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<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>
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<article-meta>
<article-id pub-id-type="publisher-id">1463774</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2024.1463774</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Four new genome sequences of the Pallas&#x2019;s cat (<italic>Otocolobus manul</italic>): an insight into the patterns of within-species variability</article-title>
<alt-title alt-title-type="left-running-head">Bubenikova 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.2024.1463774">10.3389/fgene.2024.1463774</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Bubenikova</surname>
<given-names>Jana</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2832294/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Plasil</surname>
<given-names>Martin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Burger</surname>
<given-names>Pamela A.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/554948/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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<contrib contrib-type="author">
<name>
<surname>Horin</surname>
<given-names>Petr</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Research Group Animal Immunogenomics</institution>, <institution>CEITEC &#x2013; VETUNI Brno</institution>, <addr-line>Brno</addr-line>, <country>Czechia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Research Institute of Wildlife Ecology</institution>, <institution>University of Veterinary Medicine Vienna (VETMEDUNI)</institution>, <addr-line>Vienna</addr-line>, <country>Austria</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Animal Genetics</institution>, <institution>VETUNI Brno</institution>, <addr-line>Brno</addr-line>, <country>Czechia</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/471417/overview">Karine Frehner Kavalco</ext-link>, Universidade Federal de Vi&#xe7;osa, Brazil</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/2051786/overview">Worapong Singchat</ext-link>, Kasetsart University, Thailand</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1373582/overview">Iuri Silva</ext-link>, Federal University of Minas Gerais, Brazil</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2881707/overview">David Aciole Barbosa</ext-link>, Universidade Federal do ABC, Brazil</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Pamela A. Burger, <email>pamela.burger@vetmeduni.ac.at</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1463774</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Bubenikova, Plasil, Burger and Horin.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Bubenikova, Plasil, Burger and Horin</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>Manul (<italic>Otocolobus manul</italic>) is the only representative of the genus <italic>Otocolobus,</italic> which makes up the Leopard Cat lineage along with the genus <italic>Prionailurus</italic>. Their habitat is characterized by harsh environmental conditions. Although their populations are probably more stable than previously thought, it is still the case that their population size is declining. Conservation programs exist to protect manuls, but those based on captive breeding are often unsuccessful due to their increased susceptibility to diseases. The manul is therefore a suitable model species for evolutionary and diversity studies as well as for studying mechanisms of adaptation to harsh environment and mechanisms of susceptibility to diseases. Recently, the genome of the <italic>O. manul</italic> based on nanopore long-range sequencing has been published. Aiming to better understand inter- and intraspecific variation of the species, we obtained information on genome sequences of four other manuls, based on whole genome resequencing via the Illumina platform. On average, we detected a total of 3,636,571 polymorphic variants. Information on different types of structural variants and on the extent of SNP homozygosity, not available from the reference genome, was retrieved. The average whole-genome heterozygosity was almost identical to that found in the <italic>O. manul</italic> reference genome. In this context, we performed a more detailed analysis of the candidate gene <italic>EPAS1</italic> potentially related to adaptation to the hypoxic environment. This analysis revealed both inter- and intraspecific variation, confirmed the presence of a previously described non-synonymous substitution in exon 15 unique to manuls and identified three additional unique non-synonymous substitutions located in so far not analyzed <italic>EPAS1</italic> exonic sequences. The analysis of lncRNA located in the intron 7 of <italic>EPAS1</italic> revealed interspecific variability and monomorphic nature of the sequence among analyzed manuls. The data obtained will allow more detailed analyses of the manul genome, focusing on genes and pathways involved in their adaptation to the environment and in susceptibility to diseases. This information can be helpful for optimizing conservation programs for this understudied species.</p>
</abstract>
<kwd-group>
<kwd>manul</kwd>
<kwd>genome</kwd>
<kwd>variability</kwd>
<kwd>EPAS1</kwd>
<kwd>sequencing</kwd>
</kwd-group>
<contract-num rid="cn001">5081-B</contract-num>
<contract-num rid="cn002">21&#x2013;28637L</contract-num>
<contract-sponsor id="cn001">Austrian Science Fund<named-content content-type="fundref-id">10.13039/501100002428</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Grantov&#xe1; Agentura &#x10c;esk&#xe9; Republiky<named-content content-type="fundref-id">10.13039/501100001824</named-content>
</contract-sponsor>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Evolutionary and Population Genetics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Manul, also called Pallas&#x2019;s cat or Rock Wildcat (<italic>Otocolobus manul</italic>), is the only representative of the genus <italic>Otocolobus</italic>, which makes up the Leopard Cat lineage along with the genus <italic>Prionailurus</italic> (<xref ref-type="bibr" rid="B25">Kitchener, 2017</xref>). Their habitat range is relatively wide but fragmented. Unlike other representatives of the lineage inhabiting wetland habitats, the manul lives in inhospitable cold arid montane steppes of Central Asia. Their habitat is characterized by an extreme climate with minimal rainfall and a wide range of temperatures (<xref ref-type="bibr" rid="B40">Ross et al., 2020</xref>). They have been recorded at altitudes up to 5,600&#xa0;m (<xref ref-type="bibr" rid="B52">Werhahn et al., 2018</xref>). Manuls prefer rocky areas providing shelter, completely avoiding open spaces and areas with snow cover higher than 10&#xa0;cm<sup>2</sup>. Survival in harsh conditions is made possible by the manul&#x2019;s physical characteristics. Its body structure is compact and stocky, with long shaggy fur that is double in length on its underparts - an adaptation to extremely cold winters (<xref ref-type="bibr" rid="B39">Ross, 2019</xref>). Short legs, low set ears and specific coat color allow the manul to blend in with its surroundings where cover options are sparse. The necessity to adapt to these conditions is probably a consequence of interspecific predation (<xref ref-type="bibr" rid="B40">Ross et al., 2020</xref>).</p>
