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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2022.783215</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Population Genetics Reveals Invasion Origin of <italic>Coilia brachygnathus</italic> in the Three Gorges Reservoir of the Yangtze River, China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Zhai</surname> <given-names>Dongdong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1439525/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Bo</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Xiong</surname> <given-names>Fei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Jiang</surname> <given-names>Wei</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Hongyan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1619607/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Luo</surname> <given-names>Chenhao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Duan</surname> <given-names>Xinbin</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Daqing</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/579812/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Hubei Engineering Research Center for Protection and Utilization of Special Biological Resources in the Hanjiang River Basin, School of Life Sciences, Jianghan University</institution>, <addr-line>Wuhan</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Hubei Key Laboratory of Three Gorges Project for Conservation of Fishes</institution>, <addr-line>Yichang</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Chinese Sturgeon Research Institute, China Three Gorges Corporation</institution>, <addr-line>Yichang</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Yangtze River Fisheries Research Institute, Chinese Academy of Fishery Sciences</institution>, <addr-line>Wuhan</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Narongrit Muangmai, Kasetsart University, Thailand</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Antonia Picornell, University of the Balearic Islands, Spain; Kathirvelpandian Ayyathurai, National Bureau of Fish Genetic Resources (ICAR), India</p></fn>
<corresp id="c001">&#x002A;Correspondence: Fei Xiong, <email>xf9603@163.com</email></corresp>
<corresp id="c002">Wei Jiang, <email>jiang_wei6@ctg.com.cn</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Evolutionary and Population Genetics, a section of the journal Frontiers in Ecology and Evolution</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>783215</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>01</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Zhai, Li, Xiong, Jiang, Liu, Luo, Duan and Chen.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhai, Li, Xiong, Jiang, Liu, Luo, Duan and Chen</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>Non-indigenous fish invasions have posed a serious threat to global fish diversity and aquatic ecosystem security. Studying the invasion sources, pathways, and genetic mechanisms by means of population genetics is helpful in the management and control of non-indigenous fishes. In this study, we used mitochondrial Cyt <italic>b</italic> gene, D-Loop region and microsatellite markers to analyze the genetic diversity and population structure of 12 <italic>Coilia brachygnathus</italic> populations from the native and invaded regions of the Yangtze River Basin in order to explore the invasion sources, pathways, and genetic mechanisms of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir. The results showed that the main invasion sources of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir were the Poyanghu Lake, Dongtinghu Lake, Changhu Lake, and other populations in the middle reaches of the Yangtze River. The invasion pathway may have involved moving upstream through the operation of ship locks. The genetic diversity of <italic>C. brachygnathus</italic> in the invasive populations was significantly smaller than in the native populations, indicating a founder effect. The low genetic diversity did not affect the successful invasion, confirming that genetic diversity and successful invasion do not always have a simple causal relationship. These results can provide basic data for the prevention and control of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir and study case for understanding the mechanism of invasion genetics.</p>
</abstract>
<kwd-group>
<kwd><italic>Coilia brachygnathus</italic></kwd>
<kwd>Three Gorges Reservoir</kwd>
<kwd>invasion sources</kwd>
<kwd>invasion pathways</kwd>
<kwd>invasion genetic mechanisms</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="67"/>
<page-count count="12"/>
<word-count count="8276"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Biological invasion is a main concern to conservationists and resource managers owing to its potential threat to ecosystems and biodiversity (<xref ref-type="bibr" rid="B40">Mack et al., 2000</xref>; <xref ref-type="bibr" rid="B12">Dudgeon et al., 2006</xref>). Invaders may drastically change the functioning of the ecosystem where they are introduced, resulting in the decline or extinction of native species through competition, predation, and habitat alteration (<xref ref-type="bibr" rid="B33">Levine, 2008</xref>; <xref ref-type="bibr" rid="B26">Haubrock et al., 2021</xref>). Identifying the putative source populations and the invasion pathways is a key first step in developing appropriate management measures to mitigate the impacts of species invasions (<xref ref-type="bibr" rid="B4">Bariche et al., 2017</xref>; <xref ref-type="bibr" rid="B42">Morim et al., 2019</xref>). Population genetic research is a powerful tool for reconstructing the invasion history (<xref ref-type="bibr" rid="B15">Estoup and Guillemaud, 2010</xref>).</p>
<p>The Yangtze River is the largest river in China, the upper reaches of the river are turbulent, and the middle and lower reaches of the river are open and the flow of water is slow. Yichang City is the dividing point between the upper reaches and the middle and lower reaches of the Yangtze River (<xref ref-type="bibr" rid="B20">Fish research laboratory of Institute of Hydrobiology of Hubei province, 1976</xref>). <italic>Coilia brachygnathus</italic> (Clupeiformes, Engraulidae, <italic>Coilia</italic>) is an anchovy species that prefer to live in still water environment (<xref ref-type="bibr" rid="B60">Whitehead et al., 1988</xref>). It was first described from the Dongtinghu Lake of the Yangtze River Basin (<xref ref-type="bibr" rid="B31">Kreyenberg and Pappenheim, 1908</xref>). Therefore, in the past, due to the influence of the river water velocity, it has been mainly distributed in the middle and lower reaches of the Yangtze River, especially the lakes in this section, such as Poyanghu Lake, Dongtinghu Lake, and Changhu Lake, and there was no record of the distribution of <italic>C. brachygnathus</italic> in the upper reaches of the Yangtze River (<xref ref-type="bibr" rid="B20">Fish research laboratory of Institute of Hydrobiology of Hubei province, 1976</xref>; <xref ref-type="bibr" rid="B9">Ding, 1994</xref>). However, <italic>C. brachygnathus</italic> accounted for 0.15% of the total fish assemblage biomass in the Three Gorges Reservoir of the upper Yangtze River according to investigate from 2015 to 2017 (<xref ref-type="bibr" rid="B35">Liao et al., 2018</xref>). Surprisingly, it has become an absolutely dominant species in the Three Gorges Reservoir according to our investigations from 2019 to 2021 (accounted for 18.90% of the total fish assemblage biomass in the Three Gorges Reservoir, unpublished data).</p>
<p>How did <italic>C. brachygnathus</italic> invade the Three Gorges reservoir? In 1981, the Gezhouba Dam was completed in the Yichang section of the upper reaches of the Yangtze River (<xref ref-type="bibr" rid="B59">Wei et al., 1997</xref>). Then in 2003, the Three Gorges Dam was completed 38 km upstream of the Gezhouba Dam (<xref ref-type="bibr" rid="B64">Xu and Milliman, 2009</xref>). The completion of these two dams, especially the construction of the Three Gorges Dam, the largest hydropower station in the world, has made the Gezhouba Reservoir and the Three Gorges Reservoir changed from turbulent water habitats to static water environments, this created feasible conditions for the survival of fish that prefer to live in still water environment, such as <italic>C. brachygnathus</italic> (<xref ref-type="bibr" rid="B27">Huang and Wu, 2018</xref>; <xref ref-type="bibr" rid="B22">Gao et al., 2019</xref>). (In the present study, we regard the Gezhouba Reservoir as part of the Three Gorges Reservoir; so, only the Three Gorges Reservoir will be mentioned hereafter). As for the way of <italic>C. brachygnathus</italic> invaded the Three Gorges Reservoir? We guess that it is most likely to spread to the Three Gorges Reservoir through the ship locks. For shipping, the Three Gorges Dam has built double-line five-grade ship locks (<xref ref-type="bibr" rid="B54">Stone, 2008</xref>). Similarly, Gezhouba Dam has also built three ship locks (<xref ref-type="bibr" rid="B37">Lin et al., 2013</xref>). While these locks provide convenience for shipping, they also create conditions for the proliferation of certain fish (<xref ref-type="bibr" rid="B37">Lin et al., 2013</xref>). Ships and fish are transported from below the dam to above the dam like climbing the stairs.</p>
