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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.2024.1383635</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>A comprehensive genome survey study unveils the genomic characteristics and phylogenetic evolution of fishes in the Uranoscopidae family</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Qi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1563529"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Xiang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2277559"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qu</surname>
<given-names>Yinquan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2091877"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yiting</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1873812"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Xingle</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Wenyu</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2728685"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gao</surname>
<given-names>Tianxiang</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/766262"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Qiao</surname>
<given-names>Ying</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1870733"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Wuhan Onemore-tech Co., Ltd</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>The Key Laboratory of Mariculture, Ocean University of China, Ministry of Education</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Fisheries College, Zhejiang Ocean University</institution>, <addr-line>Zhoushan</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Key Laboratory of Tropical Marine Ecosystem and Bioresource, Fourth Institute of Oceanography, Ministry of Natural Resources</institution>, <addr-line>Beihai</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Andrew Stanley Mount, Clemson University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Mbaye Tine, Gaston Berger University, Senegal</p>
<p>Qiong Shi, BGI Academy of Marine Sciences, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Tianxiang Gao, <email xlink:href="mailto:gaotianxiang0611@163.com">gaotianxiang0611@163.com</email>; Ying Qiao, <email xlink:href="mailto:qiaoying0618@hotmail.com">qiaoying0618@hotmail.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>05</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1383635</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Liu, Zhao, Qu, Wang, Guo, Li, Gao and Qiao</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Liu, Zhao, Qu, Wang, Guo, Li, Gao and Qiao</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>The construction of high-quality genomes is fundamental for molecular studies of species. Currently, there are no published genome sequences within the Uranoscopidae family, and research on the genomic characteristics of this family is lacking. In this study, genomic analyses of seven species from the Uranoscopidae family which captured from the southeastern coast of China were conducted using next-generation sequencing technology. The results revealed that the genomic characteristics of the seven species are relatively similar. The genome sizes of the seven Uranoscopidae species ranged from 536.00 Mb to 652.49 Mb, with repeat sequence proportions between 20.09% and 36.64%, and heterozygosity levels ranging from 0.41% to 0.88%. The assembled draft genomes exhibited GC contents of these species ranging from approximately 42.14% to 43.53%. Furthermore, the mitochondrial sequences for the seven species were assembled, with sizes ranging from 14,966 to 18,446 bp. The evolutionary relationships between different species were depicted through the mapping of conserved genes, whole-genome variances and mitochondrial genome sequences. Besides, the historical effective population sizes of all species experienced rapid expansion after the Last Interglacial Period, with three species undergoing bottleneck effects. In conclusion, this study provides a reference for the subsequent construction of high-quality genomes for species within the Uranoscopidae family and offers a rich data resource for further evolutionary research.</p>
</abstract>
<kwd-group>
<kwd>Uranoscopidae</kwd>
<kwd>genome survey</kwd>
<kwd>mitochondria</kwd>
<kwd>genomic characteristics</kwd>
<kwd>phylogenetic evolution</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="62"/>
<page-count count="11"/>
<word-count count="4699"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Molecular Biology and Ecology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The Uranoscopidae family, comprising about 59 species across 7 genera, belongs to Perciformes, Trachinoidei (<xref ref-type="bibr" rid="B55">Vilasri, 2013</xref>; <xref ref-type="bibr" rid="B18">Froese and Pauly, 2023</xref>). Uranoscopidae inhabits areas ranging from coastal regions to the deep sea, widely distributed in tropical and temperate coastal waters globally (<xref ref-type="bibr" rid="B20">Gomon et&#xa0;al., 2008</xref>). Seven Uranoscopidae species have been reported in China, namely <italic>Uranoscopus chinensis, U. tosae, U. oligolepis, U. japonicus, U. bicinctus, Xenocephalus elongatus</italic>, and <italic>Ichthyscopus lebeck</italic> (<xref ref-type="bibr" rid="B6">Chen and Zhang, 2016</xref>; <xref ref-type="bibr" rid="B34">Liu et&#xa0;al., 2016a</xref>). However, recent studies have raised controversies regarding the classification and identification of Uranoscopidae species (<xref ref-type="bibr" rid="B56">Vilasri et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B42">Prokofiev, 2021</xref>). Notably, there is a lack of specialized scholars conducting comprehensive studies on Uranoscopidae, particularly in the realm of molecular phylogeny.</p>
<p>Furthermore, certain groups, such as Champsodontidae in the suborder Trachinoidei, exhibit conflicting outcomes in molecular phylogenetic analyses across different studies. In different molecular phylogenetic studies, it has been considered to be related to Ophidiidae (<xref ref-type="bibr" rid="B49">Smith and Wheeler, 2004</xref>), Ambassidae (<xref ref-type="bibr" rid="B48">Smith and Craig, 2007</xref>), <italic>Dicentrarchus labrax</italic> + <italic>Siganus vulpinus</italic> and <italic>Priacanthus hamrur</italic> (<xref ref-type="bibr" rid="B28">Lautredou et&#xa0;al., 2013</xref>), Labriformes (<xref ref-type="bibr" rid="B54">Thacker et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B36">Mirande, 2017</xref>) and the family Creediidae + Percophidae (<xref ref-type="bibr" rid="B3">Betancur et&#xa0;al., 2017</xref>). Additionally, phylogenetic trees based on single or minority gene sequences often yield inconclusive results or fail to provide strong support for certain branches (<xref ref-type="bibr" rid="B11">Delsuc et&#xa0;al., 2005</xref>).</p>