<p>According to the IUCN Red List of endangered species, the manul is currently listed in the category &#x201c;Least Concern&#x201d; (<xref ref-type="bibr" rid="B40">Ross et al., 2020</xref>). Although their populations are probably more stable than previously thought, their current situation differs from country to country; they are classified as locally threatened in some countries and probably extinct in certain areas of its original range (<xref ref-type="bibr" rid="B24">Khorozyan et al., 2021</xref>). The overall population size is declining for a variety of reasons (<xref ref-type="bibr" rid="B39">Ross, 2019</xref>).</p>
<p>Individual manul populations are highly geographically fragmented, which may have negative impacts on the effective population size in terms of maintaining genomic variability. There are conservation programs in place to protect these unique cats, but information on their ecology, behavior and distribution is still rather sparse (<xref ref-type="bibr" rid="B40">Ross et al., 2020</xref>).</p>
<p>Probably due to their distinct habitat requirements, their husbandry in zoos is quite complicated and often unsuccessful despite their increasing popularity. Although diseases do not appear to be a significant threat in wild individuals, increased susceptibility to a variety of infections has been described in captive manuls (<xref ref-type="bibr" rid="B23">Ketz-Riley et al., 2003</xref>). Observed high mortality rates due to an acute form of toxoplasmosis appear to be a threat especially for young kittens (<xref ref-type="bibr" rid="B9">Brown et al., 2005</xref>; <xref ref-type="bibr" rid="B4">Basso et al., 2005</xref>).</p>
<p>The <italic>O. manul</italic> species is therefore valuable not only as a model for evolutionary and diversity studies, but it can also serve as a model for studying mechanisms of adaptation to harsh environment and mechanisms of resilience/susceptibility to diseases threatening other animal species and humans.</p>
<p>Whole genome sequencing (WGS) is an important tool for such studies not only in humans, but also in animals and plants (<xref ref-type="bibr" rid="B37">Prokop et al., 2018</xref>; <xref ref-type="bibr" rid="B2">Aylward et al., 2022</xref>; <xref ref-type="bibr" rid="B35">Pei et al., 2024</xref>). As it provides comprehensive base-by-base view of the genome, it is suitable for various applications not only in human genomics, but also in fields such as veterinary genomics, agrigenomics, ecology and biodiversity protection (<xref ref-type="bibr" rid="B7">Brlek et al., 2024</xref>; <xref ref-type="bibr" rid="B54">Wright et al., 2020</xref>). Recently, the genome of the <italic>O. manul</italic>, based on nanopore long-range sequencing of a single individual, has been published (<xref ref-type="bibr" rid="B16">Flack et al., 2023</xref>). To better understand inter- and intraspecific variation of the species, it is necessary to expand this information with additional resources. Using whole genome resequencing via the Illumina platform, we have obtained information on the genomes of four other manuls. It showed that all four genomes were similar in most characteristics of their variability. Information on different types of structural variants and on the extent of SNP homozygosity not available from the reference genome was retrieved. Furthermore, the four whole genome sequences, along with a recent report on unique features of the manul gene <italic>EPAS1</italic> (<xref ref-type="bibr" rid="B38">Robinson et al., 2024</xref>)<italic>,</italic> allowed to demonstrate how this information can be used for analyzing genes of interest, e.g., genes of adaptation.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>2 Methods</title>
<sec id="s2-1">
<title>2.1 Samples and DNA extraction</title>
<p>Tissues of four different manul individuals (one female and three males) obtained from Czech ZOOs (ZOO Jihlava, ZOO Brno, ZOO Prague) were selected based on available information about their origin and relatedness. Information on all used samples along with information on the individual used as a source of the reference genome is in <xref ref-type="sec" rid="s12">Supplementary Table S1</xref>. The individuals finally selected for the sequencing are listed in <xref ref-type="table" rid="T1">Table 1</xref>. The samples were obtained either post-mortem or as part of veterinary procedures performed for other reasons and shared by respective veterinarians. Therefore, no special ethical approval was needed.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Samples used for sequencing.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Animal Id</th>
<th align="center">Place of origin</th>
<th align="center">Sex</th>
<th align="center">Tissue used for DNA extraction</th>
<th align="center">Year of sampling</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">manul 4</td>
<td align="center">ZOO Jihlava</td>
<td align="center">male</td>
<td align="center">intestine</td>
<td align="center">2012</td>
</tr>
<tr>
<td align="center">manul 5</td>
<td align="center">ZOO Jihlava</td>
<td align="center">male</td>
<td align="center">intestine</td>
<td align="center">2012</td>
</tr>
<tr>
<td align="center">manul 7</td>
<td align="center">ZOO Praha</td>
<td align="center">male</td>
<td align="center">intestine</td>
<td align="center">2003</td>
</tr>
<tr>
<td align="center">manul 552</td>
<td align="center">ZOO Brno</td>
<td align="center">female</td>
<td align="center">blood</td>
<td align="center">2017</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>DNA was extracted from available tissue samples (either blood or intestine) using Qiagen (Germany) MagAttract HMW DNA isolation kit. The kit was used according to the manufacturer&#x2019;s recommendations. Two isolations were made for each individual. DNA samples were evaluated in terms of purity (absorbance) and concentration using Tecan (Switzerland) Infinite 200 Pro plate reader. DNA samples were stored at 4&#xa0;C for 5&#xa0;days and then transported on dry ice for sequencing. Samples were checked prior to library construction using Agilent 5,400 fragment analyzer. All samples passed QC (quantity &#x2265;200&#xa0;ng; OD260/280 &#x3d; 1.8&#x2013;2.0, no degradation).</p>
</sec>
<sec id="s2-2">
<title>2.2 Sequencing and bioinformatic analysis</title>
<p>Sequencing and subsequent whole genome bioinformatic analyses were outsourced at Novogene Europe, Cambridge, United Kingdom.</p>
<sec id="s2-2-1">
<title>2.2.1 Library construction, quality control and sequencing</title>
<p>A total amount of 0.2&#xa0;&#x3bc;g DNA per sample was used as input material for the DNA library preparations. The genomic DNA sample was randomly fragmented by sonication to a size of 350 base pairs (bp). Then DNA fragments were endpolished, A-tailed, and ligated with the full-length adapter for Illumina sequencing. The fragments with adapters were size selected, PCR amplified, and purified by AMPure XP system (Beverly, United States). Subsequently, library quality was assessed on the Agilent 5,400 system (Agilent, United States) and quantified by qPCR (1.5&#xa0;nM). The qualified libraries were pooled and sequenced on Illumina NovaSeq X Plus platform with PE150 chemistry.</p>
</sec>
<sec id="s2-2-2">
<title>2.2.2 Bioinformatic analysis</title>
<p>Distribution of sequencing quality along reads and sequencing error rate were evaluated, low-quality reads and adaptors were filtered using fastp (v.0.20.0) with parameters -g -q 30 -u 50 -n 15 -L 150.</p>
<p>The OtoMan_p1.0 genome (GCA_028564725.2) was used as reference. The filtered sequencing data were mapped to the reference sequence through BWA (<xref ref-type="bibr" rid="B30">Li and Durbin, 2009</xref>) software (v0.7.17-r1188) (parameters: mem -t 4 -k 32 -M). Resulting alignments were sorted using SAMtools (v1.13) (<xref ref-type="bibr" rid="B13">Danecek et al., 2021</xref>) with parameters sort -@ 6 -m 2G and merged for each sample using Picard (v1.111) (<xref ref-type="bibr" rid="B8">Broad Institute, 2019</xref>).</p>