<p>Moreover, how <italic>C. brachygnathus</italic> developed into the dominant species in the Three Gorges Reservoir so quickly, it may be related to factors such as sufficient food and strong ability to resist predation, as well as its high fecundity. It is a carnivorous fish that mainly feeds on zooplankton, small fish and river prawns (<xref ref-type="bibr" rid="B20">Fish research laboratory of Institute of Hydrobiology of Hubei province, 1976</xref>; <xref ref-type="bibr" rid="B67">Zhang et al., 2013</xref>). Due to overfishing of the middle and large sized fishes, many studies have showed that the small-sized fishes accounted for a great proportion in fish catches of the Three Gorges Reservoir in the past 10 years (<xref ref-type="bibr" rid="B23">Gao et al., 2010</xref>, <xref ref-type="bibr" rid="B22">2019</xref>; <xref ref-type="bibr" rid="B58">Wei et al., 2021</xref>). As the water flow slowed down, the eutrophication degree of the Three Gorges Reservoir has increased, so the zooplankton has increased too (<xref ref-type="bibr" rid="B34">Li et al., 2019</xref>). <italic>Coilia brachygnathus</italic> has serrations on the edges of the upper and lower jaws and abdomen that help it to defense against predation (<xref ref-type="bibr" rid="B41">Meyers et al., 2008</xref>). The absolute fecundity of <italic>C. brachygnathus</italic> varies between 6,905 and 28,745 eggs with a mean value of 14,049, showing a strong reproductive ability (<xref ref-type="bibr" rid="B39">Liu, 2008</xref>).</p>
<p>Beginning in 2020, a &#x201C;10-year ban on fishing&#x201D; has been implemented in the Yangtze River (<xref ref-type="bibr" rid="B38">Liu et al., 2021</xref>). With the disappearance of fishing pressure, the population of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir may further increase, and this will pose a serious threat to aquatic organisms and ecosystems in the Three Gorges Reservoir. It is necessary to identify the invasion sources and pathways of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir for formulating management measures. Therefore, we used mitochondrial Cyt <italic>b</italic> gene, D-Loop region and microsatellite markers to analyze the population structure and genetic diversity of 12 <italic>C. brachygnathus</italic> populations from the donor and recipient regions in the Yangtze River Basin in order to gain insights into the invasion origin and process of the non-indigenous fish <italic>C. brachygnathus</italic> in the Three Gorges Reservoir. The results will provide a theoretical basis for formulating management measures to mitigate the impacts of <italic>C. brachygnathus</italic> invasion and understanding the mechanism of invasion genetics.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Sample Collection and DNA Extraction</title>
<p>Samples of <italic>C. brachygnathus</italic> were collected from 12 different sampling sites in the Yangtze River Basin from August 2019 to August 2020 (Each sample site was more than 30 individual). From downstream to upstream, these were Taihu Lake (TH), Chaohu Lake (AHCH), Poyanghu Lake (PYH), Dongtinghu Lake (DTH), Changhu Lake (CH), Sandouping (SDP), TaipingXi (TPX), Xiangxi River (XXH), Xiaojiang River (XJ), Wanzhou (WZ), Fengdu (FD), and Fuling (FL). TH and AHCH are affiliated lakes in the lower reaches of the Yangtze River; PYH, DTH, and CH are affiliated lakes in the middle reaches of the Yangtze River, the original distribution of <italic>C. brachygnathus</italic> in the Yangtze River Basin. SDP is located between the Gezhouba Dam and the Three Gorges Dam; TPX, XXH, XJ, WZ, FD, and FL belong to the Three Gorges Reservoir, of which XXH and XJ are tributaries of the Three Gorges Reservoir, the invasion region of <italic>C. brachygnathus</italic> in the Yangtze River Basin (<xref ref-type="fig" rid="F1">Figure 1</xref>). Through our investigations, it was found that <italic>C. brachygnathus</italic> was scarce in the river section above Fuling in the Three Gorges Reservoir, where is still flowing water habitat. Therefore, these 12 sampling sites basically covered the distribution range of <italic>C. brachygnathus</italic> in the Yangtze River Basin. Species identification mainly refers to Fauna Sinica Osteichthyes Cypriniformes II (<xref ref-type="bibr" rid="B5">Chen, 1998</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>The 12 sampling sites of <italic>C. brachygnathus</italic> in the Yangtze River Basin. TH, Taihu Lake; AHCH, Chaohu Lake; PYH, Poyanghu Lake; DTH, Dongtinghu Lake; CH, Changhu Lake; SDP, Sandouping; TPX, TaipingXi; XXH, Xiangxi River; XJ, Xiaojiang River; WZ, Wanzhou; FD, Fengdu; FL, Fuling.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-10-783215-g001.tif"/>
</fig>
<p>After the fish samples were collected, tissues from the dorsal muscles were cut and stored in 95% alcohol at &#x2212;20&#x00B0;C in a centrifuge tube. Approximately 50 mg of muscles were used to extract genomic DNA using the animal tissue genomic DNA extraction kit of Chengdu Forge Biotechnology Co., Ltd.</p>
</sec>
<sec id="S2.SS2">
<title>mtDNA Amplification and Sequencing</title>
<p>The amplification primers for the mitochondrial DNA Cyt <italic>b</italic> fragment were L14724 5&#x2032;-GAC TTG AAA AAC CAC CGT TG-3&#x2032; (forward) and H15915 5&#x2032;-CTC CGA TCT CCG GAT TAC AAG AC-3&#x2032; (reverse) (<xref ref-type="bibr" rid="B63">Xiao et al., 2001</xref>). The amplification primers for the mitochondrial DNA D-Loop fragment were DF1 5&#x2032;-CTA ACT CCC AAA GCT AGA ATT CT-3&#x2032; (forward) and DR2 5&#x2032;-ATC TTA GCA TCT TCA GTG-3&#x2032; (reverse) (<xref ref-type="bibr" rid="B55">Tang et al., 2007</xref>). The total volume for the Polymerase Chain Reaction (PCR) was 30 &#x03BC;L: 15 &#x03BC;L of 2 &#x00D7; Taq PCR MasterMix (containing Taq DNA polymerase, dNTPs, MgCl<sub>2</sub>, reaction buffer, Beijing Adler Biotechnology Co., Ltd.), template DNA 3 &#x03BC;L, forward and reverse primers 1 &#x03BC;L each, ddH<sub>2</sub>O 10 &#x03BC;L. The PCR amplification procedure was as follows: pre-denaturation at 94&#x00B0;C for 4 min, followed by 35 cycles of denaturation at 94&#x00B0;C for 45 s, annealing at 55&#x00B0;C for 45 s, extension at 72&#x00B0;C for 1 min, and finally extension at 72&#x00B0;C for 10 min. After the PCR products were subjected to agarose gel electrophoresis, the samples with accurate and clear target bands were sent to Tianyi Huiyuan Biotechnology Co., Ltd. for purification, recovery, and sequence determination. The mitochondrial DNA Cyt <italic>b</italic> fragment was measured in both directions, and the D-Loop fragment was only sequenced in the reverse direction due to the presence of repeated fragments in the forward direction.</p>
</sec>
<sec id="S2.SS3">
<title>Simple Sequence Repeats Amplification and Genotyping</title>
<p>There are no published microsatellite [also known as simple sequence repeats (SSR)] primers for <italic>C. brachygnathus</italic>, but many microsatellite primers have been published for <italic>Coilia nasus</italic>. Because <italic>C. brachygnathus</italic> and <italic>C. nasus</italic> are closely related species, a total of 50 pairs of microsatellite primers of <italic>C. nasus</italic> were selected from references for primer screening with eight DNA templates of <italic>C. brachygnathus</italic> (<xref ref-type="bibr" rid="B11">Du et al., 2019</xref>; <xref ref-type="bibr" rid="B66">Yu et al., 2019</xref>). Finally, eight pairs of primers with higher polymorphism were screened out by the capillary electrophoresis method. The specific sequences, repeat motif, and optimum annealing temperature of each primer are listed in <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>. Then, the 5&#x2032; ends of the eight pairs of forward primers were labeled with fluorescent groups (FAM). The primer screening and fluorescent labeling of the primers were entrusted to Tianyi Huiyuan Biotechnology Co., Ltd. The total volume for the PCR was 10 &#x03BC;L: 5 &#x03BC;L of 2 &#x00D7; Taq PCR MasterMix (containing Taq DNA polymerase, dNTPs, MgCl<sub>2</sub>, reaction buffer, Beijing Adler Biotechnology Co., Ltd.), template DNA 1 &#x03BC;L, forward and reverse primers 0.5 &#x03BC;L each, ddH<sub>2</sub>O 3 &#x03BC;L. The PCR amplification procedure was as follows: pre-denaturation at 94&#x00B0;C for 3 min, followed by 30 cycles of denaturation at 94&#x00B0;C for 30 s, annealing at suitable temperature for 40 s, extension at 72&#x00B0;C for 1 min, and finally extension at 72&#x00B0;C for 10 min. The amplified products were sent to Tianyi Huiyuan Biotechnology Co., Ltd. for microsatellite genotyping.</p>