<p>Since the advent of molecular sequencing technology, molecular sequences have become instrumental in phylogenetic analysis. Over the past few decades, scholars specializing in classification and evolution have conducted numerous molecular phylogenetic studies, primarily relying on single or a few gene sequences (<xref ref-type="bibr" rid="B52">Springer et&#xa0;al., 1997</xref>; <xref ref-type="bibr" rid="B43">Purkhold et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B26">Klicka et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B54">Thacker et&#xa0;al., 2015</xref>). However, the presence of horizontal gene transfer, parallel homologous genes, and variations in gene evolution rates between groups raises concerns that phylogenetic trees reconstructed from single or limited gene sequences may not accurately depict the true evolutionary relationships among species (<xref ref-type="bibr" rid="B17">Doolittle and Logsdon, 1998</xref>; <xref ref-type="bibr" rid="B10">Degnan and Rosenberg, 2006</xref>; <xref ref-type="bibr" rid="B38">Nakhleh, 2013</xref>).</p>
<p>With the advancement of sequencing technology and the continual reduction in costs, whole-genome sequencing has become a standard approach in biological research. The presence of repeat sequences and genome heterozygosity significantly influences genome assembly, with variations observed across different species. In cases where reference genomes are absent, a preliminary examination of genome characteristics, known as genome survey analysis, is often essential before embarking on whole-genome sequencing (<xref ref-type="bibr" rid="B58">Xiong et&#xa0;al., 2021</xref>). This analysis enables the prediction of genome size, repeat ratio, heterozygous ratio, and GC content, guiding the formulation of the sequencing and assembly strategy. Additionally, genome survey analysis aids in the identification of genome-wide short sequence repeat sequences (SSR), with wide applications in population genetic studies (<xref ref-type="bibr" rid="B58">Xiong et&#xa0;al., 2021</xref>). In recent years, a substantial number of fish genome sequencing projects have been undertaken. International scientists have conducted genome sequencing analyses of various fish species, including zebrafish <italic>Danio rerio</italic> (<xref ref-type="bibr" rid="B22">Howe et&#xa0;al., 2013</xref>), <italic>Nile tilapia</italic> (<xref ref-type="bibr" rid="B4">Brawand et&#xa0;al., 2014</xref>), rainbow trout <italic>Oncorhynchus mykiss</italic> (<xref ref-type="bibr" rid="B2">Berthelot et&#xa0;al., 2014</xref>) and channel catfish <italic>Ictalurus punctatus</italic> (<xref ref-type="bibr" rid="B32">Liu et&#xa0;al., 2016b</xref>). These efforts have yielded abundant information, laying the foundation for further genetic studies.</p>
<p>The phylogeny of Uranoscopidae fish presents a complex and uncertain scenario. Phylogenetic results based on morphological characters diverge significantly from those derived from molecular data. Morphological phylogenetic analysis strongly supports the notion that Uranoscopidae shares the closest relationship with the Trachinidae family (<xref ref-type="bibr" rid="B41">Pietsch, 1989</xref>; <xref ref-type="bibr" rid="B23">Imamura and Yabe, 2002</xref>; <xref ref-type="bibr" rid="B46">Schwarzhans, 2019</xref>), followed by the Ammodytidae family. Conversely, molecular phylogeny analysis reveals Uranoscopidae and Trachinidae as distantly related, forming multi-source groups. Uranoscopidae, alongside Ammodytidae, Cheimarrichthyidae, Pinguipedidae, and Leptoscopidae, is considered a monophyletic group with close phylogenetic ties. However, the interfamily relationships vary across different molecular phylogenetic analyses (<xref ref-type="bibr" rid="B8">Chen et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B13">Dettai and Lecointre, 2004</xref>; <xref ref-type="bibr" rid="B49">Smith and Wheeler, 2004</xref>; <xref ref-type="bibr" rid="B14">Dettai and Lecointre, 2005</xref>; <xref ref-type="bibr" rid="B50">Smith and Wheeler, 2006</xref>; <xref ref-type="bibr" rid="B48">Smith and Craig, 2007</xref>; <xref ref-type="bibr" rid="B15">Detta&#xef; and Lecointre, 2008</xref>; <xref ref-type="bibr" rid="B30">Li et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B28">Lautredou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B39">Near et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B54">Thacker et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B3">Betancur et&#xa0;al., 2017</xref>). To address this complexity, our study conducted a genome survey analysis of seven Uranoscopidae species in China, identifying microsatellite motifs. Mitochondrial genome data was then employed for phylogenetic analysis to determine their relative positions. The primary objective of this study is to elucidate the genomic characteristics of the Uranoscopidae family. This marks the inaugural phase of our investigation into the genetic composition and evolutionary dynamics within this fish lineage. Moving forward, we intend to integrate of third-generation sequencing techniques and Hi-C technology to construct golden reference genomes for this family.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Sample collection, DNA extraction and genome sequencing</title>
<p>Seven Uranoscopidae species along the coast of China were collected (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>, <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). All samples were cryopreserved and transported to the Marine Fishery Resource and Biodiversity Laboratory of Zhejiang Ocean University. Preliminary morphological identification was conducted following the methods outlined by Chen et&#xa0;al (<xref ref-type="bibr" rid="B25">Kawai et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B6">Chen and Zhang, 2016</xref>; <xref ref-type="bibr" rid="B57">Wu and Zhong, 2021</xref>). Approximately 1&#xa0;g of muscle tissue was extracted from each sample for DNA extraction. All animal specimens were collected in compliance with legal regulations and adhered to the Animal Care and Use Ethics policies of Zhejiang Ocean University. Every effort was made to minimize invasiveness during the collection process.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Material information of seven fishes in this study.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Genus</th>
