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<article article-type="brief-report" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<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">955382</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2022.955382</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Pleistocene climate and geomorphology drive the evolution and phylogeographic pattern of <italic>Triplophysa robusta</italic> (Kessler, 1876)</article-title>
<alt-title alt-title-type="left-running-head">Zhong 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.2022.955382">10.3389/fgene.2022.955382</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhong</surname>
<given-names>Hui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sun</surname>
<given-names>Yaxian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Huihui</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Shengnan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shen</surname>
<given-names>Zhongyuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Conghui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wen</surname>
<given-names>Ming</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Peng</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gu</surname>
<given-names>Qianhong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1642370/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>The State Key Laboratory of Developmental Biology of Freshwater Fish</institution>, <institution>College of Life Sciences</institution>, <institution>Hunan Normal University</institution>, <addr-line>Changsha</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Fisheries</institution>, <institution>Engineering Technology Research Center of Henan Province for Aquatic Animal Cultivation</institution>, <institution>Henan Normal University</institution>, <addr-line>Xinxiang</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Xinjiang Uygur Autonomous Region Fishery Research Institute</institution>, <addr-line>Urumchi</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1149493/overview">Shaokui Yi</ext-link>, Huzhou University, China</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/1426904/overview">Cong Zeng</ext-link>, Shanghai Jiao Tong University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1756267/overview">Zhi Zhang</ext-link>, Minjiang University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Qianhong Gu, <email>gqh@hunnu.edu.cn</email>
<email>qianhong_g@163.com</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Evolutionary and Population Genetics, a section of the journal Frontiers in Genetics</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>955382</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>05</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>07</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Zhong, Sun, Wu, Li, Shen, Yang, Wen, Chen and Gu.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhong, Sun, Wu, Li, Shen, Yang, Wen, Chen and Gu</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>Montane systems provide excellent opportunities to study the rapid radiation influenced by geological and climatic processes. We assessed the role of Pleistocene climatic oscillations and mountain building on the evolution history of <italic>Triplophysa robusta</italic>, a cold-adapted species restricted to high elevations in China. We found seven differentiated sublineages of <italic>T. robusta</italic>, which were established during the Mid Pleistocene 0.87&#x2013;0.61&#xa0;Mya. The species distribution modeling (SDM) showed an expansion of <italic>T. robusta</italic> during the Last Glacial Maximum (LGM) and a considerable retraction during the Last Interglacial (LIG). The deep divergence between Clade I distributed in Qinling Mountains and Clade II in Northeastern Qinghai-Tibet Plateau (QTP) was mainly the result of a vicariance event caused by the rapid uplifting of Qinling Mountains during the Early Pleistocene. While the middling to high level of historical gene flow among different sublineages could be attributed to the dispersal events connected to the repetition of the glacial period during the Pleistocene. Our findings suggested that frequent range expansions and regressions due to Pleistocene glaciers likely have been crucial for driving the phylogeographic pattern of <italic>T. robusta</italic>. Finally, we urge a burning question in future conservation projection on the vulnerable cold-adapted species endemic to high elevations, as they would be negatively impacted by the recent rapid climate warming.</p>
</abstract>
<kwd-group>
<kwd>Qinling mountains</kwd>
<kwd>vicariance event</kwd>
<kwd>past climate change</kwd>
<kwd>phylogeographic pattern</kwd>
<kwd>T. robusta</kwd>
</kwd-group>
<contract-num rid="cn001">2021JJ30442 2020JJ5357</contract-num>
<contract-num rid="cn002">31601851 32002372</contract-num>
<contract-sponsor id="cn001">Natural Science Foundation of Hunan Province<named-content content-type="fundref-id">10.13039/501100004735</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The process of population isolation and differentiation, the core of micro-evolution, is one of the crucial steps for deciphering speciation, which has long fascinated evolutionary biologists (<xref ref-type="bibr" rid="B31">Rice and Hostert, 1993</xref>; <xref ref-type="bibr" rid="B37">Wang et al., 2021</xref>). The Earth&#x2019;s complex topographical history often generates opportunities for population isolation and differentiation (<xref ref-type="bibr" rid="B43">Yan et al., 2010</xref>; <xref ref-type="bibr" rid="B17">Hou et al., 2014</xref>; <xref ref-type="bibr" rid="B39">Wang et al., 2021</xref>), especially for montane species. Mountain-building is often associated with tectonic forces, promoting population divergence through vicariance (<xref ref-type="bibr" rid="B16">Hoorn et al., 2010</xref>; <xref ref-type="bibr" rid="B34">Smith et al., 2014</xref>; <xref ref-type="bibr" rid="B33">Sim&#xf5;es et al., 2016</xref>; <xref ref-type="bibr" rid="B32">Schramm et al., 2021</xref>). However, previous studies suggested that mountain building might not be regarded as the sole driver in the diversification of montane species (<xref ref-type="bibr" rid="B21">Kong et al., 2022</xref>). Climate change is also considered a major driver of vicariant speciation and intraspecific divergence and animal radiations (<xref ref-type="bibr" rid="B36">Wang et al., 2012</xref>; <xref ref-type="bibr" rid="B6">de Oliveira et al., 2021</xref>). Particularly, climatic changes associated with Pleistocene glacial cycles are believed to have caused montane species to shift, expand, or contract along latitudinal or elevational gradients (<xref ref-type="bibr" rid="B36">Wang et al., 2012</xref>). Populations adapted to different mountains may have experienced isolations due to the range contractions, or may have experienced connectivity as a result of range expansions following climate fluctuations and geological activity.</p>
