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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">1466382</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2024.1466382</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>Whole genome sequencing and <italic>de novo</italic> genome assembly of the Kazakh native horse Zhabe</article-title>
<alt-title alt-title-type="left-running-head">Assanbayev et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2024.1466382">10.3389/fgene.2024.1466382</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Assanbayev</surname>
<given-names>Tolegen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Akilzhanov</surname>
<given-names>Rakhmetolla</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<name>
<surname>Sharapatov</surname>
<given-names>Tlekbol</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<name>
<surname>Bektayev</surname>
<given-names>Rakhimbek</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Samatkyzy</surname>
<given-names>Diana</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<name>
<surname>Karabayev</surname>
<given-names>Daniyar</given-names>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<contrib contrib-type="author">
<name>
<surname>Gabdulkayum</surname>
<given-names>Aidana</given-names>
</name>
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<sup>3</sup>
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<surname>Daniyarov</surname>
<given-names>Asset</given-names>
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<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<xref ref-type="aff" rid="aff4">
<sup>4</sup>
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<name>
<surname>Rakhimova</surname>
<given-names>Saule</given-names>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<name>
<surname>Kozhamkulov</surname>
<given-names>Ulan</given-names>
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<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<name>
<surname>Sarbassov</surname>
<given-names>Dos</given-names>
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<xref ref-type="aff" rid="aff5">
<sup>5</sup>
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<name>
<surname>Akilzhanova</surname>
<given-names>Ainur</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kairov</surname>
<given-names>Ulykbek</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Zootechnology and Veterinary Medicine</institution>, <institution>Toraighyrov University</institution>, <addr-line>Pavlodar</addr-line>, <country>Kazakhstan</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Laboratory of Bioinformatics and Systems Biology</institution>, <institution>Center for Life Sciences</institution>, <institution>National Laboratory Astana</institution>, <institution>Nazarbayev University</institution>, <addr-line>Astana</addr-line>, <country>Kazakhstan</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Laboratory of Genomic and Personalized Medicine</institution>, <institution>Center for Life Sciences</institution>, <institution>National Laboratory Astana</institution>, <institution>Nazarbayev University</institution>, <addr-line>Astana</addr-line>, <country>Kazakhstan</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Faculty of Natural Sciences</institution>, <institution>L.N.Gumilyov Eurasian National University</institution>, <addr-line>Astana</addr-line>, <country>Kazakhstan</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Sciences and Humanities</institution>, <institution>Nazarbayev University</institution>, <addr-line>Astana</addr-line>, <country>Kazakhstan</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/197653/overview">Filippo Biscarini</ext-link>, National Research Council (CNR), Italy</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/2804021/overview">Giulia Moscatelli</ext-link>, National Research Council (CNR), Italy</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/753432/overview">Emily Louise Clark</ext-link>, University of Edinburgh, United Kingdom</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Ainur Akilzhanova, <email>akilzhanova@nu.edu.kz</email>; Ulykbek Kairov, <email>ulykbek.kairov@nu.edu.kz</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1466382</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Assanbayev, Akilzhanov, Sharapatov, Bektayev, Samatkyzy, Karabayev, Gabdulkayum, Daniyarov, Rakhimova, Kozhamkulov, Sarbassov, Akilzhanova and Kairov.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Assanbayev, Akilzhanov, Sharapatov, Bektayev, Samatkyzy, Karabayev, Gabdulkayum, Daniyarov, Rakhimova, Kozhamkulov, Sarbassov, Akilzhanova and Kairov</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>