<th valign="middle" align="left">Species</th>
<th valign="middle" align="left">Location</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="5" align="left">
<italic>Uranoscopus</italic>
</td>
<td valign="middle" align="left">
<italic>Uranoscopus bicinctus</italic>
</td>
<td valign="middle" align="center">Quanzhou, Fujian China</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Uranoscopus japonicus</italic>
</td>
<td valign="middle" align="center">Zhoushan, Zhejiang, China</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Uranoscopus oligolepis</italic>
</td>
<td valign="middle" align="center">Zhoushan, Zhejiang, China</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Uranoscopus</italic> sp.</td>
<td valign="middle" align="center">Jingji Island, Xisha, China</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Uranoscopus tosae</italic>
</td>
<td valign="middle" align="center">Beihai, Guangxi, China</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Ichthyscopus</italic>
</td>
<td valign="middle" align="left">
<italic>Ichthyscopus pollicaris</italic>
</td>
<td valign="middle" align="center">Zhoushan, Zhejiang, China</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>Xenocephalus</italic>
</td>
<td valign="middle" align="left">
<italic>Xenocephalus elongatus</italic>
</td>
<td valign="middle" align="center">Zhoushan, Zhejiang, China</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The geographical distribution of sample collection sources.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1383635-g001.tif"/>
</fig>
<p>Phenol/Chloroform extraction method was used to extract the DNA from muscle tissue. The extracted DNA concentration was assessed using NanoDrop 2000 (Thermo Fisher Scientific Inc, USA) and verified through 1% agarose gel electrophoresis. After ultrasonic fragmentation, libraries were constructed with insert fragment sizes of approximately 350 bp for sequencing. All libraries were sequenced on the Illumina NovaSeq 6000 platform according to the manufacturer&#x2032;s protocol.</p>
</sec>
<sec id="s2_2">
<title>Data quality control and genome survey analysis</title>
<p>FASTP (<xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2018</xref>) with default parameters was utilized for raw data filtering and quality control, resulting in the acquisition of clean data. Following the step, a total of 396.89 Gb (averaging 100&#xd7; coverage of the genome) of high-quality data were retained for further analysis. To assess sequencing quality, metrics such as quality values Q20 and Q30, along with GC content, were calculated. GCE v1.0.0 (<xref ref-type="bibr" rid="B33">Liu et&#xa0;al., 2013</xref>) was used to estimate the genome characteristics of each sample, with K-mer size of 17. The outcomes of the K-mer analysis were leveraged to estimate genome size, heterozygosity, and repeat ratio. The algorithm used for determining genome size is as follows: genome size = K-mer_num/peak_depth, where K-mer_num represents the total number of K-mers, and peak_depth is the expected value of the K-mer depth.</p>
</sec>
<sec id="s2_3">
<title>Genome assembly, evaluation, SNP calling and SSR motif identification</title>
<p>SOAPdenovo2 (<xref ref-type="bibr" rid="B35">Luo et&#xa0;al., 2012</xref>) was employed to individually assemble the clean reads into distinct contigs and scaffolds. The assembly genome sequences were evaluated by BUSCO using actinopterygii_odb10 database (<xref ref-type="bibr" rid="B47">Seppey et&#xa0;al., 2019</xref>). Simultaneously, the conserved gene sequences of each genome were identified. For SNP calling, the clean reads were mapped to <italic>X. elongatus</italic> genome using BWA-mem method (<xref ref-type="bibr" rid="B29">Li, 2014</xref>) and the variance were identified by GATK (v 4.1.9.0) (<xref ref-type="bibr" rid="B12">DePristo et&#xa0;al., 2011</xref>) with parameters of &#x201c;QD &lt; 2.0, MQ &lt; 40.0, FS &gt; 60.0, SOR &gt; 3.0, MQRankSum &lt; -12.5, ReadPosRankSum &lt; -8.0, DP &lt; 8.0&#x201d;. The raw variances were filtered using vcf2phylip (v2.0) (<xref ref-type="bibr" rid="B40">Ortiz, 2019</xref>). SNPs with integrity of 100% were analyzed in the followed study. The identification of potential microsatellite motifs was conducted using the Perl script &#x201c;misa.pl&#x201d; from the MISA software (<xref ref-type="bibr" rid="B1">Beier et&#xa0;al., 2017</xref>). The search parameters were configured to detect dinucleotide, trinucleotide, tetranucleotide, pentanucleotide, and hexanucleotide microsatellite motifs with a range of five-to-fifteen repeats.</p>
</sec>
<sec id="s2_4">
<title>Mitochondrial genome assembly and phylogenomic inference</title>
<p>The clean data were employed for assembling the mitochondrial genome using NOVOplasty v4.2 (<xref ref-type="bibr" rid="B16">Dierckxsens et&#xa0;al., 2017</xref>). The resulting mitochondrial genome sequences were annotated and visualized as circular maps using OrganellarGenomeDRAW (<xref ref-type="bibr" rid="B21">Greiner et&#xa0;al., 2019</xref>). As an outgroup, mitochondrial genome sequences of <italic>Gymnammodytes semisquamatus</italic> (16,484 bp, MT410950), <italic>Ammodytes personatus</italic> (16,527 bp, KF672362), <italic>Parapercis cylindrica</italic> (16,195 bp, AP006022), <italic>Trachinus draco</italic> (16,810 bp, AP006024), and <italic>Parapercis sexfasciata</italic> (16,497 bp, AP006816) were retrieved from NCBI. RAxML v8.2.12 (<xref ref-type="bibr" rid="B53">Stamatakis, 2014</xref>) was employed to reconstruct the maximum-likelihood (ML) tree using the optimal GTRGAMMAI substitution model and 1,000 bootstrap replicates. For constructing the mitochondrial genome based phylogenetic tree, all genes were stringed together to form a supergene as input. For constructed the core-genome origined conserved gene tree, all BUSCO identified genes were clustered using OrthMCL to find the single copy gene families. For each gene families, a tree was constructed and the final tree was generated by merging tree of each gene family using ASTRAL (<xref ref-type="bibr" rid="B45">Sayyari and Mirarab, 2016</xref>).</p>
</sec>
<sec id="s2_5">
<title>Effective population size inferring</title>
