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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.2022.896609</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>Genetic sources and diversity of the paddy field carp in the Pearl River basin inferred from two mitochondrial loci</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Zhong</surname> <given-names>Zaixuan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1702320/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Fan</surname> <given-names>Jiajia</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1276157/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Su</surname> <given-names>Huanhuan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1274282/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Yaya</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1902772/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Ma</surname> <given-names>Dongmei</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"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1903166/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhu</surname> <given-names>Huaping</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="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/879544/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Key Laboratory of Tropical and Subtropical Fishery Resource Application and Cultivation, Ministry of Agriculture and Rural Affairs of the People&#x2019;s Republic of China, Pearl River Fisheries Research Institute, Chinese Academy of Fishery Sciences</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Key Laboratory of Aquatic Animal Immune Technology of Guangdong Province</institution>, <addr-line>Guangzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Mikolaj Adamek, University of Veterinary Medicine Hannover, Germany</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Chengchi Fang, Institute of Hydrobiology (CAS), China; Jingliang Kang, The University of Hong Kong, Hong Kong SAR, China; Wenjing Tao, Southwest University, China</p></fn>
<corresp id="c001">&#x002A;Correspondence: Dongmei Ma, <email>mdm@prfri.ac.cn</email></corresp>
<corresp id="c002">Huaping Zhu, <email>zhhping2000@163.com</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Population, Community, and Ecosystem Dynamics, a section of the journal Frontiers in Ecology and Evolution</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>07</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>896609</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>06</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Zhong, Fan, Su, Li, Ma and Zhu.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhong, Fan, Su, Li, Ma and Zhu</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>Paddy field carp (PF-carp) is an economically important fish cocultured with rice in traditional agricultural systems. Several distinctive strains of PF-carp have been formed through years of artificial and cross breeding. There is a concern about the status of germplasm resources among PF-carp, since little is known about the genetic sources, diversity, or differentiation. In this study we collected 17 PF-carp populations covering Daotian carp (DTL), Ru Yuan No. 1 (RY), Jinbian carp (JBL), Shaijiang carp (SJL), and Wu carp (WL) along the Pearl River basin to explore their genetic sources and diversity using concatenated sequences of the mitochondrial cytochrome <italic>b</italic> gene and the D-Loop region. According to the haplotype network analyses, 1, 9, and 57 haplotypes originated from C<italic>yprinus carpio carpio</italic>, <italic>Cyprinus carpio haematopterus</italic> and <italic>Cyprinus carpio rubrofuscus</italic>, respectively, confirming that genetic introgression has occurred in Pearl River PF-carp populations and C<italic>yprinus carpio carpio</italic> was the most common species for genetic origin. The results showed that RY exhibited the lowest level of nucleotide diversity (&#x03C0; = 0.0011) due to high-intensity breeding and was significantly differentiated from the other four strains. PF-carp strains in these remote traditional systems tended to experience artificial selection and a lack of farmer connection that gradually increased genetic differentiation among strains. Notably, three populations of JBL exhibited significant high-level differentiation, since they originated from mountainous areas hindering farmers from fry exchange. In contrast, no significant differentiation was uncovered in the WL populations, since this strain is the most popular cultured strain and has undergone artificial exchange of parents and fry in many cultured regions. This study helps us to understand the status of germplasm resources among PF-carp and to trace their genetic origin before being introduced for local cultivation.</p>
</abstract>
<kwd-group>
<kwd>paddy field carp</kwd>
<kwd>genetic diversity</kwd>
<kwd>germplasm resource</kwd>
<kwd>farmer connectivity</kwd>
<kwd>introgression</kwd>
</kwd-group>
<contract-num rid="cn001">32072971</contract-num>
<contract-num rid="cn002">202002030370</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China <named-content content-type="fundref-id">10.13039/501100001809</named-content></contract-sponsor>
<contract-sponsor id="cn002">Guangzhou Municipal Science and Technology Project <named-content content-type="fundref-id">10.13039/501100010256</named-content></contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="41"/>
<page-count count="10"/>
