenous fish due to a variety of excellent economic traits such as high protein content, strong disease resistance, easy domestication, and better production performance; it also has ornamental value (<xref ref-type="bibr" rid="B48">Zhou et&#x20;al., 2021</xref>). Therefore, it has recently become an important aquaculture species in China (<xref ref-type="bibr" rid="B49">Zhou et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B48">Zhou et&#x20;al., 2021</xref>). <italic>H. wyckioides</italic> exhibits marked sex dimorphism in growth, with the males growing much faster than females. Sexual maturation takes over 3&#xa0;years and a lack of selective breeding has resulted in a decline in the growth rate of red-tail catfish (<xref ref-type="bibr" rid="B48">Zhou et&#x20;al., 2021</xref>). Thus, it is essential to construct a reference genome of <italic>H. wyckioides</italic> and establish a breeding program to improve the economic characteristics, maintaining and developing the industry, to ultimately create an economically viable local fishing industry.</p>
</sec>
<sec id="s2">
<title>Data</title>
<p>In total, 41&#xa0;Gb of clean reads (Illumina reads after quality control and trimming, the sequencing data used in the study detailed in <xref ref-type="sec" rid="s9">Supplementary Table S1</xref>) were used to analyze the genome size and heterozygosity in <italic>H. wyckioides</italic> using <italic>k-mer</italic> analysis. Based on 26, 507, 871, 386&#x20;17-mers and a peak 17-mer depth of 34, the estimated heterozygosity rate was &#x223c;0.3%, and the estimated genome size of <italic>H. wyckioides</italic> was &#x223c;779&#xa0;Mb (<xref ref-type="sec" rid="s9">Supplementary Figure S1</xref>). It is the largest published genome size of Bagridae fish, as compared to that of the other two species; that of <italic>Pseudobagrus fulvidraco</italic> is &#x223c;718&#xa0;Mb (<xref ref-type="bibr" rid="B12">Gong et&#x20;al., 2018</xref>) and that of <italic>Leiocassis longirostris</italic> is &#x223c;689&#xa0;Mb (<xref ref-type="bibr" rid="B15">He et&#x20;al., 2021</xref>).</p>
<p>We produced 74.9&#xa0;Gb of ONT (Oxford Nanopore Technologies) long reads and 6.7&#xa0;Gb of PacBio HiFi reads. We used these data to construct our initial assembly. We obtained a 789.8&#xa0;Mb genomic DNA sequence <italic>via</italic> assembly with a contig N50 length of 22.1&#xa0;Mb (<xref ref-type="sec" rid="s9">Supplementary Table S2</xref>). The long read assembly results consisted of 176 contigs, and the longest contig was 37.9&#xa0;Mb (<xref ref-type="sec" rid="s9">Supplementary Table S2</xref>). BUSCO (<xref ref-type="bibr" rid="B34">Simao et&#x20;al., 2015</xref>) was used to assess the completeness of the assembled genome. Approximately 95.9% of the complete genes were detected in the genome of <italic>H. wyckioides</italic> (<xref ref-type="sec" rid="s9">Supplementary Table S3</xref>). In addition, the average proportion of RNA-seq short reads were mapped to the assembled genome from different tissues is over 90% (<xref ref-type="sec" rid="s9">Supplementary Table S4</xref>). Finally, we used the Hi-C technique to anchor the assembly contigs at the 29 chromosome level for <italic>H. wyckioides</italic>. We found that 136 contigs were successfully anchored in 29 chromosomes (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>). This result is consistent with the chromosome number records obtained by cytogenetic analysis (<xref ref-type="bibr" rid="B40">Supiwong et&#x20;al., 2014</xref>), representing 97.7% of all scaffold nucleotide bases. The total assembly size of the chromosomes was &#x223c;771.6&#xa0;Mb (<xref ref-type="sec" rid="s9">Supplementary Table&#x20;S5</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Pseudo-chromosome construct and comparative genomic analysis. <bold>(A)</bold> <italic>Hemibagrus wyckioides</italic> genome contig contact matrix using Hi-C data. <bold>(B)</bold> Genomic synteny of <italic>H. wyckioides</italic> and <italic>Ictalurus punctatus</italic>.</p>
</caption>
<graphic xlink:href="fgene-12-747684-g001.tif"/>
</fig>
