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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.2021.702178</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 of the Black Citrus Aphid <italic>Aphis aurantii</italic> (Hemiptera, Aphididae) in China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Hong-Ling</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Zhi-Teng</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1321514/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Chao</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Wu</surname> <given-names>Xing-Long</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Xiao</surname> <given-names>Ke-Jun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Pu</surname> <given-names>De-Qiang</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-group>
<aff id="aff1"><sup>1</sup><institution>Key Laboratory of Integrated Pest Management of Southwest Crops, Institute of Plant Protection, Sichuan Academy of Agricultural Sciences</institution>, <addr-line>Chengdu</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Grain Science and Technology, Jiangsu University of Science and Technology</institution>, <addr-line>Zhenjiang</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Ai-bing Zhang, Capital Normal University, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Jing-Tao Sun, Nanjing Agricultural University, China; Cheng-Min Shi, Chinese Academy of Sciences, China</p></fn>
<corresp id="c001">&#x002A;Correspondence: De-Qiang Pu, <email>pdqpudeqiang@163.com</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Biogeography and Macroecology, a section of the journal Frontiers in Ecology and Evolution</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>07</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>702178</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>04</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>06</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Liu, Chen, Liu, Wu, Xiao and Pu.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Liu, Chen, Liu, Wu, Xiao and Pu</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>The black citrus aphid, <italic>Aphis aurantii</italic> <xref ref-type="bibr" rid="B2">Boyer de Fonscolombe, 1841</xref>, is one of the most destructive pests in commercial tea plantations and gardens in China. In this study, we investigated the population genetic structure of <italic>A. aurantii</italic> based on the concatenated sequences of two mitochondrial genes, cytochrome c oxidase I (<italic>cox1</italic>) and cytochrome b (<italic>cytb</italic>). A total of 166 haplotypes were identified from 177 individuals collected at 11 locations in China. The whole Chinese <italic>A. aurantii</italic> population showed a low nucleotide diversity (0.00968) and a high population diversity (haplotype diversity; 0.9991). The haplotypes of the 11 local populations were widely distributed in the neighbor-joining phylogenetic tree and haplotype network diagram, whereas no apparent lineages were detected. Gene flow analysis showed gene exchanges among local populations. The pairwise <italic>F</italic><sub>st</sub> values revealed a certain amount of genetic difference among local populations. Analysis of molecular variance (AMOVA) reflected genetic differences both within and among populations. The isolation by distance (IBD) analysis revealed a high positive correlation between the geographic distance and genetic distance of the different populations. Neutral test and mismatch distribution suggested that <italic>A. aurantii</italic> may have experienced recent population expansion events.</p>
</abstract>
<kwd-group>
<kwd>genetic structure</kwd>
<kwd>mitochondrial gene</kwd>
<kwd>aphids</kwd>
<kwd><italic>Aphis aurantii</italic></kwd>
<kwd>pest</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="7"/>
<equation-count count="0"/>
<ref-count count="29"/>
<page-count count="9"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1">
<title>Introduction</title>