</sec>
<sec id="S2.SS4">
<title>mtDNA Sequence Analysis</title>
<p>MEGA7 was used to align and rectify the nucleotide sequences by referring to the sequencing map (<xref ref-type="bibr" rid="B32">Kumar et al., 2016</xref>). DnaSP v5.10 was used to calculate the numbers of variable sites and haplotypes, haplotype diversity (<italic>H</italic><sub>d</sub>), nucleotide diversity (<italic>P</italic><sub>i</sub>), and gene flow (<italic>N</italic><sub>m</sub>) between groups (<xref ref-type="bibr" rid="B36">Librado and Rozas, 2009</xref>). <italic>T</italic>-test was used to test whether the genetic diversity parameters or gene flow of different groups are significantly different. Arlequin version 3.0 was used to perform analysis of molecular variance (AMOVA) and to compute pairwise genetic differentiation index <italic>F</italic><sub>ST</sub> values (<xref ref-type="bibr" rid="B17">Excoffier et al., 2005</xref>). MEGA7 was used to construct genetic distance trees by the neighbor-joining method (<xref ref-type="bibr" rid="B32">Kumar et al., 2016</xref>). Network 4.6 was used to construct haplotype network using the median-joining algorithm (<xref ref-type="bibr" rid="B3">Bandelt et al., 1999</xref>).</p>
</sec>
<sec id="S2.SS5">
<title>Simple Sequence Repeats Data Analysis</title>
<p>Genotypes were checked for large allele dropout, null alleles, and scoring errors due to stuttering by Micro-checker v2.2.1 (<xref ref-type="bibr" rid="B57">Van Oosterhout et al., 2004</xref>). Tests for deviations from Hardy-Weinberg Equilibrium (HWE) and Linkage Disequilibrium (LD) across all pairs of loci were checked by GENEPOP v4.7.0 (<xref ref-type="bibr" rid="B52">Rousset, 2008</xref>) using exact tests with a Markov chain algorithm (<italic>P</italic>-values were estimated from 10,000 dememorizations, 100 batches, and 5,000 iterations per batch) (<xref ref-type="bibr" rid="B25">Guo and Thompson, 1992</xref>). Significance levels were adjusted for multiple comparisons using the sequential Bonferroni correction (<xref ref-type="bibr" rid="B50">Rice, 1989</xref>).</p>
<p>Number of alleles (<italic>A</italic>), observed heterozygosity (<italic>H</italic>o), expected heterozygosity (<italic>H</italic>e), and polymorphic information content (PIC) per locus were calculated by Cervus v3.0 (<xref ref-type="bibr" rid="B28">Kalinowski et al., 2007</xref>). Standardized allelic richness (<italic>Ar</italic>) was calculated using Fstat v2.9.3.2 (<xref ref-type="bibr" rid="B24">Goudet, 2001</xref>). <italic>T</italic>-test was used to test whether the genetic diversity parameters or gene flow of different groups are significantly different. Arlequin v3.0 was used to perform AMOVA and to compute pairwise genetic differentiation index <italic>F</italic><sub>ST</sub> and gene flow index <italic>N</italic><sub>m</sub> (<xref ref-type="bibr" rid="B17">Excoffier et al., 2005</xref>). In addition, genetic differentiation among populations was depicted by two-dimensional plots from a principal components analysis (PCA) of the allele frequencies matrix in GENALEX 6.4 (<xref ref-type="bibr" rid="B43">Peakall and Smouse, 2006</xref>).</p>
<p>The number of genetically differentiated clusters (<italic>K</italic>) was inferred using Bayesian assignment analysis by STRUCTURE v2.3.4 (<xref ref-type="bibr" rid="B46">Pritchard et al., 2000</xref>). Each assumed <italic>K</italic> (1&#x2013;12) were performed 10 replications under an admixture model and correlated allele frequencies within populations (400,000 iterations with 100,000 burn-in periods) (<xref ref-type="bibr" rid="B18">Falush et al., 2003</xref>). The optimal <italic>K</italic> was selected according to the mean log probability LnP (<italic>K</italic>) and the &#x0394;<italic>K</italic> value for each <italic>K</italic> (<xref ref-type="bibr" rid="B16">Evanno et al., 2005</xref>) using Structure Harvester (<xref ref-type="bibr" rid="B13">Earl and vonHoldt, 2012</xref>).<sup><xref ref-type="fn" rid="footnote1">1</xref></sup></p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>mtDNA Marker</title>
<sec id="S3.SS1.SSS1">
<title>Genetic Diversity</title>
<p>For the Cyt <italic>b</italic> gene, a 1 141 bp sequence was obtained for 424 individuals after alignment. No insertions or deletions were observed. Within the 1 141 bp region, 59 sites were variable, including 30 singleton variable sites and 29 parsimony informative sites. We identified 60 haplotypes (GenBank accession numbers: <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="OK172180">OK172180</ext-link>&#x2013;<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="OK172239">OK172239</ext-link>) from the 424 individuals, and the numbers of haplotypes ranged from 2 to 23 for each sampled population. For the 12 populations, haplotype diversity ranged from 0.157 to 0.958, with a mean value of 0.643. Nucleotide diversity ranged from 0.051 to 0.347%, with a mean value of 0.278%. On the whole, whether concerning the number of haplotypes, haplotype diversity, or nucleotide diversity, the non-invaded habitat (TH, AHCH, PYH, DTH, CH) was significantly (<italic>P</italic> &#x003C; 0.05) greater than the invaded habitat (SDP, TPX, XXH, XJ, WZ, FD, FL) (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Genetic diversity of <italic>C. brachygnathus</italic> from 12 sample sites in the Yangtze River Basin.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Molecular marker</td>
<td valign="top" align="left">Parameter</td>
<td valign="top" align="center">TH</td>
<td valign="top" align="center">AHCH</td>
<td valign="top" align="center">PYH</td>
<td valign="top" align="center">DTH</td>
<td valign="top" align="center">CH</td>
<td valign="top" align="center">SDP</td>
<td valign="top" align="center">TPX</td>
<td valign="top" align="center">XXH</td>
<td valign="top" align="center">XJ</td>
<td valign="top" align="center">WZ</td>
<td valign="top" align="center">FD</td>
<td valign="top" align="center">FL</td>
<td valign="top" align="center">Total</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Cyt <italic>b</italic></td>
<td valign="top" align="left">Sample size</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">37</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">39</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">34</td>
<td valign="top" align="center">424</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Variable Site</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">59</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">N</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">23</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">60</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>H</italic><sub>d</sub></td>
<td valign="top" align="center">0.930</td>
<td valign="top" align="center">0.958</td>
<td valign="top" align="center">0.818</td>
<td valign="top" align="center">0.689</td>
<td valign="top" align="center">0.829</td>
<td valign="top" align="center">0.335</td>
<td valign="top" align="center">0.420</td>
<td valign="top" align="center">0.393</td>
<td valign="top" align="center">0.192</td>
<td valign="top" align="center">0.157</td>
<td valign="top" align="center">0.286</td>
<td valign="top" align="center">0.258</td>
<td valign="top" align="center">0.643</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>P</italic><sub>i</sub></td>
<td valign="top" align="center">0.00247</td>
<td valign="top" align="center">0.00234</td>
<td valign="top" align="center">0.00242</td>
<td valign="top" align="center">0.00214</td>
<td valign="top" align="center">0.00347</td>
<td valign="top" align="center">0.00117</td>
<td valign="top" align="center">0.00147</td>
<td valign="top" align="center">0.00138</td>
<td valign="top" align="center">0.00051</td>
<td valign="top" align="center">0.00055</td>
<td valign="top" align="center">0.00100</td>
<td valign="top" align="center">0.00091</td>
<td valign="top" align="center">0.00278</td>
</tr>
<tr>
<td valign="top" align="left">D-Loop</td>
<td valign="top" align="left">Sample size</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">34</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">34</td>
<td valign="top" align="center">34</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">34</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">408</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Variable Site</td>
<td valign="top" align="center">38</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">63</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">N</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">78</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>H</italic><sub>d</sub></td>
<td valign="top" align="center">0.940</td>
<td valign="top" align="center">0.888</td>
<td valign="top" align="center">0.929</td>
<td valign="top" align="center">0.946</td>
<td valign="top" align="center">0.914</td>
<td valign="top" align="center">0.258</td>
<td valign="top" align="center">0.415</td>
<td valign="top" align="center">0.427</td>