<p>We aligned the entire genomic DNA sequences from <italic>I. punctatus</italic> and <italic>H. wyckioides</italic> to create the same chromosome numbering system for both species. More importantly, this greatly improves the usability of the data in future comparative genomics analyses, and the results showed that these species possess good collinearity (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>), which further demonstrates the reliability of the genomic data produced in this study. In total, 316, 847, 809&#x20;bp repeat sequences (40.12%) were identified. Overall, the combined homology-based and <italic>de novo</italic> prediction results indicated that TEs accounted for 34.59% of the assembled genome (<xref ref-type="sec" rid="s9">Supplementary Table S6</xref>). Additionally, long terminal repeats, long interspersed nuclear elements, short interspersed nuclear elements, and DNA transposons occupied 4.84, 1.17, 6.13, and 19.09% of the assembled genome, respectively. Similar to most fish genomes, DNA transposons constituted a large proportion (<xref ref-type="bibr" rid="B33">Shao et&#x20;al., 2019</xref>). <italic>H. wyckioides</italic> has the highest content of transposons among the published fish of the family Bagridae (<xref ref-type="bibr" rid="B12">Gong et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B15">He et&#x20;al., 2021</xref>), which is consistent with the view that the larger the fish genome, the higher the content of transposons (<xref ref-type="bibr" rid="B33">Shao et&#x20;al., 2019</xref>).</p>
<p>For genome annotation, 22,794&#x20;protein-coding genes were predicted in the <italic>H. wyckioides</italic> genome. Compared with other previously published catfish annotated information, the statistical results of the distribution showed that the CDS length, the number of exons, the length of exons, and the length of introns in the genes of <italic>H. wyckioides</italic> were consistent with the distribution trends of related species such as <italic>G. maculatum</italic>, <italic>P. fulvidraco</italic>, and <italic>B. yarrelli</italic> (<xref ref-type="sec" rid="s9">Supplementary Figure S2</xref>). The BUSCO gene prediction of the existing genome sequence utilized the Actinopterygii_odb10&#x20;single-copy homologous gene. Approximately 95% of complete gene components were found in this gene set. This result indicates that most of the conserved genes were well predicted and the prediction results were relatively reliable (<xref ref-type="sec" rid="s9">Supplementary Table S7</xref>). Finally, 21,142 genes were annotated in &#x2265;1 of the databases (KOG, KEGG, NR, SwissProt, GO), and up to 92.75% of the genes were functionally annotated (<xref ref-type="sec" rid="s9">Supplementary Table&#x20;S8</xref>).</p>
<p>To determine the evolutionary relationships among <italic>H. wyckioides</italic> and other vertebrates, a phylogenetic tree was constructed using the 507&#x20;single-copy orthologous genes from 17 other vertebrate genomes (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>). <italic>L. oculatus</italic> was used as the outgroup. <italic>H. wyckioides</italic> and <italic>P. fulvidraco</italic> (which belong to the Bagridae family) formed a branch. Nine species of Siluriformes formed a monophyletic group. Siluriformes and Gymnotiformes formed sister groups. Otophysa fish were grouped together. Asian species (<italic>H. wyckioides</italic>, <italic>P. fulvidraco</italic>, <italic>G. maculatum</italic>, and <italic>B. yarrelli</italic>) clustered into one group and North American species (<italic>I. punctatus</italic> and <italic>A. melas</italic>) clustered into sister groups. This result is consistent with the &#x201c;Big Asia&#x201d; branch views suggested by Sullivan (<xref ref-type="bibr" rid="B37">Sullivan et&#x20;al., 2006</xref>). We then created a time tree, and the estimated divergence time between <italic>H. wyckioides</italic> and <italic>P. fulvidraco</italic> was &#x223c;41.73 Mya (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>; <xref ref-type="sec" rid="s9">Supplementary Figure S3</xref>). In addition, the divergence time between Siluriformes and Gymnotiformes was &#x223c;117.74 Mya. The divergence time between Anotophysi and Otophysa was &#x223c;235.12&#x20;Mya.