<p>The tea aphid (<italic>Aphis aurantii</italic> Boyer de Fonscolombe, 1841), also known as the &#x201C;black citrus aphid,&#x201D; is widely distributed in tropical and subtropical regions, including the Mediterranean region, England, Africa, India, Southeast Asia, Australia, South America, Central America, and North America (<xref ref-type="bibr" rid="B23">Tahori and Hazan, 1970</xref>; <xref ref-type="bibr" rid="B3">Carver, 1978</xref>). <italic>A. aurantii</italic> is an extremely polyphagous species with a very wide host range, inhabiting plants from over 190 genera of 80 families. Many of these hosts are economically important plants, such as citrus, coffee, tea, cacao, avocado, loquat, litchi, mango, fig, <italic>Camellia</italic> spp., <italic>Cinchona</italic> spp., <italic>Annona</italic> spp., <italic>Macadamia</italic> spp., <italic>Piper</italic> spp., and <italic>Artocarpus</italic> spp. (<xref ref-type="bibr" rid="B3">Carver, 1978</xref>). <italic>A. aurantii</italic> shows a preference for members of the families Rutaceae, Rosaceae, Apocynaceae, and Rubiaceae. In China, <italic>A. aurantii</italic> frequently occurs throughout the tea regions and causes direct feeding damage to fresh leaves and tender shoots, seriously reducing the output and lowering the quality of commercial teas. The excreted honeydew of <italic>A. aurantii</italic> can also incur mildew on the leaves, which reduces photosynthesis of the tea leaves.</p>
<p>In Chinese tea gardens, the main strategy for controlling these aphids is using chemical pesticides. However, this method has resulted in three main issues: residue, resistance, and resurgence. Very few genetic studies have been conducted for <italic>A. aurantii</italic>. The partial mitochondrial cytochrome c oxidase I (<italic>cox1</italic>) genes of some <italic>A. aurantii</italic> specimens were sequenced from Guangxi Province in southern China (<xref ref-type="bibr" rid="B26">Wang and Qiao, 2009</xref>), and apparent intraspecific genetic diversity was found within <italic>A. aurantii</italic>. The mitochondrial genome of <italic>A. aurantii</italic> from Guangxi Province was sequenced (<xref ref-type="bibr" rid="B27">Wang et al., 2019</xref>) and the phylogeny of Aphidoidea was rebuilt, revealing the close relationship between <italic>A. aurantii</italic> and <italic>Aphis craccivora</italic> <xref ref-type="bibr" rid="B13">Koch, 1854</xref>. A recent study sequenced the mitochondrial genome of <italic>A. aurantii</italic> from Sichuan Province and constructed the phylogeny of Aphididae (<xref ref-type="bibr" rid="B17">Pu et al., 2020</xref>), supporting the close relationship of <italic>A. aurantii</italic> and other aphids in <italic>Aphis</italic>. The transcriptome of <italic>A. aurantii</italic> has also been sequenced and analyzed (<xref ref-type="bibr" rid="B12">Hong et al., 2020</xref>), providing a basic transcriptomic dataset to identify simple sequence repeats (SSRs). However, these molecular studies did not involve population genetic analysis for the Chinese <italic>A. aurantii</italic>. To better understand the population genetics of this important pest and provide new insights for controlling this pest, we sampled 11 sites (<xref ref-type="fig" rid="F1">Figure 1</xref>) and examined the population genetic structure of Chinese <italic>A. aurantii</italic> based on the concatenated sequences of two mitochondrial genes: <italic>cox1</italic> and <italic>cytb</italic>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Collection localities of the samples used in this study. (1) Guiyang, Guizhou Province; (2) Changsha, Hunan Province; (3) Qingyuan, Guangdong Province; (4) Quanzhou, Fujian Province; (5) Dadukou, Sichuan Province; (6) Ya&#x2019;an, Sichuan Province; (7) Huguo, Sichuan Province; (8) Mianyang, Sichuan Province; (9) Pu&#x2019;er, Yunnan Province; (10) Chizhou, Anhui Province; (11) Hangzhou, Zhejiang Province.</p></caption>
<graphic xlink:href="fevo-09-702178-g001.tif"/>
</fig>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Sampling and DNA Extraction</title>
<p>A total of 220 individuals of <italic>A. aurantii</italic> were sampled from 11 tea plantations in China in 2020 (<xref ref-type="fig" rid="F1">Figure 1</xref> and <xref ref-type="table" rid="T1">Table 1</xref>). The populations from the 11 locations were, respectively, named as P1, P2, and so on. All individuals were preserved in 99.9% ethanol until DNA extraction. Genomic DNA was extracted from each individual using the E.Z.N.A.<sup>&#x00AE;</sup> Tissue DNA Kit (Omega, Norcross, GA, United States) following the manufacturer&#x2019;s protocol and preserved at &#x2212;20&#x00B0;C.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Sample information in this study.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"><bold>Code</bold></td>