<p>Single nucleotide polymorphisms (SNP) and indels were called for entire cohort (joint calling) using Haplotypecaller from GATK (v4.0.5.1) (<xref ref-type="bibr" rid="B14">DePristo et al., 2011</xref>) with the following parameters--pair-hmm-gap-continuation-penalty 10 -ERC GVCF--genotyping-mode DISCOVERY -stand-call-conf 30. Polymorphisms detected were annotated using ANNOVAR (v2015Dec14) (<xref ref-type="bibr" rid="B51">Wang et al., 2010</xref>) and their characteristics (e.g., quality, total numbers and distribution in different genomic regions) were evaluated. The original annotation record for reference genome was kindly provided by the authors (<xref ref-type="bibr" rid="B16">Flack et al., 2023</xref>).</p>
<p>As for structural variants (SVs), BreakDancer (v1.4.4) (<xref ref-type="bibr" rid="B12">Chen et al., 2009</xref>) software was used with default parameters to detect indels, inversions, intra-chromosomal translocations and inter-chromosomal translocations. The SVs detected were filtered by removing those with less than 2 supporting reads; indels and inversions were further annotated by ANNOVAR. Characteristics of SVs such as their total numbers, distribution across genome and length were assessed.</p>
<p>Based on the genome reads depth, CNVnator (v0.3) (<xref ref-type="bibr" rid="B1">Abyzov et al., 2011</xref>) was used to detect Copy Number Variants (CNVs) of potential deletions and duplications with the following parameter -call 100. The CNVs detected were further annotated by ANNOVAR and their characteristics determined.</p>
<p>The distribution of all types of variants across the whole genomes was visualized by Circos (<xref ref-type="bibr" rid="B26">Krzywinski et al., 2009</xref>).</p>
</sec>
<sec id="s2-2-3">
<title>2.2.3 Analysis of the <italic>EPAS1</italic> gene</title>
<p>To confirm the presence of a serine to proline substitution in exon 15, residue 806, presumably unique to manuls (<xref ref-type="bibr" rid="B38">Robinson et al., 2024</xref>), the <italic>EPAS1</italic> nucleotide sequence was examined in the four manul individuals analyzed here, in the <italic>O. manul</italic> reference genome and in the genomes of two related felid species, the black-footed cat and the jungle cat. They were selected for a comparison as related felid species with an available whole genome sequence (WGS), living in extreme but different habitats. The sequence XM_023251650.2 annotated in the <italic>F. catus</italic> reference genome (<italic>Felis catus</italic>_Fca126_mat1.0) was used as a BLAST (web-based, megablast mode) query to find orthologous sequences in the genomes of the manul <italic>O. manul</italic> (GCA_028564725.2), the black-footed cat <italic>Felis nigripes</italic> (GCA_0324586 15.1) and the jungle cat <italic>Felis chaus</italic> (GCA_019924945.1). Coordinates retrieved from the <italic>O. manul</italic> genome were then used to search the four newly sequenced genomes and the two other felid genomes to assess within-species variability in the gene and for the interspecific comparisons, respectively. Extracted sequences were aligned in BioEdit (7.2.5) (<xref ref-type="bibr" rid="B19">Hall, 1999</xref>) using the ClustalW software (<xref ref-type="bibr" rid="B48">Thompson et al., 1994</xref>). Inter- and intra-species nonsynonymous substitutions were identified in the inferred protein sequences and analyzed for potentially deleterious effects on protein functionality using the SIFT tool (<xref ref-type="bibr" rid="B44">Sim et al., 2012</xref>).</p>
<p>Since the <italic>EPAS1</italic> gene contains one predicted lncRNA (XR_006595538.1) within its seventh intron in the cat reference genome, we have employed the above-mentioned strategy to investigate this non-coding part of the <italic>EPAS1</italic> gene in our data as well as in <italic>F. chaus</italic> and <italic>F. nigripes</italic> genome sequences.</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Sequencing and bioinformatic analysis</title>
<sec id="s3-1-1">
<title>3.1.1 Data quality control and data filtration</title>
<p>The overall sequencing quality was comparable for all four samples. The total of raw data was 231.6&#xa0;G bases (manul 552), 148.3&#xa0;G bases (manul 7), 137.1&#xa0;G bases (manul 5) and 161.8&#xa0;G bases (manul 4). The percentage of clean data ranged from 90.61% to 96.29%. Percentage of Q30 bases ranged from 91.47% to 96.20%. The total number of raw read pairs were 1,543,753,528 (manul 552), 988,603,768 (manul 7), 913,880,502 (manul 5) and 1,078,790,822 (manul 4). All sequencing data statistics are available in <xref ref-type="sec" rid="s12">Supplementary File S1</xref> (sheets 01&#x2013;04).</p>
</sec>
<sec id="s3-1-2">
<title>3.1.2 Sequence alignment and mapping statistics</title>
<p>Sequencing data of individual samples aligned to the OtoMan_p1.0 reference genome with a total length of 2,487,682,665&#xa0;bp showed mapping rates ranging from 99.29% to 99.72%. The average depths for samples 4, 5 and 7 ranged from 40.60X-48.00X, sample 552 quite differs in this parameter, with an average depth of 73.66X, due to higher amount of raw sequencing data. For all four samples, the values of the average depth across chromosomes as well as mapping statistics are available in <xref ref-type="sec" rid="s12">Supplementary File S1</xref> (sheet 05).</p>
</sec>
<sec id="s3-1-3">
<title>3.1.3 Variant detection and annotation</title>
<sec id="s3-1-3-1">
<title>3.1.3.1 Single nucleotide polymorphisms</title>
<p>Total numbers of SNPs detected by ANNOVAR were 1,737,330; 1,736,302; 1,905,426 and 1,712,028 for samples 4, 5, 7 and 552, respectively. Numbers of SNPs based on their localization within genome and genome-wide heterozygous rates are in <xref ref-type="table" rid="T2">Table 2</xref>. The frequency of each SNP mutation type (e.g., T:A&#x3e;C:G) is available in <xref ref-type="sec" rid="s12">Supplementary File S2</xref> (sheet 01).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Numbers of SNPs detected using ANNOVAR.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" colspan="2" align="left">SNP type</th>
<th colspan="4" align="left">Sample</th>
</tr>
<tr>
<th align="left">4</th>
<th align="left">5</th>
<th align="left">7</th>
<th align="left">552</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="2" align="left">Upstream</td>
<td align="left">17,361</td>
<td align="left">16,964</td>
<td align="left">19,839</td>
<td align="left">16,738</td>
</tr>
<tr>
<td rowspan="4" align="center">Exonic</td>
<td align="left">Stop gain</td>
<td align="left">121</td>
<td align="left">125</td>
<td align="left">196</td>
<td align="left">115</td>
</tr>
<tr>
<td align="left">Stop loss</td>
<td align="left">13</td>
<td align="left">15</td>
<td align="left">22</td>
<td align="left">11</td>
</tr>
<tr>
<td align="left">Synonymous</td>
<td align="left">4,516</td>
<td align="left">4,411</td>
<td align="left">5,337</td>
<td align="left">3,997</td>
</tr>
<tr>
<td align="left">Non-synonymous</td>
<td align="left">5,860</td>
<td align="left">5,662</td>
<td align="left">8,460</td>
<td align="left">5,244</td>
</tr>
<tr>
<td colspan="2" align="left">Intronic</td>
<td align="left">304,742</td>
<td align="left">302,111</td>
<td align="left">336,810</td>
<td align="left">301,549</td>
</tr>
<tr>
<td colspan="2" align="left">Splicing</td>
<td align="left">213</td>
<td align="left">217</td>