<p>The drastic uplift of the Qinghai-Tibet Plateau (QTP) and the resulting Asian monsoons largely reshaped the landscape of local and adjacent regions (<xref ref-type="bibr" rid="B5">Clark et al., 2005</xref>; <xref ref-type="bibr" rid="B45">Zhang et al., 2012</xref>). For example, the Northeastward growth of the Tibetan Plateau since the late Cenozoic and the Northern Qinling Mountains have been strongly reactivated and uplifted. The Qinling Mountains rapidly uplifted during the Miocene-Quaternary (<xref ref-type="bibr" rid="B7">Dong et al., 2011</xref>; <xref ref-type="bibr" rid="B23">Liu et al., 2013</xref>; <xref ref-type="bibr" rid="B24">Meng, 2017</xref>), and extended more than 1,500&#xa0;km from West to East in Central China. The diverse topography and varied habitats in Qinling Mountains come into being a biogeographical barrier for wild species (<xref ref-type="bibr" rid="B43">Yan et al., 2010</xref>; <xref ref-type="bibr" rid="B18">Huang et al., 2017</xref>; <xref ref-type="bibr" rid="B37">Wang et al., 2021</xref>). Both the Northeastern QTP and Qinling Mountains are important regions for the evolution of biota (<xref ref-type="bibr" rid="B36">Wang et al., 2012</xref>; <xref ref-type="bibr" rid="B8">Feng et al., 2019</xref>).</p>
<p>
<italic>Triplophysa</italic> are endemic species in QTP and its adjacent area. It is believed that the origin and evolution of <italic>Triplophysa</italic> are related to the uplift of the QTP (<xref ref-type="bibr" rid="B38">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B22">Li et al., 2017</xref>). This group has been one major component of fish fauna on the QTP and the adjacent area and has evolved specific morphological and physiological adaptations to the low oxygen, low pressure, and cold conditions of the plateau (<xref ref-type="bibr" rid="B40">Wu et al., 2020</xref>). <italic>T. robusta</italic> is endemic to the Upper Yellow River and the upper reaches of the Jialing River (<xref ref-type="bibr" rid="B8">Feng et al., 2019</xref>). However, it was reported that <italic>T. robusta</italic> could be found in the upper reaches of the Yihe River and Luohe River, distributed in the Qinling Mountains, as well as the montane streams in the Southern Taihang Mountains (<xref ref-type="bibr" rid="B40">Wu et al., 2020</xref>). Therefore, <italic>T. robusta</italic> represents an ideal model to address the effects of past climatic and geological events on the intraspecific diversification among populations adjacent to and distant from QTP. Hence we used mitochondrial and nuclear genes to estimate the phylogeographic pattern and evolutionary history of <italic>T. robusta</italic>, and to evaluate the conservation status and strategy of this species.</p>
</sec>
<sec id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Samples and sequence data preparation</title>
<p>Ten populations of <italic>T. robusta</italic> in the Eastern Qinling Mountains and four populations in the Southern Taihang Mountains (<xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="table" rid="T1">Table 1</xref>) were collected in 2017 and 2018. The genomic DNA was extracted and the nuclear genes rhodopsin (<italic>RH1</italic>) was amplified following <xref ref-type="bibr" rid="B8">Feng et al. (2019)</xref>. We sequenced 42 novel <italic>RH1</italic> genes with three individuals in each population, and they have been deposited in GenBank (accession number, ON630917-ON630958). Three mitochondrial genes (16S rRNA, <italic>16S</italic>; cytochrome b, <italic>cytb</italic>, cytochrome oxidase I, <italic>COI</italic>, <xref ref-type="sec" rid="s11">Supplementary Table S1</xref>) were obtained from previous studies (<xref ref-type="bibr" rid="B8">Feng et al., 2019</xref>; <xref ref-type="bibr" rid="B40">Wu et al., 2020</xref>). A total of 237 individuals from 28 localities across the major distribution of <italic>T. robusta</italic> were collected in China (<xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). Besides, another 122 <italic>RH1</italic> sequences were also retrieved from the previous study (<xref ref-type="bibr" rid="B8">Feng et al., 2019</xref>), and a total of 164 <italic>RH1</italic> sequences were used to investigate the populations&#x2019; relationship among the Northeastern QTP, the Eastern Qinling Mountains, and the Southern Taihang Mountains.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Map of sampling locations of <italic>T. robusta</italic>, localities are detailed in <xref ref-type="table" rid="T1">Table 1</xref> according to <xref ref-type="bibr" rid="B40">Wu et al. (2020)</xref> and <xref ref-type="bibr" rid="B8">Feng et al. (2019)</xref>, and the phylogenetic tree based on Bayesian inference (values on branches indicate bootstrap proportions from a maximum likelihood analysis and bayesian posterior probabilities), and the median-joining haplotype network based on 235 <italic>cytb</italic> sequences, the size of the circles represents haplotype frequency. Each connecting line represents a single nucleotide substitution, and each little short line represents a mutated position. Different river systems were represented in different colors, consistent with the colors of the haplotype.</p>
</caption>
<graphic xlink:href="fgene-13-955382-g001.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Detailed information for specimens included in this study and diversity indices for each population based on <italic>cytb</italic>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Pop ID</th>
<th rowspan="2" align="left">N</th>
<th rowspan="2" align="left">Locations</th>
<th rowspan="2" align="left">Latitude</th>
<th rowspan="2" align="left">Longitude</th>
<th colspan="4" align="left">Number of genes sequenced</th>
<th colspan="3" align="left">Diversity indices</th>
</tr>
<tr>
<th align="left">
<italic>16S</italic>
</th>
<th align="left">
<italic>COI</italic>
</th>
<th align="left">
<italic>cyt b</italic>
</th>
<th align="left">
<italic>RH1</italic>
</th>
<th align="left">S</th>
<th align="left">Hd</th>
<th align="left">&#x3c0;</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">HS1</td>
<td align="left">13</td>
<td align="left">Huangshui River</td>
<td align="left">37.578</td>
<td align="left">100.881</td>
<td align="left">13</td>
<td align="left">0</td>
<td align="left">13</td>
<td align="left">13</td>
<td align="left">12</td>
<td align="left">0.936</td>
<td align="left">0.00317</td>
</tr>
<tr>
<td align="left">HS2</td>
<td align="left">8</td>
<td align="left">Huangshui River</td>
<td align="left">36.900</td>
<td align="left">101.000</td>
<td align="left">8</td>
<td align="left">0</td>
<td align="left">8</td>
<td align="left">8</td>
<td align="left">18</td>
<td align="left">0.929</td>
<td align="left">0.00501</td>
</tr>
<tr>
<td align="left">HS3</td>
<td align="left">3</td>
<td align="left">Huangshui River</td>
<td align="left">36.977</td>
<td align="left">101.654</td>
<td align="left">3</td>
<td align="left">0</td>
<td align="left">3</td>
<td align="left">3</td>
<td align="left">6</td>
<td align="left">1.000</td>
<td align="left">0.00351</td>
</tr>
<tr>
<td align="left">HS4</td>
<td align="left">7</td>
<td align="left">Huangshui River</td>
<td align="left">36.697</td>
<td align="left">103.278</td>
<td align="left">7</td>
<td align="left">0</td>
<td align="left">7</td>
<td align="left">7</td>
<td align="left">19</td>
<td align="left">0.810</td>
<td align="left">0.00643</td>