<p>PSMC (<xref ref-type="bibr" rid="B31">Li and Durbin, 2011</xref>) was employed for inferring the effective population size of each individual. Specifically, clean reads were aligned to the assembled genome sequence using BWA-mem method. Samtools (v0.1.19) (<xref ref-type="bibr" rid="B9">Danecek et&#xa0;al., 2021</xref>) was used to handing the mapped bam file using parameter of &#x201c;-bF 12&#x201d;. Then, bcftools and vcftools were used to convert the sorted bam files into &#x201c;fq.gz&#x201d; file, and &#x201c;fq2psmcfa&#x201d; script in PSMC was used to convert the &#x201c;fq.gz&#x201d; file into psmcfa file with parameter of &#x201c;-q20&#x201d;. For running PSMC, the generation interval (g) was set to 2 years, and the mutation rate (&#x3bc;) was set at 2.5&#xd7;10<sup>-8</sup> (<xref ref-type="bibr" rid="B51">Song et&#xa0;al., 2022</xref>), with the remaining parameters set to their default values.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Genomic characteristic estimation</title>
<p>After conducting the data quality control step, a total of 396.69 Gb of high-quality sequencing data was successfully obtained from seven samples, with each sample&#x2019;s data ranging from 41.77 to 74.46 Gb. All samples exhibited Q30 values surpassing 91.96%, indicating an exceptionally high overall sequencing quality. The sequencing depth for each sample ranged from 64&#xd7; to 122&#xd7;, averaging at 87&#xd7;, meeting the prerequisites for subsequent genome prediction (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<p>K-mer analysis was employed to evaluate genome size, heterozygosity rates, and the proportion of repetitive sequences for different samples (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The assessment revealed that all samples were diploid, with genome sizes ranging from 536 Mb to 650 Mb. Notably, <italic>U. japonicus</italic> displayed the largest genome at 652.49 Mb, while <italic>U. bicinctus</italic> exhibited the smallest genome at 536 Mb. In comparison to cyprinid fish, the Uranoscopidae fishes showcased relatively low proportions of repetitive sequences, ranging from 20.09% to 36.64%. Despite all seven fish species belonging to the Uranoscopidae family, there were considerable differences in heterozygosity rates among individuals, none exceeding 1%. <italic>U. oligolepis</italic> recorded the highest heterozygosity rate at 0.88%, while <italic>I. pollicaris</italic> exhibited the lowest at 0.41%. This implies significant diversity in effective population size among these fish species under natural conditions.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>The statistical information of K-mer-based genome survey result.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Species</th>
<th valign="middle" align="center">K-mer Depth</th>
<th valign="middle" align="center">Estimated<break/>Genome Size (Mb)</th>
<th valign="middle" align="center">Heterozygous<break/>Ratio (%)</th>
<th valign="middle" align="center">Repeat<break/>Ratio (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">
<italic>U. bicinctus</italic>
</td>
<td valign="middle" align="center">85</td>
<td valign="middle" align="center">536.00</td>
<td valign="middle" align="center">0.58</td>
<td valign="middle" align="center">31.72</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U. japonicus</italic>
</td>
<td valign="middle" align="center">54</td>
<td valign="middle" align="center">652.49</td>
<td valign="middle" align="center">0.68</td>
<td valign="middle" align="center">34.38</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U. oligolepis</italic>
</td>
<td valign="middle" align="center">88</td>
<td valign="middle" align="center">580.00</td>
<td valign="middle" align="center">0.88</td>
<td valign="middle" align="center">36.64</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U.</italic> sp.</td>
<td valign="middle" align="center">91</td>
<td valign="middle" align="center">590.00</td>
<td valign="middle" align="center">0.45</td>
<td valign="middle" align="center">36.02</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U. tosae</italic>
</td>
<td valign="middle" align="center">61</td>
<td valign="middle" align="center">586.45</td>
<td valign="middle" align="center">0.74</td>
<td valign="middle" align="center">25.95</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>I. pollicaris</italic>
</td>
<td valign="middle" align="center">70</td>
<td valign="middle" align="center">539.69</td>
<td valign="middle" align="center">0.41</td>
<td valign="middle" align="center">23.18</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>X. elongatus</italic>
</td>
<td valign="middle" align="center">81</td>
<td valign="middle" align="center">605.41</td>
<td valign="middle" align="center">0.46</td>
<td valign="middle" align="center">20.09</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Genomic assembly and estimation</title>
<p>We employed the SOAPdenovo2 software for assembling clean data, yielding genome sizes ranging from 533 Mb to 669 Mb (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The assembled genome sequences for all samples accounted for 85.54% to 114.09% of the genome sizes assessed by K-mer method, indicating relative completeness in all assembled genome sequences. Due to the use of next-generation sequencing (NGS) data for assembly, the scaffold N50 for all seven sequences was relatively low, ranging from 7.3 Kb to 62.5 Kb. Besides, the genome continuity was suboptimal, with varying numbers of scaffolds between 172,912 and 837,792. Evaluating genome completeness using BUSCO revealed significant differences in completeness among different assembly sequences, ranging from 14.6% to 86.3% (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). Among the seven samples, <italic>U</italic>. sp. exhibited the highest number of contigs with the lowest contig N50, resulting in low complete BUSCOs. Conversely, <italic>X. elongatus</italic> demonstrated the best assembly performance, boasting the highest scaffold N50 at 62,497 bp and the longest contig reached 1.14 Mb. Meanwhile, BUSCO evaluation indicated an impressive completeness of 86.30%, with 85.5% of BUSCO genes being complete and single-copy. This is reasonable, as <italic>X. elongatus</italic> genome exhibited very low heterozygosity (0.41%) and relatively low repetitive sequence proportion (20.09%).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Features of assembled seven Uranoscopidae genomes.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Species</th>
<th valign="middle" align="center">Scaffold Length</th>
<th valign="middle" align="center">Scaffold<break/>Number</th>
<th valign="middle" align="center">Scaffold N50</th>
<th valign="middle" align="center">Scaffold<break/>Max Length</th>
<th valign="middle" align="center">Contig<break/>Length</th>
<th valign="middle" align="center">Contig N50</th>
<th valign="middle" align="center">GC%</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">