<word-count count="5580"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>The common carp, <italic>Cyprinus carpio</italic>, is an economically important fish widely distributed in Eurasia (<xref ref-type="bibr" rid="B14">Kohlmann, 2015</xref>). It has adapted to various environments and has experienced long-term breeding to form numerous distinctive strains (<xref ref-type="bibr" rid="B32">Wu and Gui, 1999</xref>; <xref ref-type="bibr" rid="B27">Shen and Liu, 2000</xref>; <xref ref-type="bibr" rid="B14">Kohlmann, 2015</xref>). According to Monographs of Cyprinidae in China, four subspecies of common carp have been recorded in China, C<italic>yprinus carpio carpio</italic> (CC), <italic>Cyprinus carpio haematopterus</italic> (CH), <italic>Cyprinus carpio rubrofuscus</italic> (CR), and <italic>Cyprinus caprpio chilia</italic> (CCH) (<xref ref-type="bibr" rid="B33">Wu, 1977a</xref>,<xref ref-type="bibr" rid="B34">b</xref>). However, <xref ref-type="bibr" rid="B16">Kottelat (2001)</xref> regarded CC and CR as two separate species and rejected CR as a valid species. Considering <xref ref-type="bibr" rid="B39">Zhou et al. (2004)</xref> demonstrated that CC, CH and CR formed three distinct clades using mitochondrial loci, we adopted the taxonomic classification in <xref ref-type="bibr" rid="B33">Wu (1977a</xref>,<xref ref-type="bibr" rid="B34">b)</xref>. CC is distributed over vast areas of Central Asia and Europe, while being only found in Xinjiang in China. CH is distributed as far north as the Heilong River and as far south as the Min River. CR is distributed among the Pearl River, Ruan River, and Hainan Island, while CCH is found only in several lakes of Yunnan Province (<xref ref-type="bibr" rid="B33">Wu, 1977a</xref>; <xref ref-type="bibr" rid="B38">Yue, 2000</xref>).</p>
<p>In southern China, common carp is frequently co-cultured with rice and thus has been named the paddy field carp (PF-carp), which displays rapid growth, strong reproductive ability, and delicious meat with no muddy taste. This rice-fish system benefits both the agricultural environment and the economy. On the one hand, combining rice and fish farming can reduce the use of pesticides and fertilizers and ensure the health of the grain and fish (<xref ref-type="bibr" rid="B2">Berg, 2001</xref>; <xref ref-type="bibr" rid="B1">Ahmed and Garnett, 2011</xref>). On the other hand, the price of PF-carp is much higher compared to other freshwater fishes. The co-culture of rice and fish can maximize the use of paddy field resources, alleviate human conflict over land use, and ensure a bumper crop and increase farmers&#x2019; income (<xref ref-type="bibr" rid="B10">Frei and Becker, 2005</xref>; <xref ref-type="bibr" rid="B11">Gan et al., 2019</xref>).</p>
<p>Notably, the 1,200-year-old rice&#x2013;fish system of Qintian county, Zhejiang Province, was listed as one of the &#x201C;Globally Important Agricultural Heritage Systems (GIAHS)&#x201D; by the Food and Agriculture Organization of the United Nations in 2005<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> (<xref ref-type="bibr" rid="B35">Xie et al., 2011</xref>). PF-carp farming in the GIAHS rice-fish system named Oujiang carp has been practiced and passed down for generations (<xref ref-type="bibr" rid="B31">Wang, 1997</xref>). Within the Qintian GIAHS site, rice-fish farmer households exchange fry and parental carp for their own rice&#x2013;fish production, thereby contributing to a high rate of gene flow and high genetic diversity of PF-carp (<xref ref-type="bibr" rid="B24">Ren et al., 2018</xref>).</p>
<p>In addition to the Oujiang carp in Zhejiang, various strains of PF-carp are bred and cultured in China, including Daotian carp (DTL), Jiangbian carp (JBL), Ruyuan NO. 1 (RY), Shaijiang carp (SJL), and Wu carp (Wl) (<xref ref-type="bibr" rid="B41">Zhu et al., 2018</xref>; <xref ref-type="bibr" rid="B11">Gan et al., 2019</xref>; <xref ref-type="bibr" rid="B36">Yan et al., 2020</xref>). Researchers have carried out genetic diversity and germplasm resources analyses of DTL and JBL in the Pearl River basin using mitochondrial genes (mtDNA) and microsatellites (<xref ref-type="bibr" rid="B11">Gan et al., 2019</xref>; <xref ref-type="bibr" rid="B22">Pan et al., 2019</xref>; <xref ref-type="bibr" rid="B6">Cheng et al., 2021</xref>). <xref ref-type="bibr" rid="B6">Cheng et al. (2021)</xref> examined the genetic structure of three DTL populations from Guangxi Province based on the mtDNA D-loop region and the mitochondrial Cytochrome <italic>b</italic> gene (Cyt <italic>b</italic>) sequences, indicating that all populations were significantly differentiated (<xref ref-type="bibr" rid="B6">Cheng et al., 2021</xref>). Meanwhile, researchers pointed out that certain frequencies of CC and CH were found in these populations, suggesting that PF-carp may suffer introgressive hybridization from CC or CH. Similarly, <xref ref-type="bibr" rid="B22">Pan et al. (2019)</xref> used mitochondrial D-loop region and cytochrome <italic>c</italic> oxidase I sequences to analyze the genetic diversity and phylogenetic relationships between PF-carp (JBL, WL) and wild carp. PF-carp showed lower haplotype diversity than wild carp, and exhibited clear differentiation from wild carp (<xref ref-type="bibr" rid="B22">Pan et al., 2019</xref>).</p>
<p>These studies preliminarily explained the genetic diversity of PF-carp in the Pearl River basin, although the sampled populations were rather small and covered few strains. In order to investigate the genetic diversity and structure of PF-carp more comprehensively, we analyzed Cyt <italic>b</italic> gene sequences and the D-loop region of 17 populations covering five strains of PF-carp. Our main goals were (i) to trace the germplasm resources of PF-carp populations in the Pearl River basin, (ii) to explore the impact of artificial selection or farmer connectivity on the difference of genetic diversity and differentiation for different populations or strains, and (iii) to provide an effective scientific basis for the protection of genetic resources, artificial breeding, and rational development of the resources of PF-carp.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="S2.SS1">