<kwd-group>
<kwd>Kazakh horse</kwd>
<kwd>oxford nanopore technologies (ONT)</kwd>
<kwd>
<italic>de novo</italic> assembly</kwd>
<kwd>Kazakhstan</kwd>
<kwd>whole genome sequencing (WGS)</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Livestock Genomics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The horse (<italic>Equus caballus</italic>) is a domesticated animal with great significance in human civilization and history, having played a crucial role in transportation, agriculture, and warfare. Over millennia, intentional breeding has resulted in the creation of approximately 500 distinct horse breeds, each selected for specific performance qualities, appearance, and behavior (<xref ref-type="bibr" rid="B19">Petersen et al., 2013</xref>). The earliest evidence of horse domestication dates back to the Eneolithic Botai culture (3500 BCE) in prehistoric Northern Kazakhstan, where horses continue to hold cultural significance (<xref ref-type="bibr" rid="B18">Outram et al., 2009</xref>; <xref ref-type="bibr" rid="B13">Levine, 1999</xref>; <xref ref-type="bibr" rid="B23">Sarbassova, 2015</xref>). Although domestication in Botai occurred independently of the main domestication path, horses have been an essential aspect of steppe pastoralism in the region of modern Kazakhstan since the Bronze Age (<xref ref-type="bibr" rid="B12">Kysel&#xfd; and Pe&#x161;ke, 2022</xref>; <xref ref-type="bibr" rid="B6">Frachetti and Benecke, 2009</xref>; <xref ref-type="bibr" rid="B17">Outram et al., 2012</xref>). As a result, traditional selection over hundreds and thousands of years has shaped the Kazakh horse breed (<xref ref-type="bibr" rid="B10">Kabylbekova et al., 2024</xref>).</p>
<p>Zhabe is an intrabreed type of Kazakh horse that originated in Western Kazakhstan and is currently used throughout the country (<xref ref-type="fig" rid="F1">Figure 1A</xref>). This type is known for its strong, slightly rough constitution and high endurance. Horses of this type are characterized by a coarse head, a short fleshy neck, a wide and deep body, a broad back, a muscular croup, and strong, bony legs. They also have a thick, long mane and tail, short fetlocks on the legs, and dense skin. Their colors are typically bay or dark red, but can also be mousey, gray, or black (<xref ref-type="bibr" rid="B4">Dmitriev and &#x116;rnst, 1989</xref>). In state farm conditions, Kazakh horses, including Zhabe, have been selectively bred for increased size and weight. They are well-adapted to traditional Kazakh methods of seasonal pasturing and are bred in herds, even inharsh winter climatic conditions, to produce working horses, meat, and milk (<xref ref-type="bibr" rid="B16">Omarov et al., 2019</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>
<italic>De novo</italic> genome assembly of Kazakh horse of Zhabe type. <bold>(A)</bold> Representative image of Kazakh horse of Zhabe traditional type. <bold>(B)</bold> BUSCO assessment results: each column represents the percentage of identified BUSCO genes in genome samples. <bold>(C)</bold> Genomic relationships between the Kazakh horse and other horse breeds shown by a neighbor-joining phylogeny tree (samples 2&#x2013;57H are respectively presented as Kazakh1-6). <bold>(D)</bold> Neighbor-joining bootstrap consensus tree reconstructed from the mtDNA control region sequences of Kazakh horse and other horse breeds (samples 2&#x2013;57H are respectively presented as Kazakh1-6).</p>
</caption>
<graphic xlink:href="fgene-15-1466382-g001.tif"/>
</fig>