<td valign="top" align="left"><bold>Sampling location</bold></td>
<td valign="top" align="center"><bold>Sample size</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">P1</td>
<td valign="top" align="left">Guiyang City, Guizhou Province</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">P2</td>
<td valign="top" align="left">Changsha City, Hunan Province</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">P3</td>
<td valign="top" align="left">Qingyuan City, Guangdong Province</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">P4</td>
<td valign="top" align="left">Shennei Village, Anxi County, Quanzhou City, Fujian Province</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">P5</td>
<td valign="top" align="left">Limu Village, Dadukou Town, Naxi District, Luzhou City, Sichuan Province</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">P6</td>
<td valign="top" align="left">Dangcunba, Mingshan County, Ya&#x2019;an City, Sichuan Province</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">P7</td>
<td valign="top" align="left">Huguo Town, Naxi District, Luzhou City, Sichuan Province</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">P8</td>
<td valign="top" align="left">Beichuan, Mianyang City, Sichuan Province</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">P9</td>
<td valign="top" align="left">Heimao, Pu&#x2019;er City, Yunnan Province</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">P10</td>
<td valign="top" align="left">Lixin, Chizhou City, Anhui Province</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">P11</td>
<td valign="top" align="left">Xihu District, Hangzhou City, Zhejiang Province</td>
<td valign="top" align="center">20</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S2.SS2">
<title>PCR Reaction and Sequencing</title>
<p>The <italic>cox1</italic> gene was amplified with the universal primers cox1F 5&#x2032;-ATTCAACCAATCATAAAGATATTGG-3&#x2032; and cox1R 5&#x2032;-TAAACTTCTGGATGTCCAAAAAATCA-3&#x2032; (<xref ref-type="bibr" rid="B10">Hebert et al., 2004</xref>). The <italic>cytb</italic> gene was amplified with primers cytbF 5&#x2032;-GATGATGAAATTTTGGATC-3&#x2032; and cytbR 5&#x2032;-CTAATGCAATAACTCCTCC-3&#x2032; (<xref ref-type="bibr" rid="B9">Harry et al., 1998</xref>). The conditions for the PCR reactions were as follows: initial denaturation at 94&#x00B0;C for 5 min, followed by 35 cycles of denaturation at 94&#x00B0;C for 30 s, annealing at 54&#x00B0;C for 45 s, and elongation at 72&#x00B0;C for 60 s, and a final elongation at 72&#x00B0;C for 10 min. The PCR products were separated by electrophoresis in 1.0% agarose gels and purified with the Axygen DNA Gel Extraction Kit (Axygen Biotechnology, Hangzhou, China). The purified PCR fragments were sequenced by an ABI 3730 automated sequencer (Biozeron Co., Ltd., Shanghai, China).</p>
</sec>
<sec id="S2.SS3">
<title>Analyses of Genetic Variation</title>
<p>The gene length, conserved sites, variable sites, parsimony informative sites, singleton sites, and the average A + T contents were, respectively, calculated for the <italic>cox1</italic> and <italic>cytb</italic> genes and their concatenated sequences by Mega v6.0 (<xref ref-type="bibr" rid="B25">Tamura et al., 2013</xref>). Genetic diversity parameters, including the haplotype number (<italic>H</italic>), number of polymorphic sites (<italic>S</italic>), haplotype diversity (<italic>H</italic><sub>d</sub>), and nucleotide diversity (Pi), were estimated using DnaSP software (<xref ref-type="bibr" rid="B15">Librado and Rozas, 2009</xref>). Each haplotype was named as H1, H2, and so on. Molecular variance analysis (AMOVA), pairwise <italic>F</italic><sub>st</sub> values, neutrality test, and mismatch distribution analysis were performed with the Arlequin v3.5 software (<xref ref-type="bibr" rid="B4">Excoffier and Lischer, 2010</xref>). Gene flow analysis was also conducted with the Arlequin v3.5 software to generate the <italic>N</italic><sub>m</sub> values and examine the gene exchanges between different populations. To test the correlation between geographic distance and genetic difference, the IBD (isolation by distance) analysis based on the Mantel test was performed using IBD v1.53 (<xref ref-type="bibr" rid="B1">Bohonak, 2002</xref>). Principal coordinates analysis (PCoA) was conducted from the distance matrix of the 11 populations and eight provincial groups.</p>