<italic>U. bicinctus</italic>
</td>
<td valign="middle" align="center">533,671,365</td>
<td valign="middle" align="center">277,801</td>
<td valign="middle" align="center">15,258</td>
<td valign="middle" align="center">176,907</td>
<td valign="middle" align="center">471,420,465</td>
<td valign="middle" align="center">706</td>
<td valign="middle" align="center">42.84</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U. japonicus</italic>
</td>
<td valign="middle" align="center">558,172,388</td>
<td valign="middle" align="center">256,573</td>
<td valign="middle" align="center">22,203</td>
<td valign="middle" align="center">419,841</td>
<td valign="middle" align="center">480,526,768</td>
<td valign="middle" align="center">1012</td>
<td valign="middle" align="center">43.53</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U. oligolepis</italic>
</td>
<td valign="middle" align="center">555,935,409</td>
<td valign="middle" align="center">172,912</td>
<td valign="middle" align="center">19,388</td>
<td valign="middle" align="center">199,321</td>
<td valign="middle" align="center">459,141,933</td>
<td valign="middle" align="center">822</td>
<td valign="middle" align="center">42.95</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U.</italic> sp.</td>
<td valign="middle" align="center">641,781,570</td>
<td valign="middle" align="center">491,278</td>
<td valign="middle" align="center">7,299</td>
<td valign="middle" align="center">91,310</td>
<td valign="middle" align="center">469,060,192</td>
<td valign="middle" align="center">263</td>
<td valign="middle" align="center">43.00</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U. tosae</italic>
</td>
<td valign="middle" align="center">669,081,655</td>
<td valign="middle" align="center">837,792</td>
<td valign="middle" align="center">7,596</td>
<td valign="middle" align="center">128,193</td>
<td valign="middle" align="center">550,493,204</td>
<td valign="middle" align="center">458</td>
<td valign="middle" align="center">43.36</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>I. pollicaris</italic>
</td>
<td valign="middle" align="center">585,420,328</td>
<td valign="middle" align="center">388,852</td>
<td valign="middle" align="center">15,095</td>
<td valign="middle" align="center">134,975</td>
<td valign="middle" align="center">467,050,658</td>
<td valign="middle" align="center">437</td>
<td valign="middle" align="center">43.23</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>X. elongatus</italic>
</td>
<td valign="middle" align="center">612,281,217</td>
<td valign="middle" align="center">248,653</td>
<td valign="middle" align="center">62,497</td>
<td valign="middle" align="center">1,141,181</td>
<td valign="middle" align="center">547,785,857</td>
<td valign="middle" align="center">1149</td>
<td valign="middle" align="center">42.14</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_3">
<title>Identification and statistics of SSR molecular markers</title>
<p>Utilizing the assembled genome, we performed the prediction of simple sequence repeats (SSR). The predicted SSR counts for the seven species closely aligned, ranging from 248,600 to 294,869 (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). When assessed in relation to the assembled sequence lengths, the SSR density exhibited striking similarity across different species, with each Mb sequence containing 403-510 SSRs. The SSR composition patterns are highly similar across all seven species (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). In general, SSRs with higher unit repetition numbers constitute a smaller proportion of the overall composition. This trend is observed in Trinucleotide, Tetranucleotide, Pentanucleotide, and Hexanucleotide SSRs. As for Dinucleotide SSRs, with the exception of <italic>X. elongatus</italic>, both the six-unit and ten-unit repetitions are notably higher compared to SSRs with other repetition numbers in the remaining six species.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Statistics of microsatellite recognition results.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Characteristics</th>
<th valign="middle" align="center">
<italic>U. bicinctus</italic>
</th>
<th valign="middle" align="center">
<italic>U. japonicus</italic>
</th>
<th valign="middle" align="center">
<italic>U. oligolepis</italic>
</th>
<th valign="middle" align="center">
<italic>U.</italic> sp.</th>
<th valign="middle" align="center">
<italic>U. tosae</italic>
</th>
<th valign="middle" align="center">
<italic>I. pollicaris</italic>
</th>
<th valign="middle" align="center">
<italic>X. elongatus</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Total number of sequences examined</td>
<td valign="middle" align="center">277,801</td>
<td valign="middle" align="center">256,573</td>
<td valign="middle" align="center">172,912</td>
<td valign="middle" align="center">491,278</td>
<td valign="middle" align="center">837,792</td>
<td valign="middle" align="center">388,852</td>
<td valign="middle" align="center">248,653</td>
</tr>
<tr>
<td valign="middle" align="left">Total size of examined sequences (bp)</td>
<td valign="middle" align="center">533,671,365</td>
<td valign="middle" align="center">558,172,388</td>
<td valign="middle" align="center">555,935,409</td>
<td valign="middle" align="center">641,781,570</td>
<td valign="middle" align="center">669,081,655</td>
<td valign="middle" align="center">585,420,328</td>
<td valign="middle" align="center">612,281,217</td>
</tr>
<tr>
<td valign="middle" align="left">Total number of identified SSRs</td>
<td valign="middle" align="center">264,724</td>
<td valign="middle" align="center">284,558</td>
<td valign="middle" align="center">261,090</td>
<td valign="middle" align="center">258,850</td>
<td valign="middle" align="center">294,869</td>
<td valign="middle" align="center">256,010</td>
<td valign="middle" align="center">248,600</td>
</tr>
<tr>
<td valign="middle" align="left">SSR density (No./Mb)</td>
<td valign="middle" align="center">496</td>
<td valign="middle" align="center">510</td>
<td valign="middle" align="center">470</td>
<td valign="middle" align="center">403</td>
<td valign="middle" align="center">441</td>
<td valign="middle" align="center">437</td>
<td valign="middle" align="center">406</td>
</tr>
<tr>
<td valign="middle" align="left">Number of SSR containing sequences</td>
<td valign="middle" align="center">68,751</td>
<td valign="middle" align="center">49,787</td>
<td valign="middle" align="center">50,324</td>
<td valign="middle" align="center">105,220</td>
<td valign="middle" align="center">111,835</td>