<p>Previous studies have characterized Kazakh horses using array-based genotyping, RNA-seq, and WGBS-seq (<xref ref-type="bibr" rid="B20">Pozharskiy et al., 2023</xref>; <xref ref-type="bibr" rid="B15">Liu et al., 2018</xref>; <xref ref-type="bibr" rid="B28">Yu et al., 2021</xref>; <xref ref-type="bibr" rid="B14">Liu et al., 2023</xref>). This study presents the first high-quality genome assemblies for six Kazakh horses of the Zhabe type, providing a valuable resource for genetic research and comparative genomics. Conserving genetic diversity is vital for the present and future maintenance of the valuable traits of the breed (<xref ref-type="bibr" rid="B1">Bruford et al., 2015</xref>). It is also widely acknowledged that comprehensive molecular genetic data characterizing inter- and intraspecies diversity is important for the efficient management of genetic resources economically important animal varieties (<xref ref-type="bibr" rid="B21">Ruane, 2000</xref>; <xref ref-type="bibr" rid="B25">Simianer, 2005</xref>; <xref ref-type="bibr" rid="B27">Toro et al., 2009</xref>). Here, we present six new <italic>de novo</italic> genome assemblies, generated using Oxford Nanopore Technology, for Kazakh horses of the Zhabe traditional type.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and methods</title>
<sec id="s2-1">
<title>Sample collection</title>
<p>Peripheral blood samples from six horses (2H, 7H, 16H, 25H, 30H, and 57H) were collected in 1&#xa0;mL volumes at &#x201c;Akzhar Ondiris&#x201d; horse farm (51&#xb0;32&#x2032;07.4&#x2033;N 77&#xb0;27&#x2032;16.9&#x2033;E) in Pavlodar region of Kazakhstan (<xref ref-type="fig" rid="F1">Figure 1A</xref>). All samples were anticoagulated with EDTA and refrigerated at 4&#xb0;C. The phenotypic characteristics of these horses are detailed in <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>. Genomic DNA was extracted from the samples using Illustra Blood Kit (Cytiva, United State) and Gentra Puregene Blood Kit (Qiagen, Germany) following the manufacturers&#x2019; protocols. The concentration and quality of the extracted DNA were checked using a Qubit fluorometer (Invitrogen, United State), a Nanodrop 2000 spectrophotometer (Thermo Scientific, United State), and 1% agarose gel electrophoresis. This high-molecular-weight DNA was then used for library construction and subsequent Nanopore sequencing.</p>
</sec>
<sec id="s2-2">
<title>Library construction and genome sequencing</title>
<p>To generate Oxford Nanopore long reads, 3&#xa0;&#xb5;g of genomic DNA was randomly sheared to obtain a target size of 20&#xa0;kbp using g-TUBE (Covaris, United State) and processed according to the Ligation Sequencing Kit (SQK-LSK110) protocol (Oxford Nanopore Technologies, United Kingdom). For genome sequencing, at least 1&#xa0;&#xb5;g of sheared DNA from each sample was utilized for library construction. DNA fragments were repaired using NEBNext FFPE Repair Mix (New England Biolabs, United State). End repair and A-tailing were performed using the NEBNext End Repair/dA-Tailing Module kit (New England Biolabs, United State), followed by ligation of Oxford Nanopore sequencing adapters with the NEBNext Quick Ligation Module (E6056) (New England Biolabs, United State). The constructed libraries were sequenced on R9.4.1 flow cells of PromethION sequencer (Oxford Nanopore Technologies, United Kingdom) for 72&#xa0;h. Basecalling of the raw signal data was performed using Guppy v.5.1.13, which also trimmed adapters and removed low-quality sequencing reads with a Q-score below 9.0. All DNA samples were sequenced with an average coverage of 26X. A summary of the sequenced reads is provided in <xref ref-type="sec" rid="s10">Supplementary Table S2</xref>.</p>
</sec>
<sec id="s2-3">
<title>Genome assembly and evaluation</title>
<p>Draft assemblies were produced using one round of Flye v.2.9.2 (<xref ref-type="bibr" rid="B11">Kolmogorov et al., 2019</xref>), followed by a polishing round with Oxford Nanopore Technologies (ONT) reads using Medaka v.1.11.1 (<ext-link ext-link-type="uri" xlink:href="https://github.com/nanoporetech/medaka">https://github.com/nanoporetech/medaka</ext-link>). To evaluate the quality of the final assemblies, we aligned the ONT contigs to EquCab3.0 reference genome assembly (NCBI Accession No. GCF_002863925.1) and assessed them with QUAST v.5.2.0 (<xref ref-type="bibr" rid="B8">Gurevich et al., 2013</xref>). Considering the advanced sequencing ability of ONT, the longest contig among the assembled genomes was 92.32 Mb, and the largest contig N50 was 28.26&#xa0;Mb. The completeness of the genome assemblies was further assessed using BUSCO v.5.4.6 (<xref ref-type="bibr" rid="B24">Sim&#xe3;o et al., 2015</xref>), which compared the genome against the <italic>laurasiatheria_odb10</italic> database containing 12,234 orthologous genes. BUSCO assessment scores ranged from 93% to 95% (<xref ref-type="fig" rid="F1">Figure 1B</xref>; <xref ref-type="table" rid="T1">Table 1</xref>), indicating high completeness for the obtained assemblies.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>QUAST metrics and BUSCO assessment results of the sequencing data.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">2H</th>