<title>Sample collection</title>
<p>A total of 524 paddy field carp (PF-carp) specimens were sampled from 17 localities across Guang Xi Province and Guang Dong Province between 2020 and 2021 (<xref ref-type="fig" rid="F1">Figure 1</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). Five morphologically different strains of PF-carp, &#x201C;Daotian carp&#x201D; (DTL, <italic>n</italic> = 161), &#x201C;Ru Yuan No. 1&#x201D; (RY, <italic>n</italic> = 65), &#x201C;Jinbian carp&#x201D; (JBL, <italic>n</italic> = 64), &#x201C;Shaijiang carp&#x201D; (SJL, <italic>n</italic> = 42), and &#x201C;Wu carp&#x201D; (WL, <italic>n</italic> = 192) were obtained (<xref ref-type="fig" rid="F2">Figure 2</xref>). In addition, we collected both JBL and DTL at the same location of RS (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). DTL, JBL, and WL comprised five, three, and eight populations, respectively. RY specifically refers to the PF-carp that has been bred for multiple generations in Yao Autonomous County of Ruyuan. SJL is an indigenous PF-carp cultured in Shaijiang Village of Guangxi Province. A fin clip was taken from each specimen and kept in 99% ethanol. All specimens were stored at the Pearl River Fisheries Research Institute, Chinese Academic of Fishery Sciences.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Map of sample sites of PF-carp specimens. Geographical distribution details and the number of samples collected per site are provided in <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>. CJ, Congjiang; DA, Du&#x2019;an; FS, Foshan; GG, Guigang; GL, Guilin; HJ, Huanjiang; LC, Linchuan; LN, Liannan; NN, Nanning; QY, Qingyuan; QZ, Quanzhou; RS, Rongshui; RY, Ruyuan; SJ, Sanjiang; SJL, Shaijiang; XR, Xiaorong; YZ, Yizhou.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-10-896609-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Morphology of five PF-carp strains of <bold>(a)</bold> Daotian carp, <bold>(b)</bold> Jinbian carp, <bold>(c)</bold> Ruyuan No. 1, <bold>(d)</bold> Shaijiang carp, and <bold>(e)</bold> Wu carp.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-10-896609-g002.tif"/>
</fig>
</sec>
<sec id="S2.SS2">
<title>DNA extraction, sequencing, and data processing</title>
<p>Genomic DNA was extracted using a Genomic DNA Extraction Kit according to the manufacturer&#x2019;s instructions (Axygen, United States). DNA samples were kept at &#x2212;20&#x00B0;C for further PCR amplification. The primers were designed for the Cyt <italic>b</italic> gene (Forward primer: 5&#x2032;-GACTTGAAAAACCACCGTTG-3&#x2032;, Reverse primer: 5&#x2032;- CTCCGATCTCCGGATTACAAGAC-3&#x2032;) and D-loop region (Forward primer: 5&#x2032;-CATCTTAGCATCTTCAGTG-3&#x2032;, Reverse primer: 5&#x2032;- TCACCCCTGGCTCCCAAAGC-3&#x2032;) based on the <italic>Cyprinus carpio</italic> mitochondrial genome sequence (GenBank: <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="X61010.1">X61010.1</ext-link>). The amplification program was as follows: an initial denaturation at 94&#x00B0;C for 3 min and then 30 cycles of denaturation at 94&#x00B0;C for 1 min, annealing at 60&#x00B0;C for 1 min, and extension at 72&#x00B0;C for 1 min followed by final extension at 72&#x00B0;C for 5 min. The amplified products were checked and purified using 1.0% low-melting agarose gel electrophoresis and sequenced on 3,730 xl DNA Analyzer (Applied Biosystems, United States). The Cyt <italic>b</italic> gene and D-loop region were sequenced bi-directionally and unidirectionally, respectively. Cyt <italic>b</italic> contigs were assembled using SEQMAN (<xref ref-type="bibr" rid="B29">Swindell and Plasterer, 1997</xref>). All sequences were aligned, checked, and trimmed using MEGA X (<xref ref-type="bibr" rid="B17">Kumar et al., 2018</xref>). The Cyt <italic>b</italic> sequences and D-loop sequences were concatenated to form combined sequences.</p>
</sec>
<sec id="S2.SS3">
<title>Haplotype network analyses</title>
<p>PopART 1.7.2 was used to reconstruct phylogenetic relationships among haplotypes <italic>via</italic> a median-joining network method (<xref ref-type="bibr" rid="B19">Leigh and Bryant, 2015</xref>). To characterize the genetic resources of different strains and populations, Cyt <italic>b</italic> and D-loop sequences of <italic>CR (n = 10), CH (n = 6), and CC (n = 4)</italic> were downloaded from <italic><xref ref-type="bibr" rid="B39">Zhou et al. (2004)</xref> to</italic> construct a haplotype network diagram. <italic>Due to no corresponding Cyt b and D-loop sequences published for</italic> CCH and the fact that most previous studies considered that the three abovementioned subspecies were sources for PF-carp selection breeding, our study did not include CCH.</p>
</sec>
<sec id="S2.SS4">
<title>Evaluation of genetic diversity and differentiation</title>