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Phylogenetic and evolutionary analysis of <italic>Hemibagrus wyckioides</italic>. <bold>(A)</bold> Divergence time estimates and gene clusters in <italic>H. wyckioides</italic> and other species. <bold>(B)</bold> Expansion and contraction of <italic>H. wyckioides</italic> gene families. MRCA: most recent common ancestor; pie charts and numbers below represent the proportion and specific values of the gene families of expansion (green) and contraction (red), respectively.</p>
</caption>
<graphic xlink:href="fgene-12-747684-g002.tif"/>
</fig>
<p>We identified 398 expansion gene families and 1,977 contraction gene families in <italic>H. wyckioides</italic> (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>). Expansion gene families were enriched in 22 GO (<xref ref-type="sec" rid="s9">Supplementary Table S9</xref>) categories and 33 KEGG pathways (<xref ref-type="sec" rid="s9">Supplementary Table S10</xref>), most of which were related to nutrient metabolism (carbohydrates, proteins, and fats). This result provides insight for future studies on <italic>H. wyckioides</italic> growth and nutrient metabolism. Contraction gene families were enriched in 19 GO (<xref ref-type="sec" rid="s9">Supplementary Table S11</xref>) categories and nine KEGG pathways (<xref ref-type="sec" rid="s9">Supplementary Table S12</xref>), most of which were related to ion transport, cell interaction, and proteolysis.</p>
</sec>
<sec sec-type="materials|methods" id="s3">
<title>Materials and Methods</title>
<sec id="s3-1">
<title>Sample Collection, Library Construction, and Sequencing</title>
<p>Samples for genome sequencing of female <italic>H. wyckioides</italic> were collected from the Lancang River System, Xishuangbanna Prefecture, Yunnan Province, China (21&#xb0;29&#x2032;30.74&#x2033; N, 101&#xb0;34&#x2032;14.28&#x2033; E). The fin, blood, brain, gills, heart, head kidney, liver, muscle, and spleen were collected and immediately frozen in liquid nitrogen. Blood samples were collected and DNA was prepared using the QIAGEN<sup>&#xae;</sup> Genomic kit (Cat NO./ID: 13343, QIAGEN). The qualified libraries (200&#x2013;400&#xa0;bp) were sequenced using MGISEQ 2000. Raw reads were first filtered using a fastp (<xref ref-type="bibr" rid="B5">Chen et&#x20;al., 2018</xref>) preprocessor (set to default parameters). For the ONT library preparations, the long DNA fragments were selected using the BluePippin system (Sage Science, United&#x20;States). Sequencing was performed using a Nanopore PromethION sequencer (Oxford Nanopore Technologies, United&#x20;Kingdom). The files were initially converted from FAST5 into FASTQ format using Guppy (<xref ref-type="bibr" rid="B43">Wick et&#x20;al., 2019</xref>). The raw reads in fastq format with a mean_qscore_template &#x3c;7 were then filtered. SMRTbell target size libraries (10&#x2013;20&#xa0;kb) were constructed for sequencing according to PacBio&#x2019;s standard protocol (Pacific Biosciences, CA, United&#x20;States). Sequencing was performed using a PacBio Sequel II. Raw data were analyzed using Smrtlink software (<ext-link ext-link-type="uri" xlink:href="https://www.pacb.com/support/software-downloads/">https://www.pacb.com/support/software-downloads/</ext-link>).</p>
<p>The RNA analyses involved nine tissues (fin, brain, gills, heart, head kidney, liver, muscle, and spleen) that were extracted using an RNeasy Plus Mini Kit (Qiagen). The Illumina paired-end sequencing (validated RNA samples, Illumina HiSeq4000, 150 bp) involved preparing a complementary DNA (cDNA) library using a TruSeq Sample Preparation Kit (Illumina). The qualified RNA from the nine tissues was mixed in equal amounts and reverse-transcribed using SQK-PCS109 (Oxford Nanopore Technologies) for the ONT library preparations and sequencing (Nanopore PromethION). The raw data were filtered in the same manner as&#x20;DNA.</p>
</sec>
<sec id="s3-2">
<title>Genomic Features From K-Mer Analysis and Long Read Assembly</title>