<th align="center">7H</th>
<th align="center">16H</th>
<th align="center">25H</th>
<th align="center">30H</th>
<th align="center">57H</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Number of contigs</td>
<td align="center">4210</td>
<td align="center">3459</td>
<td align="center">4405</td>
<td align="center">4662</td>
<td align="center">4247</td>
<td align="center">4180</td>
</tr>
<tr>
<td align="left">Contig N50 (bp)</td>
<td align="center">25,995,087</td>
<td align="center">26,306,096</td>
<td align="center">25,978,232</td>
<td align="center">25,961,887</td>
<td align="center">19,984,809</td>
<td align="center">26,032,890</td>
</tr>
<tr>
<td align="left">Largest contig (bp)</td>
<td align="center">75,750,993</td>
<td align="center">67,042,342</td>
<td align="center">89,046,621</td>
<td align="center">62,359,761</td>
<td align="center">92,322,303</td>
<td align="center">63,939,966</td>
</tr>
<tr>
<td align="left">Total length (bp)</td>
<td align="center">2,551,255,215</td>
<td align="center">2,534,155,455</td>
<td align="center">2,590,139,805</td>
<td align="center">2,602,523,862</td>
<td align="center">2,608,619,890</td>
<td align="center">2,600,392,272</td>
</tr>
<tr>
<td align="left">GC content (%)</td>
<td align="center">42.33</td>
<td align="center">42.25</td>
<td align="center">42.55</td>
<td align="center">42.65</td>
<td align="center">42.63</td>
<td align="center">42.65</td>
</tr>
<tr>
<td align="left">Genome fraction (%)</td>
<td align="center">96.037</td>
<td align="center">95.937</td>
<td align="center">96.115</td>
<td align="center">96.106</td>
<td align="center">96.116</td>
<td align="center">96.032</td>
</tr>
<tr>
<td align="left">Complete BUSCOs (%)</td>
<td align="center">93.4</td>
<td align="center">91.8</td>
<td align="center">94.9</td>
<td align="center">94.8</td>
<td align="center">94.9</td>
<td align="center">95.1</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3">
<title>Data analysis</title>
<sec id="s3-1">
<title>Variation statistics</title>
<p>To identify SNVs and indels, the wf-human-variation Epi2Me Labs pipeline from ONT (<ext-link ext-link-type="uri" xlink:href="https://github.com/epi2me-labs/wf-human-variation">https://github.com/epi2me-labs/wf-human-variation</ext-link>) was used. Samples were analyzed using Clair3 v.1.0.4, which identified small variants in ONT reads (<xref ref-type="sec" rid="s10">Supplementary Table S3</xref>). The number of identified SNVs ranged from 6,336,129 to 7,101,556, while the number of identified indels ranged between 549,718 and 820,662 across samples.</p>
</sec>
<sec id="s3-2">
<title>Comparative genomics</title>
<p>Phylogenetic analysis and tree construction were performed using VCF-kit v.0.2.6 (<xref ref-type="bibr" rid="B3">Cook and Andersen, 2017</xref>) and MEGA software v.11.0.13 (<xref ref-type="bibr" rid="B26">Tamura et al., 2021</xref>). The neighbor-joining tree was constructed using 1,331,674 mutation points from a merged VCF file (<xref ref-type="fig" rid="F1">Figure 1C</xref>) containing data from Kazakh horses and 88 additional horse samples (<xref ref-type="bibr" rid="B9">Jagannathan et al., 2019</xref>) deposited in the European Nucleotide Archive (ENA) database (<ext-link ext-link-type="uri" xlink:href="https://www.ebi.ac.uk/ena/">https://www.ebi.ac.uk/ena/</ext-link>). At the autosomal genetic level, Kazakh Zhabe horses formed a distinct cluster and a separate group compared to other horse breeds. Additionally, a multiple sequence alignment of all mitochondrial D-loop sequences was performed in MEGA using the built-in MUSCLE (<xref ref-type="bibr" rid="B5">Edgar, 2004</xref>) alignment option to construct a consensus tree. The analysis included 71 samples of the control region and mtDNA from our assemblies, as well as 25 different horse breeds deposited in the National Center for Biotechnology Information (NCBI) GenBank database (<ext-link ext-link-type="uri" xlink:href="http://www.ncbi.nlm.nih.gov/">http://www.ncbi.nlm.nih.gov/</ext-link>). All sequences were processed using blastn v.2.12.0&#x2b; (<xref ref-type="bibr" rid="B2">Camacho et al., 