</tr>
<tr>
<td align="left">TH1</td>
<td align="left">10</td>
<td align="left">Taohe River</td>
<td align="left">35.460</td>
<td align="left">103.022</td>
<td align="left">10</td>
<td align="left">0</td>
<td align="left">10</td>
<td align="left">10</td>
<td align="left">19</td>
<td align="left">1.000</td>
<td align="left">0.00541</td>
</tr>
<tr>
<td align="left">TH2</td>
<td align="left">16</td>
<td align="left">Taohe River</td>
<td align="left">35.335</td>
<td align="left">103.825</td>
<td align="left">16</td>
<td align="left">0</td>
<td align="left">16</td>
<td align="left">16</td>
<td align="left">24</td>
<td align="left">0.975</td>
<td align="left">0.00448</td>
</tr>
<tr>
<td align="left">TH3</td>
<td align="left">7</td>
<td align="left">Taohe River</td>
<td align="left">34.473</td>
<td align="left">104.057</td>
<td align="left">7</td>
<td align="left">0</td>
<td align="left">7</td>
<td align="left">7</td>
<td align="left">16</td>
<td align="left">0.929</td>
<td align="left">0.00473</td>
</tr>
<tr>
<td align="left">TH4</td>
<td align="left">1</td>
<td align="left">Taohe River</td>
<td align="left">34.604</td>
<td align="left">102.344</td>
<td align="left">1</td>
<td align="left">0</td>
<td align="left">1</td>
<td align="left">1</td>
<td align="left">NA</td>
<td align="left">NA</td>
<td align="left">NA</td>
</tr>
<tr>
<td align="left">JLJ1</td>
<td align="left">17</td>
<td align="left">Jialing River</td>
<td align="left">33.973</td>
<td align="left">103.522</td>
<td align="left">17</td>
<td align="left">0</td>
<td align="left">17</td>
<td align="left">17</td>
<td align="left">16</td>
<td align="left">0.926</td>
<td align="left">0.00501</td>
</tr>
<tr>
<td align="left">JLJ2</td>
<td align="left">5</td>
<td align="left">Jialing River</td>
<td align="left">33.795</td>
<td align="left">104.325</td>
<td align="left">5</td>
<td align="left">0</td>
<td align="left">5</td>
<td align="left">5</td>
<td align="left">18</td>
<td align="left">1.000</td>
<td align="left">0.00825</td>
</tr>
<tr>
<td align="left">JLJ3</td>
<td align="left">3</td>
<td align="left">Jialing River</td>
<td align="left">33.830</td>
<td align="left">105.080</td>
<td align="left">3</td>
<td align="left">0</td>
<td align="left">3</td>
<td align="left">3</td>
<td align="left">12</td>
<td align="left">1.000</td>
<td align="left">0.00702</td>
</tr>
<tr>
<td align="left">JLJ4</td>
<td align="left">3</td>
<td align="left">Jialing River</td>
<td align="left">33.099</td>
<td align="left">104.367</td>
<td align="left">3</td>
<td align="left">0</td>
<td align="left">3</td>
<td align="left">3</td>
<td align="left">5</td>
<td align="left">1.000</td>
<td align="left">0.00292</td>
</tr>
<tr>
<td align="left">JLJ5</td>
<td align="left">23</td>
<td align="left">Jialing River</td>
<td align="left">32.849</td>
<td align="left">104.872</td>
<td align="left">23</td>
<td align="left">0</td>
<td align="left">23</td>
<td align="left">23</td>
<td align="left">8</td>
<td align="left">0.818</td>
<td align="left">0.00139</td>
</tr>
<tr>
<td align="left">JLJ6</td>
<td align="left">6</td>
<td align="left">Jialing River</td>
<td align="left">33.128</td>
<td align="left">105.776</td>
<td align="left">6</td>
<td align="left">0</td>
<td align="left">6</td>
<td align="left">6</td>
<td align="left">14</td>
<td align="left">0.933</td>
<td align="left">0.00427</td>
</tr>
<tr>
<td align="left">LZL</td>
<td align="left">9</td>
<td align="left">Lushui River</td>
<td align="left">36.157</td>
<td align="left">113.718</td>
<td align="left">0</td>
<td align="left">9</td>
<td align="left">9</td>
<td align="left">3</td>
<td align="left">4</td>
<td align="left">0.861</td>
<td align="left">0.00120</td>
</tr>
<tr>
<td align="left">LBW</td>
<td align="left">6</td>
<td align="left">Dongjian River</td>
<td align="left">34.403</td>
<td align="left">110.952</td>
<td align="left">0</td>
<td align="left">5</td>
<td align="left">5</td>
<td align="left">3</td>
<td align="left">25</td>
<td align="left">0.867</td>
<td align="left">0.00786</td>
</tr>
<tr>
<td align="left">LCB</td>
<td align="left">4</td>
<td align="left">Yihe River</td>
<td align="left">34.043</td>
<td align="left">111.423</td>
<td align="left">0</td>
<td align="left">4</td>
<td align="left">4</td>
<td align="left">3</td>
<td align="left">4</td>
<td align="left">0.833</td>
<td align="left">0.00195</td>
</tr>
<tr>
<td align="left">LCC</td>
<td align="left">9</td>
<td align="left">Yihe River</td>
<td align="left">33.939</td>
<td align="left">111.697</td>
<td align="left">0</td>
<td align="left">9</td>
<td align="left">9</td>
<td align="left">3</td>
<td align="left">11</td>
<td align="left">0.889</td>
<td align="left">0.00320</td>
</tr>
<tr>
<td align="left">SXY</td>
<td align="left">6</td>
<td align="left">Yihe River</td>
<td align="left">34.064</td>
<td align="left">111.980</td>
<td align="left">0</td>
<td align="left">6</td>
<td align="left">6</td>
<td align="left">3</td>
<td align="left">7</td>
<td align="left">0.933</td>
<td align="left">0.00246</td>
</tr>
<tr>
<td align="left">LNS</td>
<td align="left">9</td>
<td align="left">Luohe River</td>
<td align="left">34.240</td>
<td align="left">111.211</td>
<td align="left">0</td>
<td align="left">9</td>
<td align="left">9</td>
<td align="left">3</td>
<td align="left">10</td>
<td align="left">0.917</td>
<td align="left">0.00218</td>
</tr>
<tr>
<td align="left">LSH</td>
<td align="left">3</td>
<td align="left">Luohe River</td>
<td align="left">34.064</td>
<td align="left">110.852</td>
<td align="left">0</td>
<td align="left">3</td>
<td align="left">3</td>
<td align="left">3</td>
<td align="left">3</td>
<td align="left">0.667</td>
<td align="left">0.00180</td>
</tr>
<tr>
<td align="left">LSM</td>
<td align="left">9</td>
<td align="left">Luohe River</td>
<td align="left">33.951</td>
<td align="left">111.055</td>
<td align="left">0</td>
<td align="left">9</td>
<td align="left">9</td>
<td align="left">3</td>
<td align="left">12</td>
<td align="left">0.889</td>
<td align="left">0.00360</td>
</tr>
<tr>
<td align="left">XA</td>
<td align="left">16</td>
<td align="left">Luohe River</td>
<td align="left">34.758</td>
<td align="left">112.245</td>
<td align="left">0</td>
<td align="left">16</td>
<td align="left">16</td>
<td align="left">3</td>
<td align="left">4</td>
<td align="left">0.725</td>
<td align="left">0.00116</td>
</tr>
<tr>
<td align="left">YYJ</td>
<td align="left">5</td>
<td align="left">Luohe River</td>
<td align="left">34.376</td>
<td align="left">112.016</td>
<td align="left">0</td>
<td align="left">5</td>
<td align="left">5</td>
<td align="left">3</td>
<td align="left">2</td>
<td align="left">0.400</td>
<td align="left">0.00072</td>
</tr>
<tr>
<td align="left">YYS</td>
<td align="left">9</td>
<td align="left">Luohe River</td>
<td align="left">34.610</td>
<td align="left">112.073</td>
<td align="left">0</td>
<td align="left">9</td>
<td align="left">9</td>
<td align="left">3</td>
<td align="left">0</td>
<td align="left">0.000</td>
<td align="left">0.00000</td>
</tr>
<tr>
<td align="left">JYD</td>
<td align="left">11</td>
<td align="left">Dongyang River</td>
<td align="left">35.203</td>
<td align="left">112.139</td>
<td align="left">0</td>
<td align="left">11</td>
<td align="left">11</td>
<td align="left">3</td>