<p>The genetic diversity indices of the number of haplotypes (H), haplotype diversity (H<sub>d</sub>) (<xref ref-type="bibr" rid="B28">Shohdy and West, 2020</xref>), private haplotype (ph) and nucleotide diversity (&#x03C0;) were assessed with Dansp 6.0 (<xref ref-type="bibr" rid="B26">Rozas et al., 2017</xref>) for 17 populations and five strains. Genetic differentiation among and within the five strains was estimated from the fixation index (F<sub>ST</sub>) using Arlequin 3.5 (<xref ref-type="bibr" rid="B9">Excoffier and Lischer, 2010</xref>). Analysis of molecular variance (AMOVA) in Arlequin 3.5 was implemented to partition total genetic variation among and within strains and populations. Both F<sub>ST</sub> calculation and AMOVA were based on the pairwise difference between haplotypes estimated according to a non-parametric permutation procedure (1,000 permutations/analysis). In order to assess the possible occurrence of an isolation-by-distance pattern, a Mantel test was carried out in Arlequin 3.5. Geographic distances among localities were estimated using Google Earth pro.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Result<italic>s</italic></title>
<sec id="S3.SS1">
<title>Data information</title>
<p>For all the individuals analyzed (<italic>n</italic> = 524), we obtained sequences of 948 bp of the Cyt b gene and 708 bp of the D-loop after alignment and trimming. Sixty variable positions (48 parsimony-informative) and 41 variable positions (31 parsimony-informative) were found in the Cyt b and D-loop, respectively. A total of 66 haplotypes were obtained from the concatenated sequences (1,656 bp).</p>
</sec>
<sec id="S3.SS2">
<title>Haplotype network analysis</title>
<p>A haplotype network can reveal evolutionary relationships and frequency distributions of haplotypes among populations. Haplotype networks were obtained by the statistical parsimony procedure for all strains (<xref ref-type="fig" rid="F3">Figure 3</xref>) and for three strains (WL, JBL, and SJL) containing more than two populations (<xref ref-type="fig" rid="F4">Figure 4</xref>). Frequencies and distributions of each haplotype among the studied populations are presented in <xref ref-type="supplementary-material" rid="TS2">Supplementary Table 2</xref>. Overall, 1/66, 8/66, and 57/66 haplotypes originated from CC, CH, and CR, respectively (<xref ref-type="fig" rid="F3">Figure 3</xref>). The genetic sources of DTL and SJL were derived from CC, CH, and CR, while the genetic resources of JBL, RY, and WL derived from CH and CR (<xref ref-type="fig" rid="F3">Figure 3</xref>). According to the haplotype network of DTL (<xref ref-type="fig" rid="F4">Figure 4A</xref>), CJ shared haplotypes with the other four populations, while Guigang (GG) and Liannan (LN) only shared haplotypes with Congjiang (CJ). In addition, Huanjiang (HJ) and Rongshui (RS) shared haplotypes. It was worth noting that only one shared haplotype was detected within three populations of JBL (<xref ref-type="fig" rid="F4">Figure 4B</xref>). The pattern of shared haplotypes among eight populations within WL strain was frequently observed (<xref ref-type="fig" rid="F4">Figure 4C</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Haplotype network of five strains and three subspecies, including <italic>Cyprinus carpio carpio</italic> (CC), <italic>Cyprinus carpio haematopterus</italic> (CH) and <italic>Cyprinus carpio rubrofuscus</italic> (CR). Cycle size is roughly proportional to the haplotype frequency. DTL, Daotian carp; RY, Ru Yuan No. 1; JBL, Jinbian carp; SJL, Shaijiang carp; WL, Wu carp.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-10-896609-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Haplotype network of PF-carp. Panels <bold>(A&#x2013;C)</bold> represents Daotian carp (DTL), Jinbian carp (JBL), and Wu carp (WL), respectively. Cycle size is roughly proportional to the haplotype frequency. Location abbreviations refer to <xref ref-type="fig" rid="F1">Figure 1</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-10-896609-g004.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>Genetic diversity of PF-carp</title>
<p>The indices of genetic diversity H, Hd, and &#x03C0; are summarized in <xref ref-type="table" rid="T1">Table 1</xref>. A total of 66 haplotypes were obtained from the 524 individual sequences, with 39, 16, 5, 8, and 32 haplotypes from the DTL, JBL, RY, SJL, and WL strains, respectively. There was a high overall haplotype genetic diversity (Hd = 0.959) while a relatively low nucleotide diversity (&#x03C0; = 0.0061) was observed in all strains. Hd of each population ranged from 0.559 (RY) to 0.953 (Du&#x2019;an; DA), while &#x03C0; ranged from 0.0011 (RY) to 0.0079 (CJ). Meanwhile, the WL strain showed the highest number of unique haplotypes (ph = 16).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Estimates of genetic diversity for the 18 populations of PF-carp.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Population</td>
<td valign="top" align="center"><italic>N</italic></td>
<td valign="top" align="center"><italic>H</italic></td>
<td valign="top" align="center">Ph</td>
<td valign="top" align="center">Hd</td>
<td valign="top" align="center">&#x03C0;</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">DTL</td>
<td valign="top" align="center">161</td>
<td valign="top" align="center">39</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">0.922 + 0.011</td>
<td valign="top" align="center">0.0074 + 0.0003</td>
</tr>
<tr>
<td valign="top" align="left">CJ</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.942 + 0.240</td>
<td valign="top" align="center">0.0079 + 0.0006</td>
</tr>
<tr>
<td valign="top" align="left">GG</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.837 + 0.050</td>
<td valign="top" align="center">0.0042 + 0.0006</td>
</tr>
<tr>
<td valign="top" align="left">HJ</td>
<td valign="top" align="center">46</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.631 + 0.054</td>
<td valign="top" align="center">0.0063 + 0.0007</td>
</tr>
<tr>
<td valign="top" align="left">LN</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.761 + 0.068</td>
<td valign="top" align="center">0.0070 + 0.0008</td>
</tr>