<td valign="top" align="center">0.170</td>
<td valign="top" align="center">0.114</td>
<td valign="top" align="center">0.287</td>
<td valign="top" align="center">0.286</td>
<td valign="top" align="center">0.704</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>P</italic><sub>i</sub></td>
<td valign="top" align="center">0.00630</td>
<td valign="top" align="center">0.00372</td>
<td valign="top" align="center">0.00599</td>
<td valign="top" align="center">0.00501</td>
<td valign="top" align="center">0.00674</td>
<td valign="top" align="center">0.00059</td>
<td valign="top" align="center">0.00091</td>
<td valign="top" align="center">0.00094</td>
<td valign="top" align="center">0.00039</td>
<td valign="top" align="center">0.00026</td>
<td valign="top" align="center">0.00065</td>
<td valign="top" align="center">0.00065</td>
<td valign="top" align="center">0.00518</td>
</tr>
<tr>
<td valign="top" align="left">SSR</td>
<td valign="top" align="left">Sample size</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">384</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>A</italic></td>
<td valign="top" align="center">7.375</td>
<td valign="top" align="center">8.125</td>
<td valign="top" align="center">5.750</td>
<td valign="top" align="center">5.750</td>
<td valign="top" align="center">5.125</td>
<td valign="top" align="center">3.500</td>
<td valign="top" align="center">3.500</td>
<td valign="top" align="center">3.625</td>
<td valign="top" align="center">3.375</td>
<td valign="top" align="center">3.250</td>
<td valign="top" align="center">3.250</td>
<td valign="top" align="center">3.125</td>
<td valign="top" align="center">10.875</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>Ar</italic></td>
<td valign="top" align="center">7.036</td>
<td valign="top" align="center">7.839</td>
<td valign="top" align="center">5.501</td>
<td valign="top" align="center">5.508</td>
<td valign="top" align="center">5.005</td>
<td valign="top" align="center">3.445</td>
<td valign="top" align="center">3.358</td>
<td valign="top" align="center">3.498</td>
<td valign="top" align="center">3.249</td>
<td valign="top" align="center">3.210</td>
<td valign="top" align="center">3.125</td>
<td valign="top" align="center">3.043</td>
<td valign="top" align="center">6.641</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>Ho</italic></td>
<td valign="top" align="center">0.531</td>
<td valign="top" align="center">0.597</td>
<td valign="top" align="center">0.637</td>
<td valign="top" align="center">0.619</td>
<td valign="top" align="center">0.627</td>
<td valign="top" align="center">0.461</td>
<td valign="top" align="center">0.482</td>
<td valign="top" align="center">0.561</td>
<td valign="top" align="center">0.445</td>
<td valign="top" align="center">0.485</td>
<td valign="top" align="center">0.512</td>
<td valign="top" align="center">0.530</td>
<td valign="top" align="center">0.541</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><italic>He</italic></td>
<td valign="top" align="center">0.636</td>
<td valign="top" align="center">0.696</td>
<td valign="top" align="center">0.615</td>
<td valign="top" align="center">0.605</td>
<td valign="top" align="center">0.596</td>
<td valign="top" align="center">0.437</td>
<td valign="top" align="center">0.442</td>
<td valign="top" align="center">0.472</td>
<td valign="top" align="center">0.419</td>
<td valign="top" align="center">0.461</td>
<td valign="top" align="center">0.465</td>
<td valign="top" align="center">0.477</td>
<td valign="top" align="center">0.638</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>N, Number of haplotypes; H<sub>d</sub>, Haplotype diversity; P<sub>i</sub>, Nucleotide diversity; A, number of alleles; Ar, allelic richness; Ho, observed heterozygosity; He, expected heterozygosity.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<p>For the D-Loop region, an 882 bp sequence was obtained for 408 individuals after alignment. Within the 882 bp region, 63 sites were variable, including 27 singleton variable sites and 36 parsimony informative sites. We identified 78 haplotypes (GenBank accession numbers: <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="OK172240">OK172240</ext-link>&#x2013;<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="OK172317">OK172317</ext-link>) from the 408 individuals, and the numbers of haplotypes ranged from 2 to 20 for each sampled population. For the 12 populations, haplotype diversity ranged from 0.114 to 0.946, with a mean value of 0.704. Nucleotide diversity ranged from 0.026 to 0.674%, with a mean value of 0.518%. On the whole, whether concerning the number of haplotypes, haplotype diversity, or nucleotide diversity, the non-invaded habitat (TH, AHCH, PYH, DTH, CH) was significantly (<italic>P</italic> &#x003C; 0.05) greater than the invaded habitat (SDP, TPX, XXH, XJ, WZ, FD, FL) (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
</sec>
<sec id="S3.SS1.SSS2">
<title>Population Structure</title>
<p>For the Cyt <italic>b</italic> gene, the pairwise <italic>F</italic><sub>ST</sub> values suggested no significant genetic differentiation between TH and AHCH populations, but these were significantly different from all other populations. The three populations that represent the lakes attached to the middle reaches of the Yangtze River (PYH, DTH and CH) had no significant genetic differentiation, but there was significant genetic differentiation between them and some populations in the Three Gorges Reservoir. The seven populations in the Three Gorges Reservoir (SDP, TPX, XXH, XJ, WZ, FD, and FL) had no significant genetic differentiation. For the D-Loop region, the pairwise <italic>F</italic><sub>ST</sub> values suggested no significant genetic differentiation among the populations that represented the lakes attached to the middle reaches of the Yangtze River (PYH, DTH, and CH), and this was the same for the seven populations in the Three Gorges Reservoir (SDP, TPX, XXH, XJ, WZ, FD, and FL), while there was significant genetic differentiation between any other two populations (<xref ref-type="table" rid="T2">Table 2</xref>). Based on the results of the genetic analyses of the two mtDNA genes and geographic distance, we divided the 12 populations into three groups for AMOVA. The three groups were the lower Yangtze River (TH, AHCH), the middle Yangtze River (PYH, DTH, CH), and the Three Gorges Reservoir (SDP, TPX, XXH, XJ, WZ, FD, FL). The results suggested that most of the genetic variation occurred among groups and within populations, with only slight genetic variation (Cyt <italic>b</italic>: 0.51%; D-Loop: 0.61%) occurring among populations within groups, thus suggesting that the group division was reasonable (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Pairwise <italic>F</italic><sub>ST</sub> values based on Cyt <italic>b</italic> analysis of 424 samples (below diagonal) and D-Loop analysis of 408 samples (above diagonal) of <italic>C. brachygnathus</italic> from 12 different sites in the Yangtze River Basin, China.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">TH</td>
<td valign="top" align="center">AHCH</td>
<td valign="top" align="center">PYH</td>
<td valign="top" align="center">DTH</td>
<td valign="top" align="center">CH</td>
<td valign="top" align="center">SDP</td>
<td valign="top" align="center">TPX</td>
<td valign="top" align="center">XXH</td>
<td valign="top" align="center">XJ</td>
<td valign="top" align="center">WZ</td>
<td valign="top" align="center">FD</td>
<td valign="top" align="center">FL</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">TH</td>
<td/>
<td valign="top" align="center">0.04589<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.54150<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.57060<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.46001<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.70321<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.69498<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.69956<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.70586<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.71277<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.68967<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.70705<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">AHCH</td>
<td valign="top" align="center">0.02870</td>
<td/>
<td valign="top" align="center">0.61251<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.64341<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.52734<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.79399<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.78389<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.78627<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.79878<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.80544<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.78419<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.79554<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">PYH</td>