<td align="left">15</td>
<td align="left">0.764</td>
<td align="left">0.00517</td>
</tr>
<tr>
<td align="left">JYF</td>
<td align="left">7</td>
<td align="left">Fengshi River</td>
<td align="left">35.093</td>
<td align="left">112.167</td>
<td align="left">0</td>
<td align="left">7</td>
<td align="left">7</td>
<td align="left">3</td>
<td align="left">13</td>
<td align="left">0.810</td>
<td align="left">0.00523</td>
</tr>
<tr>
<td align="left">JYT</td>
<td align="left">12</td>
<td align="left">Tieshan River</td>
<td align="left">35.215</td>
<td align="left">112.240</td>
<td align="left">0</td>
<td align="left">12</td>
<td align="left">10</td>
<td align="left">3</td>
<td align="left">49</td>
<td align="left">0.933</td>
<td align="left">0.02100</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="left">237</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left">122</td>
<td align="left">114</td>
<td align="left">234</td>
<td align="left">164</td>
<td align="left">153</td>
<td align="left">0.985</td>
<td align="left">0.01846</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>N means the number of individuals in each population, S indicates the number of polymorphic sites, Hd indicates haplotype diversity, &#x3c0; indicates nucleotide diversity, NA, means absent.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2-2">
<title>2.2 Phylogenetic analysis</title>
<p>All sequences were aligned by using MAFFT implemented in PhyloSuite v1.2.2. We tested the homogeneity of the combined genes (<italic>COI</italic> &#x2b; <italic>cytb</italic> &#x2b; <italic>16S</italic> &#x2b; <italic>RH1</italic>) in &#x2a;PAUP and the <italic>p</italic>-value was 0.074 (&#x3e;0.05). Consequently, the aligned nucleotide sequences <italic>cytb</italic>, <italic>COI</italic>, <italic>16S,</italic> and <italic>RH1</italic> were concatenated to construct the phylogenetic tree by using the maximum likelihood (ML) method implemented in RAxML v8.2.4 with 1,000 bootstrap replicates. Each gene was treated as unlinked since it is not required to have the same individuals analyzed for every genetic marker if partitions are considered as unlinked (<xref ref-type="bibr" rid="B35">Sota and Vogler, 2001</xref>; <xref ref-type="bibr" rid="B19">Husemann et al., 2013</xref>; <xref ref-type="bibr" rid="B14">Gu et al., 2022</xref>). Bayesian inferences (BI) analysis was performed in MrBayes v3.2.6 using the Markov Chain Monte Carlo method with 10 million generations and sampling trees every 1,000 generations. The first 25% of trees were discarded as burn-in with the remaining trees being used for generating a consensus tree. The species of <italic>Triplophysa siluroides</italic> and <italic>Triplophysa strauchii</italic> (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>) were used as outgroups. The final trees were visualized in FIGTREE v1.4.4.</p>
<p>To further visualize haplotype diversity and distribution of <italic>T. robusta</italic>, we generated a haplotype network using 235 <italic>cytb</italic> sequences and colored each haplotype by the geographic region from which river system it was collected (<xref ref-type="table" rid="T1">Table 1</xref>). The haplotype networks were constructed using network v. 10 (<ext-link ext-link-type="uri" xlink:href="http://www.fluxus-engineering.com/sharenet.htm">www.fluxus-engineering.com/sharenet.htm</ext-link>) and applying the median-joining and maximum parsimony options. Seven sublineages were found in the present study, and the diversity indices of each population and sublineage were calculated using DNASP v6.12.03. Two neutrality statistics, Tajima&#x2019;s <italic>D</italic> and Fu&#x2019;s <italic>Fs</italic> were also calculated with 1,000 permutations in ARLEQUIN v. 3.5.2.2. Analysis of molecular variance (AMOVA) was conducted in ARLEQUIN to partition the genetic variance within and among populations. Furthermore, four groups were defined according to the river system and Mountains system (HS1-4 and TH1-4 as Yellow River system in Northeastern QTP; JLJ1-6 as Yangtze River system in Northeastern QTP; LBW, LSH, LSM, LNS, YYJ, YYS, XA, LCB, LCC, and SXY as Yellow River system in Qinling Mountains; the other four populations as River systems in Southern Taihang Mountains) to estimate variance components.</p>
</sec>
<sec id="s2-3">
<title>2.3 Demographic history and gene flow</title>
<p>As seven sublineages of <italic>T. robusta</italic> were found in phylogenetic analyses. We used the <italic>cytb</italic> data to generate Bayesian skyline plots (BSP) to study the demographic history of each sublineage alone and the whole combined data set. The appropriate substitution model was determined as GTR with Moldetest v.3.7. We created individual input files for each sublineage and all combined with BEAUti available in the BEAST package. Analyses were run in BEAST v.2.6.7. We used a strict clock with the average evolution rate of 0.68%&#x2013;0.86% per million years for Cobitidae estimated for <italic>cytb</italic> under the GTR model (<xref ref-type="bibr" rid="B30">Perdices et al., 2014</xref>). The program was run for 20 million generations sampling every 2,000 generations. The Bayesian Skyline plots were subsequently generated with TRACER v.1.7.1.</p>
<p>Pairwise migration rates between the seven sublineages were estimated using the <italic>cytb</italic> and a maximum likelihood coalescent approach implemented in MIGRATE-n v 3.6.4; we estimated &#x398; and <italic>M</italic> (immigration rate/mutation rate) based on <italic>F</italic>
<sub>ST</sub> values. We ran 10 short chains with a total of 10,000 genealogy samples and three long chains with 1,000,000 samples, following a burn-in of 10,000 samples; four independent runs were performed.</p>
</sec>
<sec id="s2-4">
<title>2.4 Divergence time estimation</title>
<p>The divergence time was estimated using a molecular clock approach as implemented in BEAST v2.6.7 with a relaxed clock model. We used a reduced dataset of <italic>cytb</italic>: specimens for which three to six sequences from each population were included. This method resulted in 106 terminals&#x2014;98 representatives of the 28 populations of <italic>T. robusta</italic> and eight outgroup sequences (<italic>T</italic>. <italic>siluroides</italic> and <italic>T</italic>. <italic>strauchii</italic>) (<xref ref-type="sec" rid="s11">Supplementary Table S2</xref>). As fossil evidence for <italic>Triplophysa</italic> was lacking, we used a conservative approach by employing two calibration points from previous studies (<xref ref-type="bibr" rid="B8">Feng et al., 2019</xref>; <xref ref-type="bibr" rid="B40">Wu et al., 2020</xref>). The most recent common ancestor (TMRCA) of <italic>Triplophysa</italic> dates from the early Miocene, corresponding to the early Miocene QTP uplift (<xref ref-type="bibr" rid="B40">Wu et al., 2020</xref>). The prior &#x201c;speciation: Yule process&#x201d; tree was used to construct the tree. We ran four independent runs for 20 million generations logging trees every 2000 generations. Convergence was checked with TRACER v. 1.7.1. The maximum credibility tree was created in TreeAnnotator v. 2.6.7 available in the BEAST package.</p>
</sec>
<sec id="s2-5">