<tr>
<td valign="top" align="left">RS</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.645 + 0.094</td>
<td valign="top" align="center">0.0042 + 0.0012</td>
</tr>
<tr>
<td valign="top" align="left">JBL</td>
<td valign="top" align="center">64</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.902 + 0.020</td>
<td valign="top" align="center">0.0058 + 0.0004</td>
</tr>
<tr>
<td valign="top" align="left">RSJ</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.780 + 0.061</td>
<td valign="top" align="center">0.0035 + 0.0008</td>
</tr>
<tr>
<td valign="top" align="left">SJ</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.708 + 0.072</td>
<td valign="top" align="center">0.0042 + 0.0005</td>
</tr>
<tr>
<td valign="top" align="left">XR</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.747 + 0.074</td>
<td valign="top" align="center">0.0064 + 0.0008</td>
</tr>
<tr>
<td valign="top" align="left">RY</td>
<td valign="top" align="center">65</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">0.559 + 0.050</td>
<td valign="top" align="center">0.0011 + 0.0003</td>
</tr>
<tr>
<td valign="top" align="left">SJL</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.725 + 0.057</td>
<td valign="top" align="center">0.0063 + 0.0008</td>
</tr>
<tr>
<td valign="top" align="left">WL</td>
<td valign="top" align="center">192</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">0.936 + 0.006</td>
<td valign="top" align="center">0.0054 + 0.0002</td>
</tr>
<tr>
<td valign="top" align="left">DA</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.953 + 0.028</td>
<td valign="top" align="center">0.0043 + 0.0007</td>
</tr>
<tr>
<td valign="top" align="left">FS</td>
<td valign="top" align="center">39</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.896 + 0.025</td>
<td valign="top" align="center">0.0053 + 0.0005</td>
</tr>
<tr>
<td valign="top" align="left">GL</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.915 + 0.050</td>
<td valign="top" align="center">0.0059 + 0.0009</td>
</tr>
<tr>
<td valign="top" align="left">LC</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.935 + 0.039</td>
<td valign="top" align="center">0.0055 + 0.0006</td>
</tr>
<tr>
<td valign="top" align="left">NN</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.903 + 0.027</td>
<td valign="top" align="center">0.0055 + 0.0004</td>
</tr>
<tr>
<td valign="top" align="left">QY</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.942 + 0.023</td>
<td valign="top" align="center">0.0057 + 0.0005</td>
</tr>
<tr>
<td valign="top" align="left">QZ</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.883 + 0.033</td>
<td valign="top" align="center">0.0045 + 0.0005</td>
</tr>
<tr>
<td valign="top" align="left">YZ</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center"/>
<td valign="top" align="center">0.917 + 0.092</td>
<td valign="top" align="center">0.0061 + 0.0007</td>
</tr>
<tr>
<td valign="top" align="left">Overall</td>
<td valign="top" align="center">524</td>
<td valign="top" align="center">66</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">0.959 + 0.002</td>
<td valign="top" align="center">0.0061 + 0.0002</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>N, Number of each strain or population; H, Number of haplotypeph; ph, Private haplotype; Hd, Haplotype diversity; &#x03C0;, Nucleotide diversity. Location abbreviations refer to <xref ref-type="fig" rid="F1">Figure 1</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS4">
<title>Inter-strain differentiation</title>
<p>In the pairwise comparisons of different strains, significant values of F<sub>ST</sub> occurred in all pairs (<xref ref-type="table" rid="T2">Table 2</xref>), ranging from 0.051 to 0.365. It was noteworthy that RY exhibited high levels of differentiation from DTL, JBL, SJL, and WL (F<sub>ST</sub> = 0.171, 0.248, 0.365, and 0.212, respectively). SJL showed moderate levels of differentiation from JBL and WL (F<sub>ST</sub> = 0.148, 0.149, respectively). According to the results of the AMOVA, the majority (89.13%) of the genetic variation was attributed to variation within strains. Moderate levels of differentiation were detected among all the strains (F<sub>ST</sub> = 0.109, <italic>P</italic> &#x003C; 0.001, <xref ref-type="table" rid="T3">Table 3</xref>).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Pairwise F<sub>ST</sub> (below diagonal) and significance probability estimates (above diagonal) among strains.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Strain</td>
<td valign="top" align="center">DTL</td>
<td valign="top" align="center">JBL</td>
<td valign="top" align="center">RY</td>
<td valign="top" align="center">SJL</td>
<td valign="top" align="center">WL</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">DTL</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">JBL</td>
<td valign="top" align="center">0.053</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">RY</td>
<td valign="top" align="center">0.171</td>
<td valign="top" align="center">0.248</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">SJL</td>
<td valign="top" align="center">0.053</td>
<td valign="top" align="center">0.148</td>
<td valign="top" align="center">0.365</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"><xref ref-type="table-fn" rid="t2fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">WL</td>
<td valign="top" align="center">0.051</td>
<td valign="top" align="center">0.067</td>
<td valign="top" align="center">0.212</td>
<td valign="top" align="center">0.149</td>
<td valign="top" align="center">0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t2fns1"><p>&#x002A;&#x002A;&#x002A;P &#x003C; 0.001.</p></fn>