2009</xref>) to extract an early part of the control region (400&#xa0;bp in the position between 15,469 and 15,868). The consensus tree (<xref ref-type="fig" rid="F1">Figure 1D</xref>) was built using the Neighbor-Joining method (<xref ref-type="bibr" rid="B22">Saitou and Nei, 1987</xref>) with 1,000 bootstrap iterations. The D-loop region sequence of the donkey (<italic>Equus asinus</italic>, NCBI Accession No. NC001788) was used as an outgroup. While phylogeny reconstruction showed Kazakh horse mtDNA sequences are widespread and distributed across many different clusters in the tree, two samples (Kazakh1 and Kazakh5) from the assembled genomes formed a distinct clade with Cheju and Akhal-Teke horses. These results are consistent with previous studies (<xref ref-type="bibr" rid="B7">Gemingguli et al., 2016</xref>) reporting tightly linked mtDNA genetic relationships between these breeds. It can be suggested that the Kazakh horse breed has a mixed origin in the maternal lineage, likely due to the use of horse populations in trade and military campaigns, which moved them to distant locations, where they interbred with indigenous populations. The observed lack of Kazakh horse samples clustering in the phylogenetic tree constructed from mtDNA control region sequences may indicate high levels of variability, which, in turn, means that the Kazakh breed may serve as an important reservoir of genetic biodiversity. It is of particular significance for horses, as a species, because its wild ancestors are now extinct and sources of biodiversity that could be used to maintain their functions in certain environments are limited.</p>
</sec>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s4">
<title>Data availability statement</title>
<p>All sequence data presented in this study are deposited in the NCBI Sequence Read Archive (SRA) repository and are publicly available under accession numbers SRX18227458-18227464. The obtained genome assemblies were submitted and registered under the following NCBI GenBank accession numbers: GCA_029814115.1, GCA_029814095.1, GCA_029784105.1, GCA_029814075.1, GCA_029784085.1, GCA_029814055.1.</p>
</sec>
<sec sec-type="ethics-statement" id="s5">
<title>Ethics statement</title>
<p>The animal study was reviewed and approved by the Ethics Committee of National Laboratory Astana, Nazarbayev University. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>TA: Conceptualization, Project administration, Resources, Writing&#x2013;review and editing. RA: Conceptualization, Project administration, Resources, Writing&#x2013;review and editing. TS: Conceptualization, Project administration, Resources, Writing&#x2013;review and editing. RB: Formal Analysis, Investigation, Software, Visualization, Writing&#x2013;original draft. DiS: Methodology, Validation, Writing&#x2013;review and editing. DK: Formal Analysis, Investigation, Software, Visualization, Writing - original draft. AG: Methodology, Validation, Writing&#x2013;review and editing. AD: Data curation, Software, Writing&#x2013;review and editing. SR: Investigation, Methodology, Validation, Writing&#x2013;review and editing. UK: Investigation, Methodology, Validation, Writing&#x2013;review and editing. DoS: Conceptualization, Funding acquisition, Supervision, Writing&#x2013;review and editing. AA: Conceptualization, Funding acquisition, Investigation, Supervision, Writing&#x2013;review and editing. UK: Formal Analysis, Funding acquisition, Investigation, Methodology, Resources, Software, Supervision, Visualization, Writing&#x2013;original draft.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This research has been funded by the Science Committee of the Ministry of Science and Higher Education of the Republic of Kazakhstan program targeted funding &#x23;AP14869903 and &#x23;BR18574184.</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>
<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.2024.1466382/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2024.1466382/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.DOCX" id="SM1" mimetype="application/DOCX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table2.DOCX" id="SM2" mimetype="application/DOCX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table3.DOCX" id="SM3" mimetype="application/DOCX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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