</sec>
<sec id="S2.SS4">
<title>Phylogenetic Analyses</title>
<p>Phylogenetic reconstruction using the concatenated sequences was performed with the neighbor-joining (NJ) method hosted by Mega v6.0 (<xref ref-type="bibr" rid="B25">Tamura et al., 2013</xref>). In the NJ analysis, the bootstrap method was used with 1,000 bootstrap replications. The Kimura two-parameter model was selected as the substitution model. Both transitions and transversions were included, and the rates among sites were regarded as uniform. Gaps/missing data were pairwise deleted. All computed trees were adjusted and visualized in FigTree v1.4.2. The relationships among the different haplotypes were inferred using a median-joining method in PopART software (<xref ref-type="bibr" rid="B14">Leigh and Bryant, 2015</xref>).</p>
</sec>
</sec>
<sec id="S3">
<title>Results</title>
<sec id="S3.SS1">
<title>DNA Sequencing</title>
<p>The 220 sampled individuals of <italic>A. aurantii</italic> yielded 196 high-quality <italic>cox1</italic> sequences and 201 <italic>cytb</italic> sequences (GenBank accession numbers <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW265715">MW265715</ext-link>&#x2013;<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW265910">MW265910</ext-link> and <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW289592">MW289592</ext-link>&#x2013;<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW289792">MW289792</ext-link>). Both genes were simultaneously obtained for 177 individuals. The remaining double-peak sequences were excluded from the analyses. For the <italic>cox1</italic> genes, the consensus length was 702 bp for all populations (<xref ref-type="table" rid="T2">Table 2</xref>). The average A + T content for the <italic>cox1</italic> genes was 75.5%. The <italic>cox1</italic> sequences of the 11 populations included 623 conserved sites, 76 variable sites, 54 parsimony informative sites, and 22 singleton sites. For the <italic>cytb</italic> genes, the consensus length was 829 bp for all populations (<xref ref-type="table" rid="T2">Table 2</xref>). The average A + T content for the <italic>cox1</italic> genes was 76.9%. The <italic>cytb</italic> sequences of the 11 populations included 666 conserved sites, 150 variable sites, 114 parsimony informative sites, and 33 singleton sites. For the concatenated sequences of the <italic>cox1</italic> and <italic>cytb</italic> genes of the 177 individuals, the consensus length was 1,507 bp and the average A + T content was 76.2% (<xref ref-type="table" rid="T2">Table 2</xref>). There were 1,287 conserved sites, 214 variable sites, 160 parsimony informative sites, and 54 singleton sites in the concatenated sequences. These concatenated sequences were used for subsequent genetic and phylogenetic analyses.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Content of gene sequences in <italic>Aphis aurantii</italic>.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"><bold>Gene</bold></td>
<td valign="top" align="center"><bold>Length (bp)</bold></td>
<td valign="top" align="center"><bold>C</bold></td>
<td valign="top" align="center"><bold>V</bold></td>
<td valign="top" align="center"><bold>Pi</bold></td>
<td valign="top" align="center"><bold>S</bold></td>
<td valign="top" align="center"><bold>A + T (%)</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>cox1</italic></td>
<td valign="top" align="center">702</td>
<td valign="top" align="center">623</td>
<td valign="top" align="center">76</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">75.5</td>
</tr>
<tr>
<td valign="top" align="left"><italic>cytb</italic></td>
<td valign="top" align="center">829</td>
<td valign="top" align="center">666</td>
<td valign="top" align="center">150</td>
<td valign="top" align="center">114</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">76.9</td>
</tr>
<tr>
<td valign="top" align="left"><italic>cox1</italic> + <italic>cytb</italic></td>
<td valign="top" align="center">1,507</td>
<td valign="top" align="center">1,287</td>