<td valign="top" align="center">0.58526<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.60556<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td/>
<td valign="top" align="center">0.00166</td>
<td valign="top" align="center">0.02402</td>
<td valign="top" align="center">0.21729<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.18176<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.18112<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.24012<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.25916<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.19860<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.21396<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">DTH</td>
<td valign="top" align="center">0.61391<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.63347<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.00112</td>
<td/>
<td valign="top" align="center">0.02629</td>
<td valign="top" align="center">0.23924<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.19849<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.19759<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.26537<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.28657<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.21932<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.23488<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">CH</td>
<td valign="top" align="center">0.48595<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.50538<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.00399</td>
<td valign="top" align="center">0.01187</td>
<td/>
<td valign="top" align="center">0.16712<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.13796<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.13779<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.18663<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.20328<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.15103<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.16449<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">SDP</td>
<td valign="top" align="center">0.68262<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.70161<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.06294</td>
<td valign="top" align="center">0.03267</td>
<td valign="top" align="center">0.08594<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td/>
<td valign="top" align="center">&#x2212;0.00448</td>
<td valign="top" align="center">0.00386</td>
<td valign="top" align="center">&#x2212;0.01544</td>
<td valign="top" align="center">0.01223</td>
<td valign="top" align="center">&#x2212;0.03088</td>
<td valign="top" align="center">&#x2212;0.02794</td>
</tr>
<tr>
<td valign="top" align="left">TPX</td>
<td valign="top" align="center">0.66792<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.68683<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.04758</td>
<td valign="top" align="center">0.02650</td>
<td valign="top" align="center">0.06971</td>
<td valign="top" align="center">&#x2212;0.00989</td>
<td/>
<td valign="top" align="center">&#x2212;0.02675</td>
<td valign="top" align="center">0.04239</td>
<td valign="top" align="center">0.08541</td>
<td valign="top" align="center">&#x2212;0.01685</td>
<td valign="top" align="center">&#x2212;0.01371</td>
</tr>
<tr>
<td valign="top" align="left">XXH</td>
<td valign="top" align="center">0.67044<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.68953<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.04915</td>
<td valign="top" align="center">0.02482</td>
<td valign="top" align="center">0.07186<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.02003</td>
<td valign="top" align="center">&#x2212;0.02729</td>
<td/>
<td valign="top" align="center">0.05425</td>
<td valign="top" align="center">0.09839</td>
<td valign="top" align="center">&#x2212;0.01009</td>
<td valign="top" align="center">&#x2212;0.00686</td>
</tr>
<tr>
<td valign="top" align="left">XJ</td>
<td valign="top" align="center">0.70162<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.72289<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.10767<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.07163</td>
<td valign="top" align="center">0.11734<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.04024</td>
<td valign="top" align="center">0.10862</td>
<td valign="top" align="center">0.08296</td>
<td/>
<td valign="top" align="center">&#x2212;0.02312</td>
<td valign="top" align="center">&#x2212;0.00647</td>
<td valign="top" align="center">&#x2212;0.00418</td>
</tr>
<tr>
<td valign="top" align="left">WZ</td>
<td valign="top" align="center">0.71349<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.73348<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.13446</td>
<td valign="top" align="center">0.09801<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.14197<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.03169</td>
<td valign="top" align="center">0.10287</td>
<td valign="top" align="center">0.07603</td>
<td valign="top" align="center">&#x2212;0.01797</td>
<td/>
<td valign="top" align="center">0.02745</td>
<td valign="top" align="center">0.02805</td>
</tr>
<tr>
<td valign="top" align="left">FD</td>
<td valign="top" align="center">0.68734<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.70686<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.07622</td>
<td valign="top" align="center">0.04314</td>
<td valign="top" align="center">0.09593</td>
<td valign="top" align="center">&#x2212;0.02245</td>
<td valign="top" align="center">0.01195</td>
<td valign="top" align="center">&#x2212;0.00402</td>
<td valign="top" align="center">0.01332</td>
<td valign="top" align="center">0.00357</td>
<td/>
<td valign="top" align="center">&#x2212;0.03152</td>
</tr>
<tr>
<td valign="top" align="left">FL</td>
<td valign="top" align="center">0.68933<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.70919<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.08465</td>
<td valign="top" align="center">0.05067</td>
<td valign="top" align="center">0.10181</td>
<td valign="top" align="center">&#x2212;0.01653</td>
<td valign="top" align="center">0.02673</td>
<td valign="top" align="center">0.00802</td>
<td valign="top" align="center">0.00123</td>
<td valign="top" align="center">&#x2212;0.00899</td>
<td valign="top" align="center">&#x2212;0.02794</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t2fns1"><p><italic>&#x002A;P &#x003C; 0.05 after Bonferroni correction.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Analysis of molecular variance (AMOVA) for 12 <italic>C. brachygnathus</italic> populations based on mtDNA and SSR analyses.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Molecular marker</td>
<td valign="top" align="left">Source of variation</td>
<td valign="top" align="center"><italic>df</italic></td>
<td valign="top" align="center">Sum of squares</td>
<td valign="top" align="center">Variance components</td>
<td valign="top" align="center">Percentage variation</td>
<td valign="top" align="center">Fixation indices</td>
<td valign="top" align="center"><italic>P</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Cyt <italic>b</italic></td>
<td valign="top" align="left">Among groups</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">265.995</td>
<td valign="top" align="center">1.08072</td>
<td valign="top" align="center">52.82</td>
<td valign="top" align="center">0.52819</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Among populations within groups</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">11.882</td>
<td valign="top" align="center">0.01037</td>
<td valign="top" align="center">0.51</td>
<td valign="top" align="center">0.01074</td>
<td valign="top" align="center">0.07527</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Within populations</td>
<td valign="top" align="center">412</td>
<td valign="top" align="center">393.453</td>
<td valign="top" align="center">0.95498</td>
<td valign="top" align="center">46.67</td>
<td valign="top" align="center">0.53326</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">423</td>
<td valign="top" align="center">671.330</td>
<td valign="top" align="center">2.04607</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">D-Loop</td>
<td valign="top" align="left">Among groups</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">440.146</td>
<td valign="top" align="center">1.87751</td>
<td valign="top" align="center">60.05</td>
<td valign="top" align="center">0.60046</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Among populations within groups</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">16.870</td>
<td valign="top" align="center">0.01894</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">0.01516</td>
<td valign="top" align="center">0.00782</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Within populations</td>
<td valign="top" align="center">396</td>
<td valign="top" align="center">487.215</td>
<td valign="top" align="center">1.23034</td>
<td valign="top" align="center">39.35</td>