<p>Quality-filtered reads were subjected to 17-<italic>mer</italic> frequency distribution analysis using the Jellyfish program (<xref ref-type="bibr" rid="B30">Marcais and Kingsford, 2011</xref>). We analyzed the 17-<italic>mer</italic> depth distribution from clean sequencing reads in FindGSE software (<xref ref-type="bibr" rid="B38">Sun et&#x20;al., 2018</xref>). The simulation data results of <italic>Arabidopsis thaliana</italic> were further combined with different heterozygosity levels and the frequency peak distribution of the 17&#x20;<italic>k-mer</italic> using pIRS (<xref ref-type="bibr" rid="B17">Hu et&#x20;al., 2012</xref>) to estimate the heterozygosity and the repeat content within the <italic>H. wyckioides</italic> genome. The long read assembly was constructed using NextDenovo (reads_cutoff:1k, seed_cutoff:32k, <ext-link ext-link-type="uri" xlink:href="https://github.com/Nextomics/NextDenovo">https://github.com/Nextomics/NextDenovo</ext-link>). To improve the accuracy of the assembly, the contigs were refined with default parameters in Racon for the long reads and Nextpolish using Illumina for the short&#x20;reads.</p>
</sec>
<sec id="s3-3">
<title>Chromosomal-Level Genome Assembly by Hi-C and Assessment</title>
<p>To anchor the hybrid scaffolds onto the chromosome, genomic DNA was extracted from the blood of <italic>H. wyckioides</italic> for the Hi-C library, and sequencing (Illumina MGI-2000) was performed. The scaffolds were further clustered, ordered, and oriented onto chromosomes with LACHESIS (<xref ref-type="bibr" rid="B22">Korbel and Lee, 2013</xref>), with parameters CLUSTER_MIN_RE_SITES &#x3d; 100, CLUSTER_MAX_LINK_DENSITY &#x3d; 2.5, CLUSTER NONINFORMATIVE RATIO &#x3d; 1.4, ORDER MIN N RES IN TRUNK &#x3d; 60, and ORDER MIN N RES IN SHREDS &#x3d; 60. Finally, the placement and orientation errors exhibited by obvious discrete chromatin interaction patterns were manually adjusted.</p>
<p>BUSCO and RNA-seq data mapping were used to evaluate our genome assembly. BUSCO was used to assess the completeness of the genome assembly by searching for the single-copy genes conserved across Actinopterygii in the <italic>H. wyckioides</italic> genome. We used hisat2 (<xref ref-type="bibr" rid="B21">Kim et&#x20;al., 2015</xref>) to map RNA-seq short reads to the <italic>H. wyckioides</italic> genome. Furthermore, to compare the chromosome-level genome of <italic>H. wyckioides</italic> in this study with a reported chromosome-level genome of <italic>I. punctatus</italic> (<xref ref-type="bibr" rid="B28">Liu et&#x20;al., 2016</xref>), we also performed a synteny analysis of these two genome assemblies using MUMmer (<xref ref-type="bibr" rid="B29">Marcais et&#x20;al., 2018</xref>), only considering the reliable aligned regions more than 1&#xa0;Mb in length. Circos plot distributions of homologous sequence pairs were plotted using Circos (<xref ref-type="bibr" rid="B23">Krzywinski et&#x20;al., 2009</xref>).</p>
</sec>
<sec id="s3-4">
<title>Annotation of Repetitive Elements</title>
<p>We first annotated the tandem repeats using the software GMATA (<xref ref-type="bibr" rid="B42">Wang and Wang 2016</xref>) and TRF (<xref ref-type="bibr" rid="B3">Benson, 1999</xref>). For transposable element (TE) annotation, an <italic>ab inito</italic> repeat library for <italic>H. wyckioides</italic> was initially predicted using MITE-hunter (<xref ref-type="bibr" rid="B14">Han and Wessler, 2010</xref>) and RepeatModeler (<xref ref-type="bibr" rid="B10">Flynn et&#x20;al., 2020</xref>) with default parameters, and LTR_FINDER (<xref ref-type="bibr" rid="B44">Xu and Wang, 2007</xref>), LTRharverst (<xref ref-type="bibr" rid="B9">Ellinghaus et&#x20;al., 2008</xref>), and LTR_retriver (<xref ref-type="bibr" rid="B9">Ellinghaus et&#x20;al., 2008</xref>) were also included in the <italic>H. wyckioides</italic> genome. The obtained library was then aligned to repbase (<xref ref-type="bibr" rid="B2">Bao et&#x20;al., 2015</xref>) using TEclass (<xref ref-type="bibr" rid="B1">Abrusan et&#x20;al., 2009</xref>) to classify the type of each repeat family. RepeatMasker (<ext-link ext-link-type="uri" xlink:href="https://www.repeatmasker.org/">https://www.repeatmasker.org/</ext-link>) was applied to search for known and novel TEs by mapping sequences against the <italic>de novo</italic> repeat library and repbase TE library.</p>