<td align="left">273</td>
<td align="left">213</td>
</tr>
<tr>
<td colspan="2" align="left">Downstream</td>
<td align="left">16,530</td>
<td align="left">16,607</td>
<td align="left">18,559</td>
<td align="left">16,040</td>
</tr>
<tr>
<td colspan="2" align="left">Intergenic</td>
<td align="left">1,378,329</td>
<td align="left">1,380,654</td>
<td align="left">1,501,951</td>
<td align="left">1,358,891</td>
</tr>
<tr>
<td colspan="2" align="left">Transitions</td>
<td align="left">1,137,479</td>
<td align="left">1,137,863</td>
<td align="left">1,198,751</td>
<td align="left">1,123,572</td>
</tr>
<tr>
<td colspan="2" align="left">Transversions</td>
<td align="left">599,851</td>
<td align="left">598,439</td>
<td align="left">706,675</td>
<td align="left">588,456</td>
</tr>
<tr>
<td colspan="2" align="left">Transitions/transversions ratio</td>
<td align="left">1.896</td>
<td align="left">1.901</td>
<td align="left">1.696</td>
<td align="left">1.909</td>
</tr>
<tr>
<td colspan="2" align="left">Heterozygous rate (%)</td>
<td align="left">0.0442</td>
<td align="left">0.0445</td>
<td align="left">0.0504</td>
<td align="left">0.0444</td>
</tr>
<tr>
<td colspan="2" align="left">Total</td>
<td align="left">1,737,330</td>
<td align="left">1,736,302</td>
<td align="left">1,905,426</td>
<td align="left">1,712,028</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Characteristics of SNP quality distribution (distribution of SNP support reads number, distribution of distances between adjacent SNPs and the cumulative distribution of SNP quality) are available in <xref ref-type="sec" rid="s12">Supplementary File S2</xref> (sheet 01). The results are similar among samples except for the cumulative distribution parameter, where the SNPs of sample 7 are of higher quality. SNP densities along chromosomes for all 4 samples are also available in <xref ref-type="sec" rid="s12">Supplementary File S2</xref> (sheet 01).</p>
</sec>
<sec id="s3-1-3-2">
<title>3.1.3.2 Indels</title>
<p>Total numbers of indels detected by GATK were 1,777,420; 1,782,381; 1,915,888 and 1,739,717 for samples 4, 5, 7 and 552, respectively. Numbers of indels according to their localization within genome and genome-wide heterozygous rates are in <xref ref-type="table" rid="T3">Table 3</xref>. The results are similar for all samples.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Numbers of indels detected using GATK.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" colspan="2" align="left">Indel type</th>
<th colspan="4" align="left">Sample</th>
</tr>
<tr>
<th align="left">4</th>
<th align="left">5</th>
<th align="left">7</th>
<th align="left">552</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td colspan="2" align="left">Upstream</td>
<td align="left">16,442</td>
<td align="left">16,399</td>
<td align="left">18,418</td>
<td align="left">16,122</td>
</tr>
<tr>
<td rowspan="6" align="left">Exonic</td>
<td align="left">Stop gain</td>
<td align="left">33</td>
<td align="left">31</td>
<td align="left">69</td>
<td align="left">33</td>
</tr>
<tr>
<td align="left">Stop loss</td>
<td align="left">7</td>
<td align="left">8</td>
<td align="left">12</td>
<td align="left">7</td>
</tr>
<tr>
<td align="left">Frameshift deletion</td>
<td align="left">1,151</td>
<td align="left">1,133</td>
<td align="left">1,417</td>
<td align="left">1,098</td>
</tr>
<tr>
<td align="left">Frameshift insertion</td>
<td align="left">987</td>
<td align="left">964</td>
<td align="left">2,641</td>
<td align="left">932</td>
</tr>
<tr>
<td align="left">Non-frameshift deletion</td>
<td align="left">301</td>
<td align="left">307</td>
<td align="left">342</td>
<td align="left">282</td>
</tr>
<tr>
<td align="left">Non-frameshift insertion</td>
<td align="left">174</td>
<td align="left">171</td>
<td align="left">1,176</td>
<td align="left">157</td>
</tr>
<tr>
<td colspan="2" align="left">Intronic</td>
<td align="left">327,913</td>
<td align="left">328,438</td>
<td align="left">354,884</td>
<td align="left">320,743</td>
</tr>
<tr>
<td colspan="2" align="left">Splicing</td>
<td align="left">184</td>
<td align="left">190</td>
<td align="left">294</td>
<td align="left">185</td>
</tr>
<tr>
<td colspan="2" align="left">Downstream</td>
<td align="left">16,586</td>
<td align="left">16,537</td>
<td align="left">18,164</td>
<td align="left">16,132</td>
</tr>
<tr>
<td colspan="2" align="left">Upstream/Downstream</td>
<td align="left">1,411,274</td>
<td align="left">1,415,823</td>
<td align="left">1,512,555</td>
<td align="left">1,381,735</td>
</tr>
<tr>
<td colspan="2" align="left">Intergenic</td>
<td align="left">528,740</td>
<td align="left">528,719</td>
<td align="left">684,734</td>
<td align="left">518,787</td>
</tr>
<tr>
<td colspan="2" align="left">Insertion</td>
<td align="left">1,233,699</td>
<td align="left">1,239,039</td>
<td align="left">1,217,005</td>
<td align="left">1,203,978</td>
</tr>
<tr>
<td colspan="2" align="left">Deletion</td>
<td align="left">327,913</td>
<td align="left">328,438</td>
<td align="left">354,884</td>
<td align="left">320,743</td>
</tr>
<tr>
<td colspan="2" align="left">Heterozygous rate (%)</td>
<td align="left">0.0417</td>
<td align="left">0.0432</td>
<td align="left">0.0439</td>
<td align="left">0.0353</td>
</tr>
<tr>
<td colspan="2" align="left">Total</td>
<td align="left">1,777,420</td>
<td align="left">1,782,381</td>
<td align="left">1,915,888</td>
<td align="left">1,739,717</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Length distributions of indels located within coding sequences and indel densities along chromosomes for all 4 samples are available in <xref ref-type="sec" rid="s12">Supplementary File S2</xref> (sheet 02).</p>
</sec>
<sec id="s3-1-3-3">
<title>3.1.3.3 Structural variants</title>
<p>Mutations of the size &#x3e;50&#xa0;bp were considered as structural variants (SVs) (<xref ref-type="bibr" rid="B20">Huddleston et al., 2017</xref>). Total numbers of SVs detected by BreakDancer and annotated by ANNOVAR were 50,340; 39,846; 57,157 and 41,860 for sample 4, 5, 7 and 552, respectively. Numbers of SVs categorized according to their type and localization within genome are in <xref ref-type="table" rid="T4">Table 4</xref>.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Numbers of SVs detected using BreakDancer and ANNOVAR.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">SV type</th>
<th colspan="4" align="left">Sample</th>
</tr>
<tr>
<th align="left">4</th>
<th align="left">5</th>
<th align="left">7</th>
<th align="left">552</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Upstream</td>
<td align="left">226</td>
<td align="left">204</td>
<td align="left">245</td>
<td align="left">225</td>
</tr>
<tr>
<td align="left">Exonic</td>
<td align="left">955</td>
<td align="left">938</td>
<td align="left">1,065</td>
<td align="left">655</td>
</tr>
<tr>
<td align="left">Downstream</td>
<td align="left">192</td>
<td align="left">192</td>
<td align="left">157</td>
<td align="left">182</td>
</tr>
<tr>
<td align="left">Intronic</td>
<td align="left">5,297</td>
<td align="left">4,760</td>
<td align="left">5,284</td>
<td align="left">5,202</td>
</tr>
<tr>
<td align="left">Upstream/Downstream</td>
<td align="left">1</td>
<td align="left">2</td>
<td align="left">3</td>
<td align="left">2</td>
</tr>
<tr>
<td align="left">Intergenic</td>
<td align="left">23,953</td>
<td align="left">21,869</td>
<td align="left">23,613</td>
<td align="left">24,380</td>
</tr>
<tr>
<td align="left">Splicing</td>
<td align="left">6</td>
<td align="left">14</td>
<td align="left">8</td>
<td align="left">14</td>
</tr>
<tr>
<td align="left">Insertion</td>