<fn><p><italic>DTL, Daotian carp; RY, Ru Yuan No. 1; JBL, Jinbian carp; SJL, Shaijiang carp; WL, Wu carp.</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) of strains.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Source of variation</td>
<td valign="top" align="center">d.f.</td>
<td valign="top" align="center">Sum of squares</td>
<td valign="top" align="center">Variance components</td>
<td valign="top" align="center">Percentage of variation</td>
<td valign="top" align="center">F-statistic</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Among strains</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">236.741</td>
<td valign="top" align="center">0.567</td>
<td valign="top" align="center">10.87</td>
<td valign="top" align="center">0.109<xref ref-type="table-fn" rid="t3fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Within strains</td>
<td valign="top" align="center">519</td>
<td valign="top" align="center">2411.269</td>
<td valign="top" align="center">4.646</td>
<td valign="top" align="center">89.13</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">523</td>
<td valign="top" align="center">2648.01</td>
<td valign="top" align="center">5.212</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t3fns1"><p>&#x002A;&#x002A;&#x002A;P &#x003C; 0.001.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS5">
<title>Intra-strain differentiation</title>
<p>To further explore the differentiation among populations within strains, average pairwise F<sub>ST</sub> was calculated for DTL, JBL, and WL, strains that contained more than two populations. The F<sub>ST</sub> values of DTL ranged from 0.072 to 0.359. Interestingly, a significantly high degree of differentiation was observed between RS and all other populations (<xref ref-type="supplementary-material" rid="TS3">Supplementary Table 3</xref>). Similarly, HJ also displayed a high level of differentiation from other populations except for a moderate level with CJ. Analysis of molecular variance showed that 76.63% of the genetic variation existed within populations (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Analysis of molecular variance (AMOVA) of Daotian carp (DTL), Jinbian carp (JBL), and Wu carp (WL).</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Source of variation</td>
<td valign="top" align="center">d.f.</td>
<td valign="top" align="center">Sum of squares</td>
<td valign="top" align="center">Variance components</td>
<td valign="top" align="center">Percentage of variation</td>
<td valign="top" align="center">F-statistic</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><bold>DTL</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Among populations</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">210.444</td>
<td valign="top" align="center">1.499</td>
<td valign="top" align="center">23.37</td>
<td valign="top" align="center">0.234<xref ref-type="table-fn" rid="t4fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Within populations</td>
<td valign="top" align="center">156</td>
<td valign="top" align="center">766.935</td>
<td valign="top" align="center">4.916</td>
<td valign="top" align="center">76.63</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">160</td>
<td valign="top" align="center">977.379</td>
<td valign="top" align="center">6.415</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"><bold>JBL</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Among populations</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">64.371</td>
<td valign="top" align="center">1.391</td>
<td valign="top" align="center">26.19</td>
<td valign="top" align="center">0.262<xref ref-type="table-fn" rid="t4fns1">&#x002A;&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Within populations</td>
<td valign="top" align="center">61</td>
<td valign="top" align="center">239.176</td>
<td valign="top" align="center">3.920</td>
<td valign="top" align="center">73.81</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">63</td>
<td valign="top" align="center">303.547</td>
<td valign="top" align="center">5.312</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"><bold>WL</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Among populations</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">50.914</td>
<td valign="top" align="center">0.122</td>
<td valign="top" align="center">2.72</td>
<td valign="top" align="center">0.027</td>
</tr>
<tr>
<td valign="top" align="left">Within populations</td>
<td valign="top" align="center">184</td>
<td valign="top" align="center">806.356</td>
<td valign="top" align="center">4.382</td>
<td valign="top" align="center">97.28</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">191</td>
<td valign="top" align="center">857.271</td>
<td valign="top" align="center">4.504</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t4fns1"><p>&#x002A;&#x002A;&#x002A;P &#x003C; 0.001.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>A particularly high level of differentiation was detected between populations of the JBL strain, including Sanjiang (SJ), Rongshuijinbian (RSJ), and Xiaorong (XR) (ranging from 0.217 to 0.282) (<xref ref-type="supplementary-material" rid="TS4">Supplementary Table 4</xref>). According to the results of AMOVA, the 73.81% of the genetic variation was attributed to variation within populations (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
<p>With respect to the WL strain, the differentiation level was relatively low among eight populations, varying from &#x2212;0.042 to 0.176 (<xref ref-type="supplementary-material" rid="TS5">Supplementary Table 5</xref>). F<sub>ST</sub> values were significant for 7 of 28 combinations of pairs, within which a moderate level of differentiation was only observed in three pairs. The AMOVA results also showed a relatively high percentage of variation within populations (97.28%) (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