<td valign="middle" align="center">80,822</td>
<td valign="middle" align="center">26,244</td>
</tr>
<tr>
<td valign="middle" align="left">Number of sequences containing more than 1 SSR</td>
<td valign="middle" align="center">37,051</td>
<td valign="middle" align="center">28,533</td>
<td valign="middle" align="center">31,963</td>
<td valign="middle" align="center">49,807</td>
<td valign="middle" align="center">45,324</td>
<td valign="middle" align="center">39,991</td>
<td valign="middle" align="center">15,232</td>
</tr>
<tr>
<td valign="middle" align="left">Number of SSRs present in compound formation</td>
<td valign="middle" align="center">11,686</td>
<td valign="middle" align="center">14,032</td>
<td valign="middle" align="center">12,167</td>
<td valign="middle" align="center">8,413</td>
<td valign="middle" align="center">13,066</td>
<td valign="middle" align="center">9,827</td>
<td valign="middle" align="center">11,292</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>3D plot depicting genomic annotated single sequence repeats <bold>(A)</bold> and circular plot illustrating the mitochondrial genomes <bold>(B)</bold> of the seven Uranoscopidae species.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1383635-g002.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Single copy conserved homologous genes identification and phylogenetic analysis.</title>
<p>To explore the evolutionary relationships among different species, we used zebrafish as an outgroup and constructed an evolutionary tree based on conserved genes in the genomes. The conserved genes identified by the BUSCO prediction model for each species were utilized as input, resulting in the identification of a total of 90 shared single-copy genes. Subsequently, we employed the maximum likelihood method to construct an evolutionary tree comprising 8 species (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The results reveal that <italic>I. pollicaris</italic> and <italic>X. elongatus</italic> both belong to the Ammodytidae family, clustering together on the evolutionary tree. The genus Uranaosopus belongs to the Uranoscopodae family, with its 5 species forming a cluster on a branch. The bootstrap support rate between the two families is 100%. Within the genus Uranaosopus, U. japonicus is evolutionarily closer to I. pollicaris and X. elongatus, with a bootstrap support rate of 100%. The support rate among other species within the genus Uranaosopus also exceeds 76%.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Phylogenetic tree for Uranoscopidae species based on BUSCO conserved genes. A total of 90 single-copy conserved genes were used to construct this phylogenetic tree using maximum likelihood method. The numbers under the branches stand for the concordance rates of bootstrap analysis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1383635-g003.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Whole genome based phylogenetic analysis</title>
<p>To further validate the evolutionary relationships within the nuclear genome of the seven species, we utilized whole-genome genetic variance to construct an additional phylogenetic tree. The <italic>X. elongatus</italic> genome was chosen as the reference genome due to its superior integrity and continuity, evidenced by the highest BUSCO completeness value, contig N50, and scaffold N50, as well as the lowest scaffold number among the seven assembled genomes. A total of 3,756,984 SNPs, constituting 0.69% of the assembled <italic>X. elongatus</italic> contig sequence, were identified across the seven species, with the number of single species SNP variants amount ranging from 2.19 million to 2.49 million (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>). After filtering variant loci with integrity below 100%, 1,771,650 SNPs were retained for construction the phylogenetic tree. Notably, the resulting tree demonstrated a high level of consistency with the tree derived from common conserved genes, thus reaffirming the reliability of the nuclear genome phylogenetic relationships (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Phylogenetic tree based on SNP variance between the seven fishes. A total of 1,771,650 SNPs were used to construct tree and the numbers beneath the branches indicate the concordance rates of bootstrap analysis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1383635-g004.tif"/>
</fig>
</sec>
<sec id="s3_6">
<title>Characterization of mitochondrial DNA genomes</title>
<p>The assembled total lengths of the mitogenomes for <italic>U. tosae, U. japonicus, U. sp., U. bicinctus, U. oligolepis, I. pollicaris</italic>, and <italic>X. elongatus</italic> were 17,532 bp, 18,446 bp, 15,763 bp, 14,966 bp, 16,675 bp, 16,456 bp, and 16,546 bp, respectively (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Each mitochondrial genome encompasses a variable number of genes, ranging from 36 to 39 (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). Typically, except for one NADH dehydrogenase coding gene (ND6) and eight tRNA genes (Glu, Ala, Asn, Cys, Tyr, Ser, Gln, and Pro) were encoded on the L-strand, most mitochondrial genes were encoded on the H-strand. All 13 protein-coding genes, comprising 7 NADH dehydrogenases, 3 cytochrome c oxidases, 1 cytochrome b, and 2 ATP synthases, were identified in these mitochondrial sequences. The number of transfer RNA (tRNA) and ribosomal RNA (rRNA) genes varies among the seven sequences, with most species having 23 tRNA genes and 1 rRNA gene.</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Statistics of mitochondrial genome annotations.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Species</th>
<th valign="middle" align="center">Sequence Length</th>
<th valign="middle" align="center">Sequence Number</th>
<th valign="middle" align="center">Total Gene Number</th>
<th valign="middle" align="center">NADH Dehydrogenase</th>
<th valign="middle" align="center">Cytochrome C Oxidase</th>
<th valign="middle" align="center">Cytochrome B</th>
<th valign="middle" align="center">ATP Synthase</th>
<th valign="middle" align="center">Transfer RNAs</th>
<th valign="middle" align="center">Ribosomal RNAs</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">
<italic>U. bicinctus</italic>
</td>
<td valign="middle" align="center">14,966</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">37</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">1</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U. japonicus</italic>
</td>
<td valign="middle" align="center">18,446</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">38</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">2</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U. oligolepis</italic>