<td align="left">8</td>
<td align="left">14</td>
<td align="left">3</td>
<td align="left">206</td>
</tr>
<tr>
<td align="left">Deletion</td>
<td align="left">30,035</td>
<td align="left">27,437</td>
<td align="left">29,684</td>
<td align="left">30,016</td>
</tr>
<tr>
<td align="left">Inversion</td>
<td align="left">587</td>
<td align="left">528</td>
<td align="left">688</td>
<td align="left">438</td>
</tr>
<tr>
<td align="left">Intra-chromosomal translocations</td>
<td align="left">936</td>
<td align="left">799</td>
<td align="left">1,397</td>
<td align="left">1,884</td>
</tr>
<tr>
<td align="left">Inter-chromosomal translocations</td>
<td align="left">18,774</td>
<td align="left">11,068</td>
<td align="left">25,385</td>
<td align="left">9,316</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="left">50,340</td>
<td align="left">39,846</td>
<td align="left">57,157</td>
<td align="left">41,860</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>For SVs, the results are similar for most parameters, main variation being a relative proportion of deletions and inter-chromosomal translocations (<xref ref-type="fig" rid="F1">Figure 1</xref>). The length distribution of SVs is available in <xref ref-type="sec" rid="s12">Supplementary File S2</xref> (sheet 03).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Distribution of SVs according to their types. CTX&#x2013;Inter-chromosomal translocation, DEL&#x2013;Deletion, INS&#x2013;Insertion, INV&#x2013;Inversion, ITX&#x2013;Intra-chromosomal translocation.</p>
</caption>
<graphic xlink:href="fgene-15-1463774-g001.tif"/>
</fig>
</sec>
<sec id="s3-1-3-4">
<title>3.1.3.4 Copy number variants</title>
<p>Total numbers of CNVs detected by CNVnator and annotated by ANNOVAR were 14,615; 11,139; 8,933 and 15,900 for sample 4, 5, 7 and 552, respectively. Numbers of CNVs categorized according to their type and localization in genomic regions and total duplication/deletion lengths are in <xref ref-type="table" rid="T5">Table 5</xref>.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Numbers of CNVs detected using CNVnator and ANNOVAR.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">CNV type</th>
<th colspan="4" align="left">Sample</th>
</tr>
<tr>
<th align="left">4</th>
<th align="left">5</th>
<th align="left">7</th>
<th align="left">552</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Upstream</td>
<td align="left">173</td>
<td align="left">130</td>
<td align="left">96</td>
<td align="left">182</td>
</tr>
<tr>
<td align="left">Exonic</td>
<td align="left">765</td>
<td align="left">771</td>
<td align="left">1,448</td>
<td align="left">998</td>
</tr>
<tr>
<td align="left">Intronic</td>
<td align="left">1,939</td>
<td align="left">1,344</td>
<td align="left">667</td>
<td align="left">2,222</td>
</tr>
<tr>
<td align="left">Downstream</td>
<td align="left">106</td>
<td align="left">81</td>
<td align="left">60</td>
<td align="left">123</td>
</tr>
<tr>
<td align="left">Upstream/Downstream</td>
<td align="left">3</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">6</td>
</tr>
<tr>
<td align="left">Intergenic</td>
<td align="left">11,626</td>
<td align="left">8,811</td>
<td align="left">6,662</td>
<td align="left">12,368</td>
</tr>
<tr>
<td align="left">Duplication number</td>
<td align="left">1,922</td>
<td align="left">1,684</td>
<td align="left">4,372</td>
<td align="left">914</td>
</tr>
<tr>
<td align="left">Deletion number</td>
<td align="left">12,693</td>
<td align="left">9,455</td>
<td align="left">4,561</td>
<td align="left">14,986</td>
</tr>
<tr>
<td align="left">Duplication length (bp)</td>
<td align="left">18,150,600</td>
<td align="left">17,789,100</td>
<td align="left">48,158,900</td>
<td align="left">7,303,100</td>
</tr>
<tr>
<td align="left">Deletion length (bp)</td>
<td align="left">15,569,000</td>
<td align="left">14,824,500</td>
<td align="left">15,253,700</td>
<td align="left">14,478,200</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="left">14,615</td>
<td align="left">11,139</td>
<td align="left">8,933</td>
<td align="left">15,900</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The total numbers of CNVs are lower for the sample 7, which also has a different distribution within CNV types, with a higher number of duplications at the expense of the number of deletions. This deviation can be seen in <xref ref-type="fig" rid="F2">Figure 2</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Distribution of CNV types. Del&#x2013;CNVs with decreased copy number, Dup&#x2013;CNVs with increased copy number.</p>
</caption>
<graphic xlink:href="fgene-15-1463774-g002.tif"/>
</fig>
</sec>
<sec id="s3-1-3-5">
<title>3.1.3.5 Whole genome variations distribution</title>
<p>All the variant types described above are visualized together at the genome-wide level in <xref ref-type="sec" rid="s12">Supplementary Figures S1A-D</xref>.</p>
</sec>
<sec id="s3-1-3-6">
<title>3.1.3.6 Genome-wide heterozygosity</title>
<p>The average genome-wide heterozygosity was calculated to be 0.046% when only SNPs were considered, 0.087% when SNPs were combined with indels. Comparison with the reference genome and values of the four samples individually are given in <xref ref-type="table" rid="T6">Table 6</xref>.</p>
<table-wrap id="T6" position="float">
<label>TABLE 6</label>
<caption>
<p>Genome-wide heterozygosity of the OtoMan_p1.0 reference genome and our four samples.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center"/>
<th align="center">Heterozygous SNPs</th>
<th align="center">Heterozygous SNPs &#x2b; indels</th>
<th align="center">Genome-wide heterozygosity (SNPs)</th>
<th align="center">Genome-wide heterozygosity (SNPs &#x2b; indels)</th>
<th align="center">Average number of heterozygous SNPs per 1&#xa0;Mb</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">OtoMan_p1.0</td>
<td align="center">1,184,174</td>
<td align="center">2,045,611</td>
<td align="center">0.00048</td>
<td align="center">0.00082</td>
<td align="center">476</td>
</tr>
<tr>
<td align="left">Manul 4</td>
<td align="center">1,099,556</td>
<td align="center">2,136,919</td>
<td align="center">0.00044</td>
<td align="center">0.00086</td>
<td align="center">442</td>
</tr>
<tr>
<td align="left">Manul 5</td>
<td align="center">1,107,019</td>
<td align="center">2,181,698</td>
<td align="center">0.00045</td>
<td align="center">0.00088</td>
<td align="center">445</td>
</tr>
<tr>
<td align="left">Manul 7</td>
<td align="center">1,253,792</td>
<td align="center">2,345,885</td>
<td align="center">0.00050</td>
<td align="center">0.00094</td>
<td align="center">504</td>
</tr>
<tr>
<td align="left">Manul 552</td>
<td align="center">1,104,531</td>
<td align="center">1,982,683</td>
<td align="center">0.00044</td>
<td align="center">0.00080</td>
<td align="center">444</td>
</tr>
<tr>
<td align="left">Manuls 4, 5, 7 and 552 on average</td>
<td align="center">1,141,224</td>
<td align="center">2,161,796</td>
<td align="center">0.00046</td>
<td align="center">0.00087</td>
<td align="center">459</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3-1-4">
<title>3.1.4 Analysis of the <italic>EPAS1</italic> gene</title>
<sec id="s3-1-4-1">
<title>3.1.4.1 Interspecific comparisons</title>
<p>The total length of the <italic>EPAS1</italic> coding sequence of the domestic cat is 2,619&#xa0;bp. Compared to the reference genome of the domestic cat, the first 24&#xa0;bp sequence in exon one was not found in any of the analyzed manul and the <italic>F. nigripes</italic> nor in <italic>F. chaus</italic> genomes.</p>