<p>The Mantel test revealed no significant correlation between geographic distance and F<sub>ST</sub> for the three strains, (DTL: <italic>P</italic> = 0.345, JBL strain: <italic>P</italic> = 0.188, and WL: <italic>P</italic> = 0.738).</p>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<sec id="S4.SS1">
<title>Germplasm resources of PF-carp</title>
<p>It has been suggested that common carp primarily consists of three subspecies in European and Asian populations: CC, CH, and CR, an exception being CCH in lakes of the Yunnan&#x2013;Guizhou plateau of China (<xref ref-type="bibr" rid="B33">Wu, 1977a</xref>; <xref ref-type="bibr" rid="B40">Zhou et al., 2003</xref>; <xref ref-type="bibr" rid="B30">Wang et al., 2010</xref>). In accordance with <xref ref-type="bibr" rid="B6">Cheng et al. (2021)</xref>, the haplotype network in our study indicated that the majority haplotype (57/66) originated from CR, and thus this strain was deemed as the main matrilineal resource of the PF-carp. Moreover, certain frequencies of the mitochondrial haplotypes of CC (1/66) or CH (8/66) were also detected in these PF-carp. Considering that CC is distributed over vast areas of central Asia, Europe, and Xinjiang in China, one explanation for this observation is introgression. During its domestication, common carp has been intentionally introduced into different geographical locations, generating hybridization and genetic introgression during breeding (<xref ref-type="bibr" rid="B30">Wang et al., 2010</xref>; <xref ref-type="bibr" rid="B8">Dong et al., 2015</xref>). Moreover, it has been demonstrated that not only hybridization but also introgression was detected between European and Asian carp by mtDNA and allozyme markers (<xref ref-type="bibr" rid="B15">Kohlmann et al., 2003</xref>).</p>
</sec>
<sec id="S4.SS2">
<title>Effects of artificial selection on low genetic diversity of RY</title>
<p>In this study, we used one mitochondrial gene and the mitochondrial control region to estimate the genetic diversity and differentiation among and within strains. Notably, RY showed the lowest level of haplotype diversity (Hd = 0.559) and nucleotide diversity (&#x03C0; = 0.0011) while displaying a high degree of differentiation from the other four strains (<xref ref-type="table" rid="T2">Table 2</xref>). This result was consistent with our previous study that had revealed that the genetic diversity of selectively bred populations of RY was lower than in two landrace populations (<xref ref-type="bibr" rid="B41">Zhu et al., 2018</xref>). &#x201C;RY NO. 1&#x201D; is the first new variety of PF-carp approved in China, a strain that has been artificially selected for five generations based on desirable traits of rapid growth, a round body, and weak jumping ability. Researchers have revealed that consecutive breeding for many generations has led to decreased genetic diversity in golden mandarin fish (<italic>Siniperca scherzeri</italic> Steindachner) as revealed by microsatellite markers (<xref ref-type="bibr" rid="B21">Luo et al., 2015</xref>). Likewise, artificial selection is likely to have imposed distinctive signatures on Atlantic salmon (<italic>Salmo salar</italic>) characterized by reduction in genetic diversity and high genetic differentiation from other populations (<xref ref-type="bibr" rid="B20">Lopez et al., 2019</xref>). The effects of artificial selection practices on loss of genetic diversity have been reflected in other aquaculture species such as the Pacific abalone (<italic>Haliotis discus hannai</italic>) (<xref ref-type="bibr" rid="B5">Chen et al., 2017</xref>), the eastern oyster (<italic>Crassostrea virginica</italic> Gmelin) (<xref ref-type="bibr" rid="B37">Yu and Guo, 2004</xref>) and clam (<italic>Meretrix petechialis</italic>). Long-term mass selection increases the levels of inbreeding and co-ancestry, thereby decreasing the pool of genetic diversity (<xref ref-type="bibr" rid="B25">Rodriguez-Ramilo et al., 2015</xref>). Therefore, it is reasonable to believe that genetic diversity of RY has been eroded by continuous intense selection practices.</p>
</sec>
<sec id="S4.SS3">
<title>Genetic differentiation and diversity of PF-carp cultured under traditional rich-fish systems</title>
<p>Researchers have pointed out that vicariance and geographic isolation contribute to genetic differentiation. In our case, it was noteworthy that the three populations of the JBL strain (SJ, RSJ, and XR) exhibited significantly high differentiation. Similarly, both HJ and RS were significantly differentiated from other populations of the DTL strain (<xref ref-type="supplementary-material" rid="TS3">Supplementary Table 3</xref>). The common point shared by these five populations was that they all originated from remote mountainous areas that hindered genetic exchange with other populations and thus intensified differentiation.</p>
<p>In this study, indigenous PF-carp in these regions are managed in traditional rice-fish co-culture systems, where farmers maintain small numbers of parental carp and produce fry for themselves. Unlike crop seeds that can be stored and transmitted from a long distance (<xref ref-type="bibr" rid="B23">Pautasso et al., 2013</xref>), parental PF-carp used in rice-fish co-culture systems have to be continuously cultivated by farmers. Notably, farmer connectivity (parental carp exchange and fry transmission) is indispensable to promote gene flow and maintain a high level of genetic diversity (<xref ref-type="bibr" rid="B24">Ren et al., 2018</xref>). Considering inbreeding, artificial selection or lack of farmer connection would gradually degrade the genetic diversity (<xref ref-type="bibr" rid="B13">Kincaid, 1983</xref>; <xref ref-type="bibr" rid="B24">Ren et al., 2018</xref>), and thus it was no wonder that the nucleotide diversity values of RS (&#x03C0; = 0.0042), RSJ (&#x03C0; = 0.0035) and SJ (&#x03C0; = 0.0042) were relatively low compared to other populations.</p>