<td valign="top" align="center">0.60652</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">407</td>
<td valign="top" align="center">944.230</td>
<td valign="top" align="center">3.12679</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">SSR</td>
<td valign="top" align="left">Among groups</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">326.304</td>
<td valign="top" align="center">0.72696</td>
<td valign="top" align="center">25.71</td>
<td valign="top" align="center">0.25710</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Among populations within groups</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">37.704</td>
<td valign="top" align="center">0.03316</td>
<td valign="top" align="center">1.17</td>
<td valign="top" align="center">0.01578</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Within populations</td>
<td valign="top" align="center">756</td>
<td valign="top" align="center">1562.969</td>
<td valign="top" align="center">2.06742</td>
<td valign="top" align="center">73.12</td>
<td valign="top" align="center">0.26883</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">767</td>
<td valign="top" align="center">1926.977</td>
<td valign="top" align="center">2.82754</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table></table-wrap>
<p>The results showed that the genetic distance tree could be divided into two branches, one being TH and AHCH and the other comprising PYH, DTH, CH, SDP, TPX, XXH, XJ, WZ, FD, and FL. This suggested that the Three Gorges Reservoir population is closer to the midstream population and farther from the downstream population (<xref ref-type="fig" rid="F2">Figure 2</xref>). Consistent with this, the haplotype network indicated that there were two clades of all the haplotypes for both the Cyt <italic>b</italic> gene and D-Loop region. One clade was almost exclusively occupied by individuals from the TH and AHCH populations, with only a few individuals from the PYH, DTH, and CH populations, the other clade was occupied by individuals from the PYH, DTH, CH, SDP, TPX, XXH, XJ, WZ, FD, and FL populations, indicating that the invaded populations only shared haplotypes with midstream populations (<xref ref-type="fig" rid="F3">Figure 3</xref>). The gene flow between the Three Gorges Reservoir and the middle Yangtze River was significantly (<italic>P</italic> &#x003C; 0.05) greater than those between the Three Gorges Reservoir and the lower Yangtze River (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Neighbor-joining tree of 12 <italic>C. brachygnathus</italic> populations based on K-2-P genetic distance of Cyt <italic>b</italic> <bold>(A)</bold> and D-Loop <bold>(B)</bold> genes.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-10-783215-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Median-joining network of haplotypes of <italic>C. brachygnathus</italic> from 12 sites in the Yangtze River basin, China, inferred from Cyt b <bold>(A)</bold> and D-Loop <bold>(B)</bold> gene sequences. Each circle represents a haplotype, and its size is proportional to its frequency.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-10-783215-g003.tif"/>
</fig>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Gene flow between different groups based on mtDNA and SSR analyses.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Molecular marker</td>
<td valign="top" align="center">Cyt <italic>b</italic></td>
<td valign="top" align="center">D-Loop</td>
<td valign="top" align="center">SSR</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Three Gorges Reservoir&#x2014;middle Yangtze River</td>
<td valign="top" align="center">3.20</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">1.55</td>
</tr>
<tr>
<td valign="top" align="left">Middle Yangtze River&#x2014;lower Yangtze River</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">0.70</td>
</tr>
<tr>
<td valign="top" align="left">Three Gorges Reservoir&#x2014;lower Yangtze River</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">0.38</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
</sec>
<sec id="S3.SS2">
<title>Simple Sequence Repeats Marker</title>
<sec id="S3.SS2.SSS1">
<title>Genetic Diversity</title>
<p>A total of 384 samples from 12 localities and 8 polymorphic SSR loci were used in the present study. No evidence for scoring errors due to stuttering, large allele dropout, or null alleles was detected by Micro-Checker. Ten of 96 population &#x00D7; locus combinations were significantly different from the HWE after Bonferroni correction, whereas no significant deviation from the HWE was detected in any locus across all populations. No loci pairs showed evidence of LD after Bonferroni correction. When data from all populations were pooled, the number of alleles at each locus ranged from 6 to 25, so all the eight loci were polymorphic (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 2</xref>).</p>
<p>The observed allele, allelic richness, observed heterozygosity, and expected heterozygosity of each locus for the 12 <italic>C. brachygnathus</italic> populations were listed in <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 2</xref>. The average number of alleles per population ranged from 3.125 to 8.125, and the average allelic richness per population ranged from 3.043 to 7.839. The average observed heterozygosity per population ranged from 0.445 to 0.637, whereas the average expected heterozygosity per population ranged from 0.419 to 0.696. On the whole, whether considering the number of alleles, allele richness, observed heterozygosity, or expected heterozygosity, the non-invaded habitat (TH, AHCH, PYH, DTH, CH) was significantly (<italic>P</italic> &#x003C; 0.05) greater than the invaded habitat (SDP, TPX, XXH, XJ, WZ, FD, FL) (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
</sec>
<sec id="S3.SS2.SSS2">
<title>Population Structure</title>
<p>The pairwise <italic>F</italic><sub>ST</sub> values suggested no significant genetic differentiation among the three populations that comprised the lakes attached to the middle reaches of the Yangtze River (PYH, DTH, and CH), and the same was true for the six out of the seven invasive populations in the Three Gorges Reservoir (TPX, XXH, XJ, WZ, FD, and FL), but there was significant genetic differentiation between any other two populations (<xref ref-type="table" rid="T5">Table 5</xref>). We also divided the 12 populations into three groups for AMOVA; the results indicated that the sources of genetic variation were mainly among groups (25.71%) and within populations (73.12%); only a slight amount of genetic variation (1.17%) occurred among populations within groups (<xref ref-type="table" rid="T3">Table 3</xref>). When conducting STRUCTURE analysis, LnP(<italic>K</italic>) showed a peak when <italic>K</italic> = 5, inferring there were five genetic clusters in the <italic>C. brachygnathus</italic> samples (<xref ref-type="fig" rid="F4">Figure 4</xref>). In the figure, the five colors represent five clusters. The results showed that TH and AHCH populations in the lower Yangtze River had similar genetic cluster components; PYH, DTH, and CH populations in the middle Yangtze River had similar genetic cluster components; SDP, TPX, XXH, XJ, WZ, FD, and FL populations in the Three Gorges Reservoir had similar genetic cluster components, and the Three Gorges Reservoir populations shared some genetic cluster components with middle Yangtze River populations. The PCA analysis showed that the lower Yangtze River populations were completely separated from the middle Yangtze River populations and the Three Gorges Reservoir populations; the middle Yangtze River populations and the Three Gorges Reservoir populations could also be clearly distinguished, but there were some overlapping areas (<xref ref-type="fig" rid="F5">Figure 5</xref>). The gene flow between the Three Gorges Reservoir and the middle Yangtze River was significantly (<italic>P</italic> &#x003C; 0.05) greater than those between the Three Gorges Reservoir and the lower Yangtze River (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
<table-wrap position="float" id="T5">
<label>TABLE 5</label>
<caption><p>Pairwise <italic>F</italic><sub>ST</sub> values based on SSR analysis of 384 samples of <italic>C. brachygnathus</italic> from 12 different sites in the Yangtze River Basin, China.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">TH</td>
<td valign="top" align="center">AHCH</td>
<td valign="top" align="center">PYH</td>
<td valign="top" align="center">DTH</td>
<td valign="top" align="center">CH</td>
<td valign="top" align="center">SDP</td>
<td valign="top" align="center">TPX</td>
<td valign="top" align="center">XXH</td>
<td valign="top" align="center">XJ</td>
<td valign="top" align="center">WZ</td>
<td valign="top" align="center">FD</td>
<td valign="top" align="center">FL</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">TH</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">AHCH</td>
<td valign="top" align="center">0.02971<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">PYH</td>