</sec>
<sec id="s3-5">
<title>Gene Prediction and Functional Annotation</title>
<p>GeMoMa (<xref ref-type="bibr" rid="B20">Keilwagen et&#x20;al., 2016</xref>) was used to align the homologous peptides from related species (<italic>Danio rerio</italic>, <italic>Oryzias latipes</italic>, <italic>Takifugu rubripes</italic>, <italic>Homo sapiens</italic>, <italic>P. fulvidraco</italic>, <italic>Glyptosternon maculatum</italic>, <italic>Bagarius yarrelli</italic>, and <italic>Ictalurus punctatus</italic>) to the assembly to obtain the gene structure information using homolog prediction. The RNA-seq-based gene prediction involved filtered RNA-seq short reads being aligned to the reference genome using STAR (<xref ref-type="bibr" rid="B8">Dobin et&#x20;al., 2013</xref>) with default parameters. The transcripts were assembled using StringTie (<xref ref-type="bibr" rid="B32">Pertea et&#x20;al., 2015</xref>). Full-length reads were identified and oriented from sequencing reads using the Pychopper tool (<ext-link ext-link-type="uri" xlink:href="https://github.com/nanoporetech/pychopper">https://github.com/nanoporetech/pychopper</ext-link>) with default parameters. Full-length reads were aligned to the <italic>H. wyckioides</italic> reference genome using minimap2 (<xref ref-type="bibr" rid="B26">Li, 2018</xref>) with &#x201c;-ax splice -uf&#x201d;. The aligned full-length reads were clustered using pinfish software (<ext-link ext-link-type="uri" xlink:href="https://github.com/nanoporetech/pinfish">https://github.com/nanoporetech/pinfish</ext-link>) following Nanopore&#x2019;s Official recommendation. Redundancy was removed using cDNA_Cupcake software (<ext-link ext-link-type="uri" xlink:href="https://github.com/Magdoll/cDNA_Cupcake">https://github.com/Magdoll/cDNA_Cupcake</ext-link>) and polished using a reference genome sequence. The assembled transcripts based on full-length and short reads were merged with the open reading frames (ORFs) and were predicted using PASA (<xref ref-type="bibr" rid="B13">Haas et&#x20;al., 2008</xref>). The <italic>de novo</italic> prediction involved RNA-seq reads being assembled for <italic>de novo</italic> using StringTie (<xref ref-type="bibr" rid="B32">Pertea et&#x20;al., 2015</xref>) and analyzed with PASA (<xref ref-type="bibr" rid="B13">Haas et&#x20;al., 2008</xref>) to produce a training set. AUGUSTUS (<xref ref-type="bibr" rid="B36">Stanke et&#x20;al., 2008</xref>) with default parameters was used for the <italic>ab initio</italic> gene prediction with the training set. Finally, EVidenceModeler (<xref ref-type="bibr" rid="B13">Haas et&#x20;al., 2008</xref>) was used to produce an integrated gene set in which genes with TEs were removed using the TransposonPSI package (<ext-link ext-link-type="uri" xlink:href="http://transposonpsi.sourceforge.net/">http://transposonpsi.sourceforge.net/</ext-link>) and the miscoded genes were further filtered. BUSCO was used to assess the accuracy of gene prediction by searching for the single-copy genes conserved across Actinopterygii among the predicted genes in the assembly.</p>
<p>Gene function information, motifs, and domains of their proteins were assigned and compared with public databases, including SwissProt (<xref ref-type="bibr" rid="B41">UniProt Consortium, 2021</xref>), NR (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/refseq/about/nonredundantproteins/">https://www.ncbi.nlm.nih.gov/refseq/about/nonredundantproteins/</ext-link>), KEGG (<xref ref-type="bibr" rid="B19">Kanehisa et&#x20;al., 2014</xref>), KOG (Tatusov et&#x20;al., 2003), and GO (<xref ref-type="bibr" rid="B11">The Gene Ontology Consortium, 2017</xref>). The putative domains and GO terms of the genes were identified using the InterProScan (<xref ref-type="bibr" rid="B18">Jones et&#x20;al., 2014</xref>) program with default parameters. For the other four databases, BLASTP (<xref ref-type="bibr" rid="B4">Camacho et&#x20;al., 2009</xref>) was used to compare the EvidenceModeler-integrated protein sequences against the four well-known public protein databases with an E-value cutoff of 1e-5.</p>