<p>The non-synonymous substitution CCC&#x2192;TCC in exon 15, residue 808 as compared to the <italic>F. catus</italic> protein sequence (numbered as residue 806 in the original publication where compared to the human protein sequence (<xref ref-type="bibr" rid="B38">Robinson et al., 2024</xref>)) was found in all five manul genomes analyzed; it was found neither in <italic>F. nigripes</italic> nor in <italic>F. chaus</italic>.</p>
<p>Total numbers of nucleotide positions differing between all possible combinations of the species analyzed are shown in <xref ref-type="table" rid="T7">Table 7</xref>. All alignments are available in <xref ref-type="sec" rid="s12">Supplementary File S3</xref>.</p>
<table-wrap id="T7" position="float">
<label>TABLE 7</label>
<caption>
<p>Numbers of nucleotide (green) and amino acid (blue) positions differing between species in the <italic>EPAS1</italic> coding and protein sequences.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="left">
<italic>Felis catus</italic>
</th>
<th align="left">
<italic>Otocolobus manul</italic>
</th>
<th align="left">
<italic>Felis chaus</italic>
</th>
<th align="left">
<italic>Felis nigripes</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<italic>Felis catus</italic>
</td>
<td style="background-color:#BFBFBF" align="left"/>
<td align="center" style="color:#00B050">20<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center" style="color:#00B050">12<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center" style="color:#00B050">15<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">
<italic>Otocolobus manul</italic>
</td>
<td align="center" style="color:#0070C0">7<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td style="background-color:#BFBFBF" align="left"/>
<td align="center" style="color:#00B050">24</td>
<td align="center" style="color:#00B050">27</td>
</tr>
<tr>
<td align="left">
<italic>Felis chaus</italic>
</td>
<td align="center" style="color:#0070C0">4<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center" style="color:#0070C0">5</td>
<td style="background-color:#BFBFBF" align="left"/>
<td align="center" style="color:#00B050">19</td>
</tr>
<tr>
<td align="left">
<italic>Felis nigripes</italic>
</td>
<td align="center" style="color:#0070C0">6<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
<td align="center" style="color:#0070C0">7</td>
<td align="center" style="color:#0070C0">4</td>
<td style="background-color:#BFBFBF" align="left"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>The deletion of 24&#xa0;bp/8&#xa0;amino acids considered as one difference.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>A comparison of <italic>in silico</italic> translated EPAS1 protein sequences from the four felid species analyzed (including the domestic cat) showed four non-synonymous substitutions found in manuls only (N84H, S446G, G611S and the P808S). Two additional non-synonymous substitutions were present in the wild felids compared to the domestic cat (G372S and T659A). Three non-synonymous substitutions were unique to the black-footed cat (V654A, V703L and M776I) and one for the jungle cat (A574V). As it is clear from nucleotide sequences, all manuls, the black-footed and jungle cat lacked the first eight amino acids of EPAS1 compared to the domestic cat. Total numbers of amino acid positions differing between all possible combinations of the species analyzed are shown in <xref ref-type="table" rid="T7">Table 7</xref>.</p>
<p>Most of the non-synonymous substitutions detected were scored as tolerated by SIFT with two exceptions; substitutions N84H in EPAS1 unique to manuls and A574V unique to the jungle cat were scored as affecting the protein function.</p>
<p>The analysis of lncRNA present in the <italic>EPAS1</italic> intron 7 revealed a total of 27 SNPs, 6 indels and one SV (a 233&#xa0;bp sequence found only in the domestic cat). Out of these, 9 SNPs and 3 indels were unique for manuls. The alignment is available in <xref ref-type="sec" rid="s12">Supplementary File S3</xref>.</p>
</sec>
<sec id="s3-1-4-2">
<title>3.1.4.2 Within-species EPAS1 variability in manuls</title>
<p>The coding sequence of <italic>EPAS1</italic> showed no SNPs. <italic>EPAS1</italic> 5&#x2032; UTR exhibited single polymorphic deletion of T at position 222 and the 3&#x2032; UTR showed single polymorphic insertion at position 1,405 (G). All newly sequenced samples shared both the insertion and the deletion and the polymorphism was observed between our cohort and reference genome. All alignments are available in <xref ref-type="sec" rid="s12">Supplementary File S3</xref>.</p>
<p>The lncRNA was monomorphic in all our manul sequences.</p>
<p>Alignment files for both <italic>EPAS1</italic> sequences and lncRNA are available in the <xref ref-type="sec" rid="s12">Supplementary File S4</xref>.</p>
</sec>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>Genomes of organisms adapted to specific environments may provide important information on their evolution and diversity, mechanisms of adaptation and/or resilience to disease. Specific adaptations to various environments were reported for various species, such as adaptation to high altitude in deer mice (<xref ref-type="bibr" rid="B47">Storz and Scott, 2021</xref>; <xref ref-type="bibr" rid="B43">Schweizer et al., 2019</xref>) or ruminants (<xref ref-type="bibr" rid="B17">Friedrich and Wiener, 2020</xref>), adaptation to hypoxic and cold underground environment in mole rat (<xref ref-type="bibr" rid="B15">Faulkes et al., 2024</xref>), longevity and unique immune adaptations in bats (<xref ref-type="bibr" rid="B21">Jebb et al., 2020</xref>), trypanosome tolerance (<xref ref-type="bibr" rid="B32">Naessens et al., 2002</xref>) or heat stress and water-deprivation stress tolerance in livestock living in tropic or arid areas (<xref ref-type="bibr" rid="B22">Kaushik et al., 2023</xref>; <xref ref-type="bibr" rid="B11">Cao et al., 2019</xref>). Information retrieved from whole genome sequences may then be used in conservation programs for endangered species as well as for optimizing environments of captive individuals (<xref ref-type="bibr" rid="B54">Wright et al., 2020</xref>; <xref ref-type="bibr" rid="B49">van der Valk et al., 2024</xref>; <xref ref-type="bibr" rid="B6">Brandies et al., 2019</xref>; <xref ref-type="bibr" rid="B10">Byrne et al., 2021</xref>). Considering the extreme climate resulting in a harsh cold and arid habitat of manuls in Central Asia, their genomes and their genetic variability is assumed to reflect the manuls&#x2019; adaptation to these specific conditions. The importance of such adaptation is illustrated by demands of keeping them in captivity (<xref ref-type="bibr" rid="B23">Ketz-Riley et al., 2003</xref>; <xref ref-type="bibr" rid="B9">Brown et al., 2005</xref>).</p>