<title>2.5 Reconstruction of ancestral areas</title>
<p>A biogeographic reconstruction of ancestral areas using BioGeoBEARS was performed in RASP 4.02. Ancestral distributions were reconstructed using 31 <italic>cytb</italic> sequences covering the range of seven sublineages of <italic>T. robusta</italic> (<xref ref-type="sec" rid="s11">Supplementary Table S3</xref>). The 7,500 post-burn-in trees resulting from the BEAST analysis were integrated for inference. Five major areas for <italic>T. robusta</italic> according to our collection localities and the published literature (<xref ref-type="bibr" rid="B38">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B22">Li et al., 2017</xref>; <xref ref-type="bibr" rid="B8">Feng et al., 2019</xref>; <xref ref-type="bibr" rid="B40">Wu et al., 2020</xref>) are depicted as follows: (A) Upper Yellow River system in Northeastern QTP, (B) Jialing River system in Northeastern QTP, (C) Yellow River system in Qinling Mountains, (D) Yellow River system in Southern Taihang Mountains, and (E) Haihe River system in Southern Taihang Mountains. All six models of geographic range evolution were compared in a likelihood framework. The DIVALIKE &#x2b; <italic>j</italic> was chosen by comparing Akaike&#x2019;s information criterion and likelihood-ratio tests.</p>
</sec>
<sec id="s2-6">
<title>2.6 Species distribution and paleo-distribution modeling</title>
<p>We used species distribution modeling (SDM) to construct a model of current, Last Glacial Maximum (LGM, about 22,000&#xa0;years ago), and Last Interglacial (LIG; &#x223c;120,000&#x2013;140,000&#xa0;years before present) <italic>T. robusta</italic> distributions. The occurrence records for <italic>T. robusta</italic> were collected from all published literature about <italic>T. robusta</italic> (<xref ref-type="bibr" rid="B22">Li et al., 2017</xref>; <xref ref-type="bibr" rid="B8">Feng et al., 2019</xref>; <xref ref-type="bibr" rid="B40">Wu et al., 2020</xref>), and a total of 29 unique, geo-referenced and quality-checked occurrence records were finally retained in the present study (<xref ref-type="sec" rid="s11">Supplementary Table S4</xref>).</p>
<p>We extracted current bioclimatic data from the WORLDCLIM dataset (<ext-link ext-link-type="uri" xlink:href="http://www.worldclim.org/">http://www.worldclim.org/</ext-link>) at 30 arc-seconds resolution, LGM bioclimatic data from the Model for Interdisciplinary Research on Climate (MIROC) dataset at 2.5-min resolution (<xref ref-type="bibr" rid="B15">Hasumi and Emori, 2004</xref>), and LIG bioclimatic data from <xref ref-type="bibr" rid="B28">Otto-Bliesner et al. (2006)</xref> at 30 arc-seconds resolution. The ArcGIS 10.0 (ESRI: Redlands, CA) was used to extract climatic variable layers to include the distribution area (QTP and adjacent area, Qinling Mountains, and Taihang Mountains) of <italic>T. robusta</italic> to improve the predictive power of Maxent models (<xref ref-type="bibr" rid="B1">Anderson and Raza, 2010</xref>). All layers were clipped to an extent encompassing the known range of <italic>T. robusta</italic>, as well as adjacent, potentially accessible habitats (30&#x2013;40&#xb0; N and 98&#x2013;116&#xb0; E). Prior to constructing SDM, the ENMTools v. 1.3 was used to determine which bioclimatic variables were correlated, using R &#x3e; 0.90 as a cutoff, and fifteen variables (bio1, bio2, bio5, bio6, bio8, bio9, bio10, bio11, bio12, bio13, bio14, bio16, bio17, bio18, and bio19) which were found to be correlated with at least one other variable were removed. The following four predictor variables were retained: bio3, 4, 7, and 15. Using the four Bioclim layers and spatially filtered occurrence data, We ran the Maxent v. 3.4.4 to construct a present-day SDM, and then projected it to the LIG and LGM climate conditions, and used the following settings for the Maxent model: hinge features only, regularization multiplier of 1,10,000 max number of background points, replicate the run type of 10 cross-validations (equivalent to 20% testing), logistic output, 500 maximum iterations, and 0.00001 convergence threshold, and a random seed. Furthermore, we optimized the regularization multiplier by generating models with values from 1 to 10 and chose the value with the best Akaike Information Criterion score. We ran jackknife tests to measure the importance of each bioclimatic variable. Models used 29 records for testing and the four BIOCLIM environmental layers to produce models for present and paleodistributions of <italic>T. robusta</italic>. The logistic output, which was a continuous probability of presence ranging from 0 to 1, was displayed in ARCGIS 10.0.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Phylogeographic pattern of <italic>T. robusta</italic>
</title>
<p>Both phylogenetic tree (ML and BI) and haplotype network showed a clear identification of seven sublineages found in <italic>T. robusta</italic> (<xref ref-type="fig" rid="F1">Figure 1</xref>). There was no shared haplotype among the six sublineages (L1-L6) in different river systems and mountains, except for the sublineage L7 in upstream of Yellow River and Jialing River. Therefore, a distinct biogeographic structure with six particular geographical regions was found across the investigation area, two in Northeastern QTP (sublineage L5 and L6), three in Eastern Qinling Mountains (sublineage L1, L2, and L3), and one in South Taihang Mountains (sublineage L4). However, sublineage L7 had a wide distribution across the upstream of Yellow River and Jialing River. Low levels of diversity indices were found in each sublineage (&#x3c0; &#x3c; 0.005, <xref ref-type="sec" rid="s11">Supplementary Table S5</xref>) and in most populations (<xref ref-type="table" rid="T1">Table 1</xref>). Particularly, the very low genetic diversity (&#x3c0; &#x3c; 0.001, Hd &#x3c; 0.500) was found in populations YYJ and YYS, distributed in the Luohe River system. Tajima&#x2019;s <italic>D</italic> and Fu&#x2019;s <italic>Fs</italic> were not significant in any sublineages, except for sublineage L7 (<italic>p</italic> &#x3c; 0.01), as well as for all combined populations (<xref ref-type="sec" rid="s11">Supplementary Table S5</xref>). AMOVA revealed that only 39.37% of genetic variation was explained by intra-population variation, while 60.63% (<italic>p</italic> &#x3c; 0.0000) explained variation among populations (<xref ref-type="table" rid="T2">Table 2</xref>). Furthermore, a high differentiation at the group level was found in the present study, and 56.25% (<italic>p</italic> &#x3c; 0.0000) explained variation among groups (<xref ref-type="table" rid="T2">Table 2</xref>). All these above results clearly identified a distinct hierarchical phylogeographical structure for the <italic>T. robusta</italic> in the studied area.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Analysis of molecular variance partitioning the genetic variance within and among populations, and molecular variance results comparing genetic variation among four groups (HS1-4 and TH1-4 as Yellow River system in Northeastern QTP; JLJ1-6 as Yangtze River system in Northeastern QTP; LBW, LSH, LSM, LNS, YYJ, YYS, XA, LCB, LCC, and SXY as Yellow River system in Qinling Mountains; other four populations as River systems in Southern Taihang Mountains).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Source of variation</th>