<td valign="top" align="center">0.28764<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.23085<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">DTH</td>
<td valign="top" align="center">0.29727<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.24228<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.00149</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">CH</td>
<td valign="top" align="center">0.30233<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.24850<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">&#x2212;0.00046</td>
<td valign="top" align="center">0.0054</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">SDP</td>
<td valign="top" align="center">0.40955<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.37237<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.14514<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.13291<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.12093<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">TPX</td>
<td valign="top" align="center">0.40974<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.37738<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.16550<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.14394<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.15817<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.05318<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">XXH</td>
<td valign="top" align="center">0.38759<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.35168<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.14686<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.13114<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.14705<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.04877<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.02026</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">XJ</td>
<td valign="top" align="center">0.41927<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.38665<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.15975<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.13951<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.14720<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.03663<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.01826</td>
<td valign="top" align="center">0.01945</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">WZ</td>
<td valign="top" align="center">0.39245<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.35704<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.13772<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.11563<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.13364<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.03942<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.00212</td>
<td valign="top" align="center">0.01036</td>
<td valign="top" align="center">0.00287</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">FD</td>
<td valign="top" align="center">0.38955<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.35231<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.12256<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.09911<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.11353<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.03418<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.01832</td>
<td valign="top" align="center">0.00703</td>
<td valign="top" align="center">0.00969</td>
<td valign="top" align="center">&#x2212;0.00222</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">FL</td>
<td valign="top" align="center">0.39014<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.35677<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.15903<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.13743<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.15255<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.05050<xref ref-type="table-fn" rid="t5fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.01261</td>
<td valign="top" align="center">&#x2212;0.00044</td>
<td valign="top" align="center">0.02319</td>
<td valign="top" align="center">0.00816</td>
<td valign="top" align="center">0.0053</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t5fns1"><p><italic>&#x002A;P &#x003C; 0.05 after Bonferroni correction.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>STRUCTURE analysis based on genotypes at eight microsatellite loci from 384 unique <italic>C. brachygnathus</italic> individuals sampled from 12 different sites in the Yangtze River Basin, China. <bold>(A)</bold> Estimation of mean log probability LnP(K) for K = 1&#x2013;12 using Structure Harvester. K = 5 is shown as the optimal value. <bold>(B)</bold> Proportions of each individual assigned to each inferred cluster. The five colors indicate five inferred distinct genetic clusters. Sampling sites of individuals are shown at the bottom.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-10-783215-g004.tif"/>
</fig>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>The PCA showing the relationship of the PC1 and PC2 components of 12 <italic>C. brachygnathus</italic> populations in the Yangtze River Basin. Each triangle (square or circle) represents one sample corresponding to a specific population. The triangles represent the samples from the Three Gorges Reservoir; the squares represent the samples from the middle Yangtze River, and the circles represent the samples from the lower Yangtze River.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-10-783215-g005.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<sec id="S4.SS1">
<title>Population Genetic Structure and Invasion Sources</title>
<p>Identifying the invasion source and pathway of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir was the top priority in this study, because the acquisition of this information is important for the prevention and control of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir (<xref ref-type="bibr" rid="B19">Ficetola et al., 2008</xref>). Through this study, we speculated that the main invasion source of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir was the middle Yangtze River instead of the lower Yangtze River. There were several results supporting this speculation. Firstly, the genetic differentiation, genetic distance between the Three Gorges Reservoir and the middle Yangtze River were smaller than between the Three Gorges Reservoir and the lower Yangtze River, and the gene flow result was opposite. Secondly, network of haplotypes indicated that there were shared haplotypes between the Three Gorges Reservoir populations and the middle Yangtze River populations, but no shared haplotypes between the Three Gorges Reservoir populations and the lower Yangtze River populations; the STRUCTURE analysis showed that the Three Gorges Reservoir populations only have some of the same genetic cluster components as the middle Yangtze River populations; PCA showed that the Three Gorges Reservoir populations only have some overlapping areas with the middle Yangtze River populations. <xref ref-type="bibr" rid="B65">Yang (2019)</xref> also found that the genetic distance of <italic>C. brachygnathus</italic> between the Three Gorges Reservoir populations and Dongtinghu Lake population was small. The reason for the middle Yangtze River population being the main invasion source, instead of the lower Yangtze River population, of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir may be related to geographic distance and the dispersal ability of <italic>C. brachygnathus</italic> (<xref ref-type="bibr" rid="B48">Radinger and Wolter, 2014</xref>; <xref ref-type="bibr" rid="B47">Radinger et al., 2017</xref>). Due to limited diffusion capacity, <italic>C. brachygnathus</italic> in the middle reaches of the Yangtze River can spread to the Three Gorges Reservoir, while <italic>C. brachygnathus</italic> in the lower Yangtze River hardly spread to the Three Gorges Reservoir.</p>
<p>As for the invasion pathway, we speculated that the most probable pathway for <italic>C. brachygnathus</italic> to have invaded the Three Gorges Reservoir was individuals from Poyang Lake, Dongting Lake, Changhu Lake, and other middle reaches of the Yangtze River actively moving upstream to the Three Gorges Reservoir through the operation of ship locks. When the ship was transported from under the dam to above the dam by cascade ship lock, the fish were also transported up. <xref ref-type="bibr" rid="B37">Lin et al. (2013)</xref> combined fish catch surveys and hydroacoustic detection to explore the fish passing ability of the ship locks of the Gezhouba and Three Gorges Dam; in the fish catch surveys of the two locks, a total of 21 species were identified, and the fish catch at the Gezhouba ship lock contained <italic>C. brachygnathus</italic>. Consistent with this, <xref ref-type="bibr" rid="B62">Xiang et al. (2015)</xref> used sonar (DIDSON) to detect and record the number of fish crossing up and down the Gezhouba ship lock and found that fish were able to pass the ship lock under natural conditions. Therefore, it is reasonable that <italic>C. brachygnathus</italic> spread to the Three Gorges Reservoir through the ship locks.</p>