<p>So far, only one whole genome sequence of <italic>O. manul</italic> has been available (OtoMan_p1.0, GCA_028564725.2). Four individual whole genome sequences obtained in this study were aligned based on this reference genome sequenced by the long-read Nanopore technology. They provide additional information on intraspecific variability, which is not available from the current reference genome assembly. As the parameters characterizing the quality of sequencing were within the standard range, the data obtained may be considered as reliable. However, the short-read sequencing technique used here has some limitations. Due to their short length, the reads may not be always successfully mapped to specific regions of the reference genome, some of them may be discarded, which may result in gaps in the sequences. The accuracy of the detection of pseudogenes, sequencing of repetitive regions, and of CNV identification is generally lower. Short-read sequences are of limited use especially in the analysis of complex genomic regions such as MHC or NKR regions, which need manual annotation (<xref ref-type="bibr" rid="B34">Peel et al., 2022</xref>). Despite these disadvantages, individual genomes obtained by short-read sequencing are still thoroughly explored as a useful source of additional information, especially when a long-read based reference genome is available; for example, to determine the level of diversity and signatures of selection in endangered species, which may be of use for conservation programs (<xref ref-type="bibr" rid="B54">Wright et al., 2020</xref>; <xref ref-type="bibr" rid="B55">Xia et al., 2021</xref>) or to search for loci associated with adaptation (<xref ref-type="bibr" rid="B36">Peng et al., 2023</xref>; <xref ref-type="bibr" rid="B28">Lee et al., 2018</xref>; <xref ref-type="bibr" rid="B56">Yu et al., 2016</xref>) or disease susceptibility (<xref ref-type="bibr" rid="B31">Meurs et al., 2021</xref>).</p>
<p>All four genomes analyzed here were similar amongst them in most characteristics. This is probably due to a sampling bias caused by limited availability of this type of samples. Tissues used for DNA extraction (manuls 4, 5 and 7) were necropsy samples originally collected for diagnostic purposes. The blood sample (manul 552) was collected for diagnostic purposes as well. The samples originated from three Czech zoos; within a zoo, the animals were related. Therefore, out of seven samples originally available, four different manul individuals (one female and three males) were selected based on available information about their origin and relatedness, with manuls 4 and 5 being littermates. Despite this primary limitation of sampling, the data obtained extend our knowledge on the overall genomic variability as well as of the structure of the individual variation represented by different types of genetic polymorphism. This information cannot be retrieved from the single reference genome OtoMan_p1.0.</p>
<p>We anticipated to obtain more information on the overall extent of genetic polymorphism of the species. In fact, in our four individuals sequenced, we detected a total of 3,636,571 polymorphic variants of all types on average (the mean numbers were 1,772,772 for SNPs, 1,803,852 for indels, 47,301 for SVs, and 12,647 for CNVs per individual). For comparison, 2,694,148 variants were identified in the OtoMan_p1.0 reference genome, most variants being single nucleotide variants (SNVs) and small insertions and deletions (<xref ref-type="bibr" rid="B16">Flack et al., 2023</xref>).</p>
<p>The difference in the proportion of deletions and intra-chromosomal translocations observed in manul 552 can be explained partly by its different origin, but also to a higher depth of sequencing in that individual (average depth 73.66X compared to an average of 43.38X in the others), leading to an improved detection of credibly identified variants (<xref ref-type="bibr" rid="B45">Sims et al., 2014</xref>). Slighter differences in the number of indels can be attributed to the varying degree of relatedness between individuals; sibling manuls 4 and 5 are more similar to each other compared to the other two.</p>
<p>Average whole-genome heterozygosity is another parameter, for which information from more than one reference genome allow its more accurate estimation. The average whole-genome heterozygosities of both SNP/indels and SNPs alone were almost identical between our samples and the <italic>O. manul</italic> reference genome. The average number of heterozygous SNPs per 1&#xa0;Mb was slightly higher in the reference genome compared to the average of the newly sequenced manuls. Altogether, this limited dataset indicated moderate diversity of the genomes analyzed. Our estimate of whole-genome heterozygosity is limited not only by small sample sizes, but potentially also by other biological and non-biological factors, such as population structure or settings of bioinformatic analyses (rare allele filtering), respectively, that must be taken into account (<xref ref-type="bibr" rid="B42">Schmidt et al., 2021</xref>). Nevertheless, it does not contradict data on genetic diversity determined by genotyping 29 microsatellite loci on six wild manuls and ten manuls from a zoo-managed population, the former group showing slightly more genetic diversity (<xref ref-type="bibr" rid="B38">Robinson et al., 2024</xref>). The average SNP heterozygosity was 0.64 in our newly sequenced samples and the average heterozygosity of 29 microsatellite markers in wild and captive manuls was 0.54 and 0.59, respectively. Our small and partly related zoo-managed group is supposed to represent only a limited extent of existing variability both in captive and wild animals. On the other hand, taken together with the microsatellite data suffering from similar limitations (<xref ref-type="bibr" rid="B38">Robinson et al., 2024</xref>), the so far available data suggest that estimated nuclear heterozygosity levels of manuls as species are somewhere in the middle of the scale of mammalian species compared by Westbury et al. (<xref ref-type="bibr" rid="B53">Westbury et al., 2018</xref>), close to the panda.</p>
<p>However, at this stage of our knowledge, no conclusion on the diversity and genome-based conservation status of the manul captive and wild populations can be made, which emphasizes the need for extending genomic analyses of this understudied species. In a broader context, it should be kept in mind that the degree of vulnerability does not always correspond to the average heterozygosity of the genome (<xref ref-type="bibr" rid="B53">Westbury et al., 2018</xref>). Information on genome variability is thus important, but not sufficient on its own to decide on the IUCN red-list status and further management of a species (<xref ref-type="bibr" rid="B41">Schmidt et al., 2023</xref>). With the in-depth analysis of the four new manul genomes made available here, we add to the genomic resources of the species, which will be useful for future metapopulation studies about genome-wide diversity, genetic load and (captive) population management. Based on the IUCN Cat Specialist Group special issue on Pallas&#x2019;s cat conservation (<xref ref-type="bibr" rid="B3">Barclay et al., 2019</xref>), manuls have not yet been integrated into any formal national action plan within their range countries, although strategic plans on the sustainable management exist. As such, more genomic information directly adds to the greater international visibility and credibility of conservation efforts in manuls as demanded by the authors. This will increase the potential to implement manul management actions into the National Biological Strategies and Action Plans that have been developed by 14 of the 16 range countries as an obligation to the Conservation on Biology Diversity (CBD 2019).</p>