<th align="left">Df</th>
<th align="left">Sum of squares</th>
<th align="left">Variance components</th>
<th align="left">Percentage of variation with <italic>p</italic> value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Among populations</td>
<td align="left">3</td>
<td align="left">1285.646</td>
<td align="left">7.38772&#xa0;Va</td>
<td align="left">60.63</td>
</tr>
<tr>
<td align="left">Within populations</td>
<td align="left">230</td>
<td align="left">1103.277</td>
<td align="left">4.79686&#xa0;Vb</td>
<td align="left">39.37</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="left">233</td>
<td align="left">2,388.923</td>
<td align="left">12.18457</td>
<td align="left"/>
</tr>
<tr>
<td colspan="5" align="left"/>
</tr>
<tr>
<td align="left">Among four groups</td>
<td align="left">3</td>
<td align="left">1285.646</td>
<td align="left">6.84779&#xa0;Va</td>
<td align="left">56.25</td>
</tr>
<tr>
<td align="left">Among populations within groups</td>
<td align="left">23</td>
<td align="left">610.985</td>
<td align="left">2.94756&#xa0;Vb</td>
<td align="left">24.21</td>
</tr>
<tr>
<td align="left">Within populations</td>
<td align="left">207</td>
<td align="left">492.292</td>
<td align="left">2.37822&#xa0;Vc</td>
<td align="left">19.54</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="left">233</td>
<td align="left">2388.923</td>
<td align="left">12.17358</td>
<td align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Demographic history and gene flow</title>
<p>The BSP detected relatively stable population sizes throughout the last 0.22&#xa0;Mya for most sublineages (L1-L6) (data were not shown). However, the population size of sublineage L7 appeared to have increased constantly since 0.18&#xa0;Mya (<xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>). Furthermore, the overall population size of the species appeared to have rapidly increased constantly since 0.21&#xa0;Mya (<xref ref-type="sec" rid="s11">Supplementary Figure S2</xref>). This suggested that only sublineage L7 in Northeastern QTP and the combined populations had expanded historically, coinciding with the result of the neutrality test (<xref ref-type="sec" rid="s11">Supplementary Table S5</xref>).</p>
<p>Estimates of gene flow calculated with MIGRATE-n indicated low to high levels of historical gene flow between sublineages (<xref ref-type="sec" rid="s11">Supplementary Table S6</xref>). The effective number of migrants entering and leaving each sublineage per generation ranged from <italic>M</italic> &#x3d; 0.29 (L5&#x2192;L4) to 15.44 (L5&#x2192;L7). The highest unidirectional estimates of gene flow were found towards the sublineage L7 (<italic>M</italic> &#x3d; 37.41) and the lowest was in sublineage L4 (<italic>M</italic> &#x3d; 2.04), while the highest gene flow out of a sublineage was from L5 (<italic>M</italic> &#x3d; 18.14).</p>
</sec>
<sec id="s3-3">
<title>3.3 Divergence time estimation and ancestral range reconstruction</title>
<p>The time-calibrated molecular clock analyses dated the TMRCA of <italic>T. robusta</italic> and <italic>T. siluroides</italic> at approximately 8.51 Mya (95% highest posterior density HPD: 10.62&#x2013;6.61&#xa0;Mya) (<xref ref-type="sec" rid="s11">Supplementary Figure S3</xref>). The divergence between sublineage L1 (Yihe River) and sublineage L2 (Luohe River) distributed in Eastern Qinling Mountains was at approximately 0.70&#xa0;Mya, and both sublineages diverged from sublineages L5-7 in Northeastern QTP at approximately 2.17 Mya (HPD: 2.84&#x2013;1.58&#xa0;Mya). Sublineage L3 in Eastern Qinling Mountains split from L4 in South Taihang Mountains at approximately 0.61&#xa0;Mya, and both sublineages diverged from L5-7 at approximately 1.00&#xa0;Mya. Sublineage L5 upstream of the Yellow River diverged from L6 in Jialing River at approximately 0.65&#xa0;Mya, and both diverged from sublineage L7 at approximately 0.87&#xa0;Mya.</p>
<p>Ancestral range reconstruction showed that TMRCA of <italic>T. robusta</italic> was mainly distributed in the Yellow River basin (node 61, AC: 45.87%, <xref ref-type="sec" rid="s11">Supplementary Figure S4</xref>). The Clade I most likely originated in the Eastern Qinling Mountains, while the Clade II originated in Northeastern QTP, indicating a vicariant event early in the history of <italic>T. robusta</italic>.</p>
</sec>
<sec id="s3-4">
<title>3.4 Species distribution modeling</title>
<p>Maxent modeling accurately predicted a current range similar to that known for <italic>T. robusta</italic> in China with little variance (<xref ref-type="fig" rid="F2">Figures 2A,B</xref>), with AUC values of 0.967 (SD &#x3d; 0.020; training AUC range: 0.972&#x2013;0.980, test AUC range: 0.925&#x2013;0.990). The temperature seasonality (bio4; 49.9%), Precipitation Seasonality (bio15; 24.4%), were the largest contributors to the model contributing 74.3%, however, Temperature Annual Range (bio7) and bio4 were the highest permutation importance (31.8%, 27.1%, respectively) as supported by jackknifing.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Occurrence points used for building contemporary SDM for <italic>T. robusta</italic> (<italic>n</italic> &#x3d; 29). The scale bar depicts altitude values. <bold>(B&#x2013;D)</bold>: Species distribution modeling (SDM) for <italic>T. robusta</italic> during the current <bold>(B)</bold>, LGM <bold>(C)</bold>, and LIG <bold>(D)</bold> periods. Scale bars depict suitability values.</p>
</caption>
<graphic xlink:href="fgene-13-955382-g002.tif"/>
</fig>
<p>When the model used current conditions to predict suitable habitat for <italic>T. robusta</italic> during LGM, the main areas of suitable habitat with high probability for this species were as follows: the whole Qinling Mountains, Northeastern QTP, and Southern Taihang Mountains (<xref ref-type="fig" rid="F2">Figure 2C</xref>). However, during LIG, suitable habitats reflected that of LIG were very different from LGM and the present distribution, with a greater concentrtion of suitable habitats in the Qinling Mountains and Northeastern QTP (<xref ref-type="fig" rid="F2">Figure 2D</xref>).</p>
</sec>
</sec>
<sec id="s4">
<title>4 Discussion</title>