</td>
<td valign="middle" align="center">16,675</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">38</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">24</td>
<td valign="middle" align="center">1</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U.</italic> sp.</td>
<td valign="middle" align="center">15,763</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">36</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">22</td>
<td valign="middle" align="center">1</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>U. tosae</italic>
</td>
<td valign="middle" align="center">17,532</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">38</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">2</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>I. pollicaris</italic>
</td>
<td valign="middle" align="center">16,456</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">39</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">3</td>
</tr>
<tr>
<td valign="middle" align="left">
<italic>X. elongatus</italic>
</td>
<td valign="middle" align="center">16,545</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">37</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">1</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_7">
<title>Mitochondrial genomes based phylogenetic tree</title>
<p>To further unravel the evolutionary relationships among different species within the genus <italic>Uranaosopus</italic>, we constructed a species phylogenetic tree using all conserved genes in the mitochondrial genome. As outgroups, we selected five species from the Perciformes order, including two from the Ammodytidae family (<italic>Gymnammodytes semisquamatus</italic> and <italic>Ammodytes personatus</italic>), two from the Pinguipedidae family (<italic>Parapercis cylindrica</italic> and <italic>Parapercis sexfasciata</italic>), and one from the Trachinidae family (<italic>Trachinus draco</italic>). At the suborder level, all species, except <italic>T. draco</italic>, belong to Uranoscopoidei, with <italic>T. draco</italic> serving as the outgroup for the entire tree.</p>
<p>The mitochondrial genome-based gene tree exhibits strong consistency with the nuclear-genome-conserved-genes based tree. <italic>I. pollicaris</italic> and <italic>X. elongatus</italic>, along with <italic>U. japonicus</italic> and <italic>U. bicinctus</italic>, maintain consistent positions of two trees. However, there is inconsistency in the relative relationships among the other three species in genus <italic>Uranoscopus</italic>. Although the bootstrap support rates among these three species exceed 50%, they are slightly lower compared to other consistent branches (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Phylogenetic tree based on mitochondrial genomes of 12 fish species in the Perciformes order. The numbers beneath the branches indicate the concordance rates of bootstrap analysis, while the values along the branches represent the branch lengths.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1383635-g005.tif"/>
</fig>
</sec>
<sec id="s3_8">
<title>Historical dynamics of Uranoscopidae populations</title>
<p>We conducted a population history analysis of various species within the Uranoscopidae family using PSMC (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). The results reveal that following the Last Interglacial Period (LIP), all species underwent a rapid expansion in population size. By the time of the Last Glacial Period (LGP), the effective populations size of U. bicinctus and <italic>U. japonicus</italic> started to decline, experiencing a bottleneck effect. <italic>U. oligolepis</italic> began to undergo a bottleneck effect towards the end of the Last Glacial Period (LGP). Notably, based on the speculative results, <italic>U. tosae</italic>, <italic>X. elongatus, U</italic>. sp., and <italic>I. pollicaris</italic> have remained unaffected by bottleneck events since the LIP. Furthermore, significant differences in effective population sizes are observed among these species. Although <italic>U</italic>. sp. and <italic>I. pollicaris</italic> underwent expansion in one branch after LIP, they still maintained relatively small populations. In comparison, <italic>U. bicinctus, U. oligolepis</italic>, and <italic>U. japonicus</italic> consistently maintained higher population levels.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Inference of the effective population size of seven Uranoscopidae species.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1383635-g006.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>The development of sequence assembling algorithms and improvement of high-throughput sequencing technology have enabled obtaining plenty of whole genome sequences at high efficiency and low cost (<xref ref-type="bibr" rid="B19">Gaither et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B27">Kon et&#xa0;al., 2021</xref>). The rapid development of life science has been greatly promoted by the exponential growth in genome sequences (<xref ref-type="bibr" rid="B59">Xu et&#xa0;al., 2017</xref>). Species have varying genome sizes and complexities, necessitating the use of genome survey analysis in whole genome sequencing (<xref ref-type="bibr" rid="B61">Xu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B24">Jo et&#xa0;al., 2021</xref>).</p>
<p>In this study, we utilized NGS technology to conduct whole-genome sequencing for seven species across three different genera within the Uranoscopidae family. Subsequently, a comprehensive genomic analysis was performed. According to the K-mer analysis index, the calculated genome sizes of these seven Uranoscopidae species ranged from 536.00 Mb to 652.49 Mb, with repeat sequence proportions between 20.09% and 36.64%, and heterozygosity levels ranging from 0.41% to 0.88%. Most reported fish genomes are less than 1 Gb, and the seven Uranoscopidae species in this study conform to this pattern. However, it is noteworthy that <italic>U. tosae, U. japonicus</italic>, and <italic>U. oligolepis</italic> exhibit relatively high heterozygosity rates (&gt;0.68%), potentially affecting the following high-quality genome construction. The elevated heterozygosity also suggests potentially larger population sizes for these three species in their natural environments (<xref ref-type="bibr" rid="B44">Rougemont et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B37">Moln&#xe1;r et&#xa0;al., 2020</xref>). As an important index for sequencing, the GC content can affect the randomness of the genome (<xref ref-type="bibr" rid="B60">Xu et&#xa0;al., 2014</xref>).The average GC content for Trichiuridae species ranged from 42.14% to 43.53% in this study, which was mid-GC content and in the normal range (<xref ref-type="bibr" rid="B62">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2020</xref>). Overall, the genomes of the seven Trichiuridae fish species appear relatively simple, making them suitable for more in-depth whole-genome sequencing studies.</p>