<p>The nonsynonymous serine to proline substitution in exon 15, residue 806, within the hypoxia-related <italic>EPAS1</italic> (endothelial PAS domain protein 1) gene was found in manuls, but not in the genomes of domestic cats or snow leopards. This is a first example of a candidate gene that could be studied in the context of manuls&#x2019; adaptation, in this particular case to hypoxic environments (<xref ref-type="bibr" rid="B38">Robinson et al., 2024</xref>). Our data confirmed the presence of the CCC&#x2192;TCC substitution in all manuls analyzed, and its absence from the genomes of the jungle cat and black-footed cat. A BLAST search of other felid NCBI genomes did not reveal it in any other felid genome suggesting that it is really unique for this species. The study by <xref ref-type="bibr" rid="B38">Robinson et al. (2024)</xref> focused on variation of two exons. Our analysis covered the complete CDS and identified three additional non-synonymous substitutions unique for manuls: N84H in exon 3, S446G in exon 10 and G611S in exon 13. When we compared whole <italic>EPAS1</italic> genomic sequences retrieved from genomes of the two felid species living in extreme but different habitats (<xref ref-type="bibr" rid="B18">Gray, 2014</xref>; <xref ref-type="bibr" rid="B46">Sliwa et al., 2013</xref>), the first part (24&#xa0;bp) of the sequence annotated in the domestic cat reference genome was missing in manuls as well as in <italic>F. chaus</italic> and <italic>F. nigripes</italic>. This was then confirmed, and further variation of this part of the <italic>EPAS1</italic> genomic sequence was observed in some of the available annotated felid sequences at NCBI. Most available felid species carry a complete <italic>EPAS1</italic> sequence similar to the one annotated in the <italic>F. catus</italic> reference genome. Besides the three species analyzed here, variation in the length of first part of the sequence was also observed in <italic>Panthera uncia</italic> and <italic>Puma concolor</italic>. Considering the quality of annotation of most of the genomes analyzed, it is probably not an error in the annotations. Perhaps alternative splicing could be an explanation of these findings (<xref ref-type="bibr" rid="B50">Verta and Jacobs, 2022</xref>).</p>
<p>We found no polymorphic sites within the manul <italic>EPAS1</italic> coding sequences, suggesting possible effects of purifying selection (<xref ref-type="bibr" rid="B33">Nielsen, 2005</xref>). Although according to SIFT, the species-specific CCC&#x2192;TCC substitution should not affect the EPAS1 protein function, another non-synonymous substitution leading to interspecific differences and potentially affecting function (N84H) was identified in the manul <italic>EPAS1</italic> gene, but not found in the two other species analyzed. Nevertheless, the importance of the interspecific variation and of the 5&#x2032;UTR and 3&#x2032;UTR within species variation of the <italic>EPAS1</italic> gene remain unknown. Mutations in <italic>EPAS1</italic> are also known in other species adapted to hypoxic environments (<xref ref-type="bibr" rid="B29">Lee, 2024</xref>). In human populations living in high altitudes, a reduced expression of hypoxia-inducible factor (HIF) genes protecting the body from negative effects of prolonged hypoxia, more precisely from negative effects of the mechanisms activated during hypoxia, was observed (<xref ref-type="bibr" rid="B5">Bigham and Lee, 2014</xref>). Interestingly, different mutations resulting in the same phenotype were observed among human populations. A mutation in the protein coding sequence was observed in the Andean population, whereas a non-coding regulatory element SNPs were identified in the Tibetan population (<xref ref-type="bibr" rid="B27">Lawrence et al., 2024</xref>). These findings suggest that in manuls, the non-synonymous substitutions could play a similar role in the adaptation to the high-altitude environment. In this study, we observed inter-specific and within-species variation in 5&#x2032;, 3&#x2032; as well as in intronic sequences of <italic>EPAS1</italic>. The unique variants found in manuls&#x2019; lncRNA could have a significant regulatory function, similar to the situation found in the Tibetan population. At this stage however, we may only speculate about their functional importance. Expression studies are necessary to address these issues.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>Altogether, this study brings the first insight into the within-species genomic variability of manuls and shows that individual whole genome sequences may serve as novel resources for studying mechanisms of adaptation and other special phenotypes characteristic for the species, which was demonstrated on an example of <italic>EPAS1</italic> gene and lncRNA. Although the primary aim of this study was to identify genomic sequences contributing to within-species variation, we reflected first data on individual variation of both wild and captive manuls, including a newly identified non-synonymous substitution in the <italic>EPAS1</italic> gene (<xref ref-type="bibr" rid="B12">Chen et al., 2009</xref>) to illustrate the potential of exploring genomes of specifically adapted species and of their comparisons with other species. The study thus underlines the importance of generating further genomic data on this understudied but in many aspects interesting species.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<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 below: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/bioproject/">https://www.ncbi.nlm.nih.gov/bioproject/</ext-link>, PRJNA1098449 <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/sra/">https://www.ncbi.nlm.nih.gov/sra/</ext-link>, SRR28606170, SRR28606171, SRR28606172, SRR28606173, SRR28606174, SRR28606175, SRR28606176, SRR28606177 <ext-link ext-link-type="uri" xlink:href="https://datadryad.org/stash">https://datadryad.org/stash</ext-link>, DOI: 10.5061/dryad.pzgmsbcvt.</p>
</sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving animals in accordance with the local legislation and institutional requirements because The tissue and peripheral blood samples used for DNA extraction were originally collected during standard diagnostic procedures unrelated to this study and shared. The work was conducted in compliance with all national and international ethical and legal standards for animal welfare by licensed veterinarians. Therefore, in agreement with its rules, no special approval of the Committee for Animal Welfare and Ethics of the University of Veterinary Sciences Brno was needed for working on shared, archived and re-used samples.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>JB: Formal Analysis, Investigation, Methodology, Writing&#x2013;original draft, Writing&#x2013;review and editing. MP: Data curation, Formal Analysis, Investigation, Methodology, Writing&#x2013;original draft, Writing&#x2013;review and editing. PB: Conceptualization, Project administration, Supervision, Writing&#x2013;review and editing. PH: Conceptualization, Funding acquisition, Supervision, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the Central European Science Partnership (CEUS) project Austrian Science Fund (FWF) I 5081-B / GACR Czech Republic 21-28637L.</p>
</sec>
<ack>
<p>The authors would like to thank to Dr. Bartova for sharing samples and to Prof. Faulk and Dr. Flack as well as other co-authors of the original manul genomic paper (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1093/nargab/lqad033">https://doi.org/10.1093/nargab/lqad033</ext-link>) for providing their annotation record which was used in our analyses.</p>
</ack>
<sec sec-type="COI-statement" id="s10">
<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="s11">
<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">
<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.2024.1463774/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2024.1463774/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.zip" id="SM1" mimetype="application/zip" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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