<p>As a typical montane species, <italic>T. robusta</italic> is mainly distributed in Northeastern QTP and Qinling Mountains, providing an interesting model to explore the impact of paleoclimate oscillation and geologic events on diversification patterns. It was not uncommon that species restricted to high elevation mountain habitats often show high levels of intra-species divergence and even unique patterns of genetic structure (<xref ref-type="bibr" rid="B29">Pauls et al., 2006</xref>; <xref ref-type="bibr" rid="B17">Hou et al., 2014</xref>; <xref ref-type="bibr" rid="B6">de Oliveira et al., 2021</xref>). We found seven distinct sublineages of <italic>T. robusta</italic> with no shared haplotype among different mountain rivers, even in two close mountain rivers (Yihe River and Luohe River) in Qinling Mountains. However, we found two shared haplotypes (h33 and h62, <xref ref-type="fig" rid="F1">Figure 1</xref>) distributed upstream of the Yellow River and Jialing River, which are divided by watershed in Northeastern QTP. The present study showed a novel phylogeographic pattern and evolution history for <italic>T. robusta</italic> compared with previous studies on this species. The interspecies hybridization and introgressions in the <italic>T. robusta</italic> complex have distorted the molecular systematics and restricted speciation in the <italic>T. robusta</italic> complex (<xref ref-type="bibr" rid="B8">Feng et al., 2019</xref>). However, our study emphasized the historical gene flow among populations of <italic>T. robusta</italic>, resulting from the repetition of the glacial period during the Pleistocene, which played a crucial role in the phylogeographic pattern of <italic>T. robusta</italic>. Furthermore, our results showed that TMRCA of <italic>T. robusta</italic> differentiated into two clades (<xref ref-type="fig" rid="F1">Figure 1</xref>) caused by a vicariant event early in the history of <italic>T. robusta</italic>, and Clade I most likely originated in the Eastern Qinling Mountains. While it was speculated that <italic>T. robusta</italic> in Qinling Mountains was mostly derived from the upstream of the Yellow River (<xref ref-type="bibr" rid="B40">Wu et al., 2020</xref>).</p>
<p>Our results revealed that <italic>T. robusta</italic> experienced Pleistocene rapid radiation. Divergence time among the seven sublineages was estimated at 2.17&#x2013;0.61&#xa0;Mya. Previous studies on plants and animals suggested mountain building as a predominant driver in triggering biological evolution (<xref ref-type="bibr" rid="B16">Hoorn et al., 2010</xref>; <xref ref-type="bibr" rid="B34">Smith et al., 2014</xref>; <xref ref-type="bibr" rid="B33">Sim&#xf5;es et al., 2016</xref>), especially for the diversification of the species in QTP and Qinling Mountains (<xref ref-type="bibr" rid="B4">Che et al., 2010</xref>; <xref ref-type="bibr" rid="B43">Yan et al., 2010</xref>; <xref ref-type="bibr" rid="B42">Xu et al., 2018</xref>). However, there were few studies on the intra-species diversification between the two mountain lineages. In this study, we recovered the <italic>T. robusta</italic> in the investigated region of the present study with two main clades separated by the Qinling Mountains (<xref ref-type="fig" rid="F1">Figure 1</xref>, <xref ref-type="sec" rid="s11">Supplementary Figure S3</xref>). This mountain range extends more than 1,500&#xa0;km from West to East in Central China with an average elevation between 1,500&#x2013;3,000&#xa0;m, representing an important geological and geographical boundary (<xref ref-type="bibr" rid="B43">Yan et al., 2010</xref>; <xref ref-type="bibr" rid="B42">Xu et al., 2018</xref>). The DIVALIKE &#x2b; <italic>j</italic>-based analyses estimated allopatric speciation with the two sister clades inheriting each half of the ancestral range (Clade I in Eastern Qinling Mountains and Clade II in Northeastern QTP) (<xref ref-type="sec" rid="s11">Supplementary Figure S4</xref>). The divergence time between clade I and clade II was estimated at approximately 2.17&#xa0;Mya, relating to the further rapid uplift of the Qinling Mountains that occurred between 2.4 and 1.2&#xa0;Mya (<xref ref-type="bibr" rid="B44">Yuan et al., 2012</xref>), and the interglacial period between 2.5 and 1.8&#xa0;Mya (<xref ref-type="bibr" rid="B41">Xing, 1989</xref>; <xref ref-type="bibr" rid="B20">Jing and Liu, 1999</xref>). The retraction of cold-adapted species restricted to higher elevations during interglacial periods may have been another crucial element for producing a phylogeographic pattern for montane species (<xref ref-type="bibr" rid="B6">de Oliveira et al., 2021</xref>). The vicariance event likely had repeatedly happened during Pleistocene interglacials in Northeastern QTP and Qinling Mountains. <xref ref-type="bibr" rid="B8">Feng et al. (2019)</xref> mainly investigated the molecular systematics of the <italic>T. robusta</italic> complex distributed in Northeastern QTP. They speculated that there existed hybridization and introgressions between sympatric species according to the mitonuclear discordances, such as the hybridization and introgressions between <italic>T. minxianensis</italic> and <italic>T. robusta</italic>, and between <italic>T. pappenheimi</italic> and <italic>T. siluroides.</italic> <xref ref-type="bibr" rid="B40">Wu et al. (2020)</xref> studied the molecular phylogeny and divergence of <italic>Triplophysa</italic> species distributed in the Qinling Mountains and Southern Taihang Mountains. However, the phylogeography pattern of <italic>T. robusta</italic> is still unknown according to the two previous studies. Fortunately, they supply a comprehensive distribution for the <italic>T. robusta</italic> in China, making a good opportunity for us to investigate the phylogeography of <italic>T. robusta</italic> across Northeastern QTP and the Qinling Mountains<italic>.</italic> The SDM suggested increases in habitat suitability for <italic>T. robusta</italic> during LGM (<xref ref-type="fig" rid="F2">Figure 2C</xref>), but contraction during LIG (<xref ref-type="fig" rid="F2">Figure 2D</xref>), especially in Qinling Mountains. Unidirectional migration was found in <italic>T. robusta</italic>, with middle to high level of <italic>M</italic> (&#x3e;1.00) from sublineages (L1-L4) in Eastern Qinling Mountains to that (L5 and L7) in Northeastern QTP (<xref ref-type="sec" rid="s11">Supplementary Table S6</xref>). This scenario of historical gene flow from east to west supported the existence of historical corridors for the dispersion of high-elevation species during periods of climate cooling (Antonelli et al., 2010; <xref ref-type="bibr" rid="B6">de Oliveira et al., 2021</xref>). However, we found a low level of migration rate in the opposite direction (a West-East pattern), which was uncommon in freshwater species found in China during the same or much older period, such as the frogs, snails, and fish (Yan et al., 2013; <xref ref-type="bibr" rid="B12">Gu et al., 2019</xref>; <xref ref-type="bibr" rid="B13">Gu et al., 2022</xref>). The authors suggested the role of Pleistocene interglacials dispersal in influencing the species diversification.</p>
<p>In the present study, the divergence estimated for the seven sublineages showed rapid radiation during 0.87&#x2013;0.61&#xa0;Mya (<xref ref-type="sec" rid="s11">Supplementary Figure S3</xref>), exactly coinciding with the Pleistocene interglacial stage (0.90&#x2013;0.40&#xa0;Mya) in China. It was reported that the main uplift events of the Qinling Mountains with an elevation of about 3,000&#xa0;m (<xref ref-type="bibr" rid="B46">Zhu, 1989</xref>) had been completed before the Early Pleistocene (1.67&#x2013;1.45&#xa0;Mya). The orogenic belt of the Taihang Mountains, with an average elevation of 1,500&#x2013;2000&#xa0;m, rose sharply to approximately 1,400&#xa0;m at the Miocene/Pliocene boundary, and reached their current elevation at the end of the Pliocene (<xref ref-type="bibr" rid="B11">Gong, 2010</xref>). Many speciation events and intraspecific differentiation might have been driven by the massive uplifting of the Taihang Mountains and Qinling Mountains from the late Miocene to the Pliocene. Species such as the freshwater <italic>Gammarus</italic> with low dispersal ability showed a congruent pattern with geographical vicariance caused by the uplift of the L&#xfc;liang and Taihang Mountains (<xref ref-type="bibr" rid="B17">Hou et al., 2014</xref>). The uplift of the Qinling Mountains during 23&#x2013;2.6&#xa0;Ma as a vicariance event had driven the speciation of <italic>Sinothela</italic> (<xref ref-type="bibr" rid="B42">Xu et al., 2018</xref>). However, the recent Mid-Pleistocene diversifications in different sublineages of <italic>T. robusta</italic> were far postdated to the uplift of the two mountains. Therefore, the retractions during inter-glacial periods found in the present study were more likely to play a key role in interrupting gene flow for cold-adapted species. It was likely a good candidate explanation of the Mid Pleistocene rapid diversification for this species.</p>