<p>In this study, we conducted initial genome assembly for seven species using NGS data. However, due to the limitations of NGS technology, the assembly results are quite fragmented. Employing the latest sequencing technologies, such as PacBio HiFi sequencing and Hi-C techniques, should enable the acquisition of high-quality genome sequences with greater ease. We utilized the assembled genomes for the identification of SSRs. In general, the distribution density and basic characteristics of SSRs among the seven species are highly similar. However, it is worth noting that the proportions of Dinucleotide 10-time repeats in six species are relatively high, potentially linked to some specific components within the genomes.</p>
<p>Additionally, three phylogenetic trees were constructed in this study. Two trees were based on conserved genes and SNP variance from the nuclear genome, while the third utilized gene variance from the mitochondrial genome. Notably, the two trees constructed using nuclear genome genetic markers exhibited identical tree structures, affirming the high reliability of genetic relationships among the seven fishes. The mitochondrial DNA-based tree only revealed consistent evolutionary relationships for <italic>I. pollicaris, X. elongatus, U. japonicus</italic>, and <italic>U. bicinctus</italic> when compared to the nuclear genome based trees. Upon analyzing the results, the bootstrap support rates for all trees are above 65%, indicating relatively high confidence in the respective outcomes. This inconsistency might be attributed to the discordance in evolutionary rates between mitochondrial and nuclear genome. Due to experiencing relatively lower selection pressure, the evolutionary rate of the mitochondrial genome is typically much higher than that of the nuclear genome.</p>
<p>Before this study, the mitogenomes of <italic>U. tosae</italic> (17,286 bp, KX641475.1) and <italic>U. japonicus</italic> (17,878 bp, AP017446.1) have been previously reported, with both exhibiting shorter lengths than observed in the same species within this study. Notably, in comparison to the previously reported sequences, an additional tRNA gene was identified in the newly assembled sequences. Meanwhile, while the mitochondrial genomes were identified to possess an equal number of coding genes, subtle variations were observed among them. Besides, variances in the quantities of tRNA and rRNA genes were observed, contributing to different sizes of the mitochondrial genomes. The mitochondrial genome sequences of the other species investigated in this study have not been previously reported. The sequences assembled in this study will serve as a foundational basis for molecular research in subsequent studies on the evolution of these species and the taxonomic classification of related species.</p>
<p>Furthermore, we conducted estimations on the historical effective population sizes of these seven species. The findings reveal an overall expansion in population size for all species after the LIP, with the majority reaching peak levels during the LGP. Notably, <italic>U. bicinctus, U. japonicus</italic>, and <italic>U. oligolepis</italic> exhibited a bottleneck effect at the end of the LGM. Concurrently, there are substantial differences in the effective population sizes among different species. These variations may be correlated with the geographical distribution and environmental disparities of each species.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>In summary, this study involved preliminary investigations and explorations using NGS technology on the genomes, SSR situations, species evolutionary relationships, mitochondrial genomes, and population historical dynamics of seven fish species within the Uranoscopidae family.</p>
<p>Our findings underscore the importance of integrating phylogenetic methodologies, including analyses of conserved genes, whole-genome variation, and mitochondrial genome sequences, to elucidate the evolutionary relationships among fish within the Uranoscopidae family. The results of this research will provide a reference for subsequent high-quality genome construction and offer valuable resources for the marine biodiversity conservation and the population genetic study.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The data produced in this study has been uploaded to Chinese National Genome Data Center (<uri xlink:href="https://ngdc.cncb.ac.cn/">https://ngdc.cncb.ac.cn/</uri>) with the project number of PRJCA023011 and the data accession number of CRA014566. The data has also been uploaded to the SRA database of the National Center for Biotechnology Information (NCBI), under the BioProject PRJNA1085788.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was approved by Ethics committee of Zhejiang Ocean University. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>QL: Data curation, Formal Analysis, Visualization, Writing &#x2013; original draft. XZ: Writing &#x2013; review &amp; editing. YQQ: Resources, Writing &#x2013; review &amp; editing. YW: Resources, Writing &#x2013; review &amp; editing. XG: Resources, Writing &#x2013; review &amp; editing. WL: Resources, Writing &#x2013; review &amp; editing. TG: Conceptualization, Writing &#x2013; review &amp; editing. YQ: Conceptualization, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was supported by the National Key Research and Development Program of China (2023YFD2401903) and the National Innovation and Entrepreneurship Training Project for University (China) (202210340001).</p>
</sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>Author QL was employed by the company Wuhan Onemore-tech Co., Ltd.</p>
<p>The remaining 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="s11" 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>
<sec id="s12" 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.2024.1383635/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2024.1383635/full#supplementary-material</ext-link></p>
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</sec>
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