</sec>
<sec id="s3-6">
<title>Evolutionary and Comparative Genomic Analyses</title>
<p>We identified homologous relationships among <italic>H. wyckioides</italic> and other species (<italic>I. punctatus</italic>, <italic>G. maculatum</italic>, <italic>Pangasianodon hypophthalmus</italic>, <italic>P. fulvidraco</italic>, <italic>Clarias magur</italic>, <italic>B. yarrelli</italic>, <italic>Ameiurus melas</italic>, <italic>Silurus meridionalis</italic>, <italic>Electrophorus electricus</italic>, <italic>Astyanax mexicanus</italic>, <italic>Pygocentrus nattereri</italic>, <italic>Cyprinus carpio</italic>, <italic>D. rerio</italic>, <italic>O. latipes</italic>, <italic>T. rubripes</italic>, <italic>Lepisosteus oculatus</italic>, and <italic>Gasterosteus aculeatus</italic>) by downloading their protein sequences and aligned them using OrthoMCL (<xref ref-type="bibr" rid="B27">Li et&#x20;al., 2003</xref>).</p>
<p>Based on the orthologous gene sets identified with OrthoMCL (<xref ref-type="bibr" rid="B27">Li et&#x20;al., 2003</xref>), molecular phylogenetic analysis was performed using the shared single-copy genes. Each ortholog group was multiple aligned using MAFFT (<xref ref-type="bibr" rid="B45">Yamada et&#x20;al., 2016</xref>). Poorly aligned sequences were then eliminated using Gblocks (<ext-link ext-link-type="uri" xlink:href="http://molevol.cmima.csic.es/castresana/Gblocks.html">http://molevol.cmima.csic.es/castresana/Gblocks.html</ext-link>), and the GTRGAMMA substitution model in RAxML (<xref ref-type="bibr" rid="B35">Stamatakis, 2014</xref>) were used for phylogenetic tree construction with 1,000 bootstrap replicates. Three fossil calibration times were obtained from the TimeTree database (<ext-link ext-link-type="uri" xlink:href="http://www.timetree.org/">http://www.timetree.org/</ext-link>), the control time with the divergence times are provided in <xref ref-type="sec" rid="s9">Supplementary Table S13</xref>. According to the results of OrthoMCL (<xref ref-type="bibr" rid="B27">Li et&#x20;al., 2003</xref>), expansions and contractions of orthologous gene families were detected using CAFE (<xref ref-type="bibr" rid="B6">De Bie et&#x20;al., 2006</xref>), and enrichment tests were performed using information from the homologs in the GO (<xref ref-type="bibr" rid="B11">The Gene Ontology Consortium, 2017</xref>) and KEGG (<xref ref-type="bibr" rid="B19">Kanehisa et&#x20;al., 2014</xref>) databases.</p>
</sec>
</sec>
</body>
<back>
<sec id="s4">
<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 in the article/<xref ref-type="sec" rid="s9">Supplementary Material</xref>.</p>
</sec>
<sec id="s5">
<title>Ethics Statement</title>
<p>The animal study was reviewed and approved by the Ethics committee of Southwest University.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>FS performed the major part of data analysis and drafted the manuscript. HP contributed to sample collection and drafted the manuscript. PL, LN, and YX contributed to sample collections. ZP contributed to the research design and final edits to the manuscript. All authors read and approved the final manuscript.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This research was supported by grants from the Natural Science Foundation of China (31872204) to ZP and the Fundamental Research Funds for the Central Universities (SWU120049) to&#x20;FS.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<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 sec-type="disclaimer" id="s9">
<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>
<ack>
<p>Thanks for the support of the Fish10K Genome Project (Fish10K).</p>
</ack>
<sec id="s10">
<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/fgene.2021.747684/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2021.747684/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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