<p>By contrast, the populations of the WL strain exhibited a low degree of differentiation (<xref ref-type="supplementary-material" rid="TS5">Supplementary Table 5</xref>). The WL strain is the most widely farmed strain in southwestern China, and parental carp and fry are frequently exchanged. In traditional farming systems, seed exchange can help maintain genetic diversity (<xref ref-type="bibr" rid="B7">Deletre et al., 2011</xref>; <xref ref-type="bibr" rid="B18">Labeyrie et al., 2016</xref>; <xref ref-type="bibr" rid="B24">Ren et al., 2018</xref>). Farmers dynamically manage agricultural biodiversity by continually collecting, testing, and selecting seeds with unusual and interesting traits through exchanging germplasm with other farmers (<xref ref-type="bibr" rid="B7">Deletre et al., 2011</xref>).</p>
</sec>
<sec id="S4.SS4">
<title>Implications for management and conservation</title>
<p>Research has revealed how the genetic diversity of crops and livestock can be maintained in traditional agricultural systems (<xref ref-type="bibr" rid="B12">Jarvis et al., 2008</xref>; <xref ref-type="bibr" rid="B7">Deletre et al., 2011</xref>; <xref ref-type="bibr" rid="B18">Labeyrie et al., 2016</xref>). For example, farmers are typically exchanging seed material with neighbors, relatives, and distant farmers, moving crop genetic diversity across farming units.</p>
<p>Moreover, farming practices including different cultivation methods and the use of multiple varieties shaped by culture, economics, and religion have been demonstrated to help conserve genetic diversity (<xref ref-type="bibr" rid="B3">Berthouly et al., 2009</xref>; <xref ref-type="bibr" rid="B4">Boettcher and Hoffmann, 2011</xref>). According to Ren&#x2019;s model, the genetic diversity (He) of PF-carp is positively related to the number of connected rice-fish farming farmer households and the frequency of exchange among these households (<xref ref-type="bibr" rid="B24">Ren et al., 2018</xref>). In this study, nucleotide diversity of RS, RSJ, and SJ was relatively low due to the lack of farmer connectivity. Therefore, it is necessary to encourage local farmers to share parental carp and fry to avoid genetic degradation and to maintain a dependable supply of genetically diverse fish. As for the geographically specific strains such as JBL and SJL, attention should be paid to preserve the native nucleotide diversity. On one hand, farmers should mind the intensity of selection and enhance communication with other RF-farmer households. On the other, farmers should watch out for introgression of exotic species. For example, we observed that CC genetic resources have invaded PF-carp in China, and this serves as a warning to trace the genetic origin of introduced common carp and to preserve native germplasm resources.</p>
</sec>
</sec>
<sec id="S5" 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: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/genbank/">https://www.ncbi.nlm.nih.gov/genbank/</ext-link>, <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="OM933729">OM933729</ext-link>&#x2014;<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="OM934252">OM934252</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/genbank/">https://www.ncbi.nlm.nih.gov/genbank/</ext-link>, <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="OM934253">OM934253</ext-link>&#x2014;<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="OM934776">OM934776</ext-link>.</p>
</sec>
<sec id="S6">
<title>Ethics statement</title>
<p>The animal study was reviewed and approved by animal care and use committee of Pearl River Fisheries Research Institute, Chinese Academy of Fishery Sciences.</p>
</sec>
<sec id="S7">
<title>Author contributions</title>
<p>ZZ and DM conceived this work and designed the methodology. ZZ, JF, HS, and YL collected and analyzed the data. ZZ, DM, and HZ created the original draft. DM supervised the analysis and writing process. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (32072971), the Science and Technology Program of Guangzhou, China (202002030370), Guangdong Provincial Special Fund for Modern Agriculture Industry Technology Innovation Teams (2019KJ150), and the Guangdong Provincial Special Fund For Technology (200901096270243).</p>
</sec>
<sec id="S15" sec-type="COI-statement">
<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 id="S16" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="S9" 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.2022.896609/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fevo.2022.896609/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.XLSX" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_2.XLSX" id="TS2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_3.XLSX" id="TS3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_4.XLSX" id="TS4" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_5.XLSX" id="TS5" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<fn id="footnote1"><label>1</label><p><ext-link ext-link-type="uri" xlink:href="http://www.fao.org/giahs/giahs-home/en/">www.fao.org/giahs/giahs-home/en/</ext-link></p></fn>
</fn-group>
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