<p>Strangely, sublineage L7 in Northeastern QTP had a wide distribution across the upstream of Jialing River and Yellow River, in which both possessed their own sublineages (L5 and L6, respectively). The nested genetic structure of <italic>T. robusta</italic> in Northeastern QTP suggested an exchange between the Yellow River and the Jialing River. The high level of historical gene flow from Jialing River to Yellow River supported the existence of historical corridors for the dispersal of <italic>T. robusta</italic> (<xref ref-type="sec" rid="s11">Supplementary Table S6</xref>) and coincided with the speculation that the upstream of Yellow River was once connected to the Jialing River. It was supposed that the continual tectonic activities, such as earthquakes over the past million years in the Northeastern QTP likely led to extensive gene flow (<xref ref-type="bibr" rid="B8">Feng et al., 2019</xref>). Furthermore, during glacial periods, ephemeral rivers and periglacial lakes could arise, likely to provide further opportunities for dispersal and interactions between populations of <italic>T. robusta</italic>. The elevation shift model stated that populations of cold-adapted species inhabiting high elevations expanded to lowland areas during periods of climate cooling, increasing spatial connectivity and gene flow (<xref ref-type="bibr" rid="B10">Galbreath et al., 2009</xref>; <xref ref-type="bibr" rid="B26">Newman and Austin, 2015</xref>; <xref ref-type="bibr" rid="B6">de Oliveira et al., 2021</xref>).</p>
<p>Previous studies on the <italic>T. robusta</italic> (<xref ref-type="bibr" rid="B8">Feng et al., 2019</xref>; <xref ref-type="bibr" rid="B40">Wu et al., 2020</xref>) have little practical and instructive value on the conservation strategies of wildly distributed species of <italic>Triplophysa</italic>. The present study had an important implication for the conservation of the cold-adapted species restricted to higher elevations. The diversification pattern found in the <italic>T. robusta</italic> can provide guidelines for effective conservation measures for <italic>Triplophysa</italic>, which might be negatively impacted by current climate change caused by humans. Montane endemic species were thought to be particularly vulnerable to the effects of rapid climate changes, as lots of montane habitats may be lost or fragmented due to climate warming (<xref ref-type="bibr" rid="B25">Moritz et al., 2008</xref>). <xref ref-type="bibr" rid="B3">Bonatelli et al. (2014)</xref> and <xref ref-type="bibr" rid="B9">Fernandes et al. (2014)</xref> believed that climate change in the next few decades might accelerate the declines and local extinctions of high elevation species due to the reduction of suitable habitats. The low genetic diversity found in most sublineages and populations of <italic>T. robusta</italic> indicated a serious challenge in adaptive ability (<xref ref-type="bibr" rid="B27">O&#x2019;Brien, 1994</xref>; <xref ref-type="bibr" rid="B2">Bazin et al., 2006</xref>). Our results suggested that the temperature was one of the most important environmental factors influencing <italic>T. robusta</italic> distribution range, which experienced a considerable retraction as historical climatic fluctuations in Northeastern QTP and Qinling Mountains in China. In this context, the studied species <italic>T. robusta</italic>, as well as other <italic>Triplophysa</italic> distributed in the QTP and adjacent regions would be negatively impacted by climate warming. A burning question in future conservation projection on cold-adapted fish species endemic to higher elevations is how to tackle global warming for them. Furthermore, mid to low levels of genetic diversities were found for all populations except for JYT (<xref ref-type="table" rid="T1">Table 1</xref>). While <italic>T. robusta</italic> is classed as Least Concern (LC) in China, the current conservation strategy is carried out under the assumption of only one species and one gene pool. Our results demonstrated that different protection strategies for <italic>T. robusta</italic> should be conducted in different mountains and river systems: two protection units for <italic>T. robusta</italic> in Northeastern QTP, one upstream of the Yellow River basin, and the other one upstream of the Jialing River; three protection units in Qinling Mountains, one in Yihe River, one in Luohe River and another in Dongjian River; and only one protection unit in the Southern Taihang Mountains. Especially for two populations (YYJ and YYS) in a couple of mountain streams in Luohe River, with very low nucleotide diversity and haplotype diversity, forbidden fishing zone and habitat environment restoration should be implemented to strengthen protection for them.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<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 numbers can be found in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>.</p>
</sec>
<sec id="s6">
<title>Ethics statement</title>
<p>The animal study was reviewed and approved by the Hunan Normal University and Henan Normal University.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>QG conceived and designed the study. HZ and YS analyzed the data. HW, HZ, SL, ZS, and CY carried out tissue dissection, DNA isolation, sample preparation for sequencing and collecting the mtDNA data from GenBank. QG and HZ drafted the manuscript, and MW and PC revised the language. All authors read and approved the final manuscript.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This study was supported by the Natural Science Foundation of Hunan (Grant No. 2021JJ30442, 2020JJ5357), and the National Natural Science Foundation of China (No. 31601851, 32002372).</p>
</sec>
<ack>
<p>We greatly appreciate the reviewers for their very helpful comments on previous versions of the manuscript.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<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="s11">
<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.2022.955382/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2022.955382/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet2.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="DataSheet1.docx" id="SM2" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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