</sec>
<sec id="S4.SS2">
<title>Genetic Diversity and Invasion Success</title>
<p>For many invasive species, the level of genetic diversity of an invaded area is often lower than that in the area of origin, because the invaded population is often produced from a few individuals from the original area; this is known as the founder effect (<xref ref-type="bibr" rid="B1">Allendorf and Lundquist, 2003</xref>; <xref ref-type="bibr" rid="B7">Crawford and Whitney, 2010</xref>; <xref ref-type="bibr" rid="B44">Peischl and Excoffier, 2015</xref>). In the present study, whether considering mitochondrial genes or microsatellites, the genetic diversity of <italic>C. brachygnathus</italic> in the non-invaded habitats (TH, AHCH, PYH, DTH, CH) was significantly greater than that in the invaded habitats (SDP, TPX, XXH, XJ, WZ, FD, FL), indicating that the invaded populations experienced a founder effect. However, some studies have found that the genetic diversity of invasive species in the invaded region was not lower than that in the original area or was even higher than that in the area of origin (<xref ref-type="bibr" rid="B21">Frankham, 2005</xref>; <xref ref-type="bibr" rid="B53">Stepien et al., 2005</xref>). For example, <xref ref-type="bibr" rid="B8">Diez-del-Molino et al. (2013)</xref> found that Mosquitofish populations from the invaded Spanish streams had similar levels of genetic diversity as in the native American samples, suggesting these invasive populations did not appear to have undergone substantial loss of genetic diversity during the invasion process. The occurrence of this anomaly might be attributed to a single large number of individual invasions or to multiple introductions (<xref ref-type="bibr" rid="B51">Roman and Darling, 2007</xref>; <xref ref-type="bibr" rid="B10">Dlugosch and Parker, 2008</xref>). A single invasion of a large number of individuals makes the invading individuals include almost all the genetic diversity of the original population, and multiple introductions comprise genetic diversity of multiple ranges. Hybridization between individuals from different sources will also increase the genetic diversity of the population (<xref ref-type="bibr" rid="B14">Ellstrand and Schierenbeck, 2006</xref>).</p>
<p>The above discussion suggests that among the successful invasion cases, there are two contrasting patterns of genetic diversity comparisons of native and invaded ranges for different invasion cases. Therefore, what is the relationship between genetic diversity and successful invasion? It is generally believed that a high level of genetic diversity is beneficial to the settlement and maintenance of alien species in the new environment (<xref ref-type="bibr" rid="B30">Kolbe et al., 2004</xref>; <xref ref-type="bibr" rid="B7">Crawford and Whitney, 2010</xref>; <xref ref-type="bibr" rid="B29">Kanarek and Webb, 2010</xref>). Low levels of genetic diversity may be accompanied by reduced heterozygosity and inbreeding depression, restricting the population&#x2019;s evolutionary potential and ability to adapt to environmental changes and increasing the risk of population extinction (<xref ref-type="bibr" rid="B2">Altizer et al., 2003</xref>; <xref ref-type="bibr" rid="B45">Pinsky and Palumbi, 2014</xref>). <xref ref-type="bibr" rid="B49">Reed and Frankham (2003)</xref> conducted a meta-analysis of 34 research studies involving genetic diversity and population fitness and found that the level of population genetic diversity was significantly positively correlated with population fitness. However, in the present study, the genetic diversity of the invasive <italic>C. brachygnathus</italic> was relatively low due to founder effect. Why then has the <italic>C. brachygnathus</italic> invasion been so successful? We speculate that the successful invasion of <italic>C. brachygnathus</italic> could be related to its life history characteristics and its niche in the fish community of the Three Gorges Reservoir. <italic>C. brachygnathus</italic> has sufficient food, high fecundity, and strong ability to resist predation in the Three Gorges Reservoir, as introduced in the introduction, and these factors provide the species a competitive advantage over other fish. Therefore, the relationship between fish genetic diversity and successful invasion is not a simple causal relationship. The success of fish invasion is related not only to the genetic diversity but also to the life history characteristics of the invasive species and the environmental conditions.</p>
</sec>
</sec>
<sec id="S5" sec-type="conclusion">
<title>Conclusion and Prospect</title>
<p>This study suggests that the main invasion source of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir was PYH, DTH, CH, and other populations in the middle reaches of the Yangtze River. The invasion pathway may have been via moving upstream through the operation of ship locks. After <italic>C. brachygnathus</italic> invaded the Three Gorges Reservoir, a founder effect occurred, and the genetic diversity was significantly lower than in the native populations, but the number of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir area had risen sharply.</p>
<p>Studies have shown that when alien species are introduced into a new area, if there is a significant difference between the new environment and the original environment, then the alien species may undergo rapid evolutionary changes under the pressure of natural selection caused by the new environment (<xref ref-type="bibr" rid="B61">Whitney and Gabler, 2008</xref>; <xref ref-type="bibr" rid="B6">Colautti and Lau, 2015</xref>). In addition, recent studies have shown that evolutionary events can occur on a relatively short time scale (<xref ref-type="bibr" rid="B56">Thompson, 1998</xref>; <xref ref-type="bibr" rid="B61">Whitney and Gabler, 2008</xref>). Therefore, we predict that <italic>C. brachygnathus</italic> in the Three Gorges Reservoir may evolve rapidly, and the genetic structure of each generation may change. Indeed, this study found that <italic>C. brachygnathus</italic> in the Three Gorges Reservoir contained some novel haplotypes and genotypes. In order to monitor the genetic dynamics of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir with time and provide basic data for the prevention of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir, we plan to conduct sampling and genetic testing of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir every year. The inter-annual changes of the genetic structure of <italic>C. brachygnathus</italic> in the Three Gorges Reservoir can thus be examined on a longer time scale. In addition, more sensitive markers than mitochondrial gene and microsatellite markers, such as SNP, can be used for related research in the future.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<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: NCBI (accession: <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="OK172180">OK172180</ext-link>&#x2013;<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="OK172317">OK172317</ext-link>).</p>
</sec>
<sec id="S7">
<title>Ethics Statement</title>
<p>The animal study was reviewed and approved by the Jianghan University.</p>
</sec>
<sec id="S8">
<title>Author Contributions</title>
<p>DZ contributed to sampling, performed the laboratory work, and wrote the manuscript. FX and WJ designed the study and revised the manuscript. BL and HL helped to data analysis. CL helped to laboratory work. XD and DC helped to revised the manuscript. All authors read and approved the final version of the manuscript.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>BL and WJ were employed by Three Gorges Corporation. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="pudiscl1" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="S9" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the National Key R&#x0026;D Program of China (2018YFD0900903), the Research Project of China Three Gorges Corporation (2020049-ZHX), the National Natural Science Foundation of China (51779105 and 51979123), the Innovative Research Team Foundation of the Department of Education of Hubei Province, China (T2020034), and the Scientific Research Project of Jianghan University (2021kjzx006).</p>
</sec>
<ack><p>We are grateful to Jin Cai and Jixin Yu for their help in <italic>C. brachygnathus</italic> sampling. We thank LetPub (<ext-link ext-link-type="uri" xlink:href="http://www.letpub.com">www.letpub.com</ext-link>) for its linguistic assistance during the preparation of this manuscript.</p>
</ack>
<sec id="S11" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fevo.2022.783215/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fevo.2022.783215/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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