<td valign="top" align="center">214</td>
<td valign="top" align="center">160</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">76.2</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>Length, consensus length; C, conserved sites; V, variable sites; Pi, parsimony informative sites; S, singleton sites; A + T, average A + T content.</italic></attrib>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS2">
<title>Genetic Variation and Diversity</title>
<p>A total of 166 haplotypes were identified for the 177 samples of <italic>A. aurantii</italic>, which had both <italic>cox1</italic> and <italic>cytb</italic> sequences (<xref ref-type="supplementary-material" rid="FS1">Supplementary Material</xref>). Most of the haplotypes were unique and corresponded to their own population; only three haplotypes (H28, H34, and H63) were shared by different populations. The largest haplotype was H28, which was shared by one individual of P2 from Hunan, two individuals of P7 from Sichuan, and one individual of P10 from Anhui. The entire dataset comprised 92 polymorphic sites, with a high <italic>H</italic><sub>d</sub> of 0.9991 (&#x00B1;0.0008) and a low Pi of 0.0097 (&#x00B1;0.0005) (<xref ref-type="table" rid="T3">Table 3</xref>). For each population, the number of polymorphic sites (<italic>S</italic>) ranged from 37 (P7) to 88 (P11). The <italic>H</italic><sub>d</sub> was 1.000 for all populations. The Pi values varied from 0.0112 (&#x00B1;0.0008, P2) to 0.0211 (&#x00B1;0.0014, P9).</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Parameters of genetic diversity in populations of <italic>Aphis aurantii</italic>.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"><bold>Population</bold></td>
<td valign="top" align="center"><bold><italic>N</italic></bold></td>
<td valign="top" align="center"><bold><italic>H</italic></bold></td>
<td valign="top" align="center"><bold><italic>S</italic></bold></td>
<td valign="top" align="center"><bold><italic>H</italic><sub>d</sub> &#x00B1; SD</bold></td>
<td valign="top" align="center"><bold>Pi &#x00B1; SD</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">P1</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">1.000 &#x00B1; 0.016</td>
<td valign="top" align="center">0.0119 &#x00B1; 0.0007</td>
</tr>
<tr>
<td valign="top" align="left">P2</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">1.000 &#x00B1; 0.016</td>
<td valign="top" align="center">0.0112 &#x00B1; 0.0008</td>
</tr>
<tr>
<td valign="top" align="left">P3</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">47</td>
<td valign="top" align="center">1.000 &#x00B1; 0.027</td>
<td valign="top" align="center">0.0146 &#x00B1; 0.0008</td>
</tr>
<tr>
<td valign="top" align="left">P4</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">57</td>
<td valign="top" align="center">1.000 &#x00B1; 0.019</td>
<td valign="top" align="center">0.0148 &#x00B1; 0.0008</td>
</tr>
<tr>
<td valign="top" align="left">P5</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">71</td>
<td valign="top" align="center">1.000 &#x00B1; 0.019</td>
<td valign="top" align="center">0.0150 &#x00B1; 0.0014</td>
</tr>
<tr>
<td valign="top" align="left">P6</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">1.000 &#x00B1; 0.039</td>
<td valign="top" align="center">0.0151 &#x00B1; 0.0014</td>
</tr>
<tr>
<td valign="top" align="left">P7</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">37</td>
<td valign="top" align="center">1.000 &#x00B1; 0.020</td>
<td valign="top" align="center">0.0114 &#x00B1; 0.0006</td>
</tr>
<tr>
<td valign="top" align="left">P8</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">61</td>
<td valign="top" align="center">1.000 &#x00B1; 0.024</td>
<td valign="top" align="center">0.0167 &#x00B1; 0.0011</td>
</tr>
<tr>
<td valign="top" align="left">P9</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">87</td>
<td valign="top" align="center">1.000 &#x00B1; 0.020</td>
<td valign="top" align="center">0.0211 &#x00B1; 0.0014</td>
</tr>
<tr>
<td valign="top" align="left">P10</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">62</td>
<td valign="top" align="center">1.000 &#x00B1; 0.027</td>
<td valign="top" align="center">0.0172 &#x00B1; 0.0013</td>
</tr>
<tr>
<td valign="top" align="left">P11</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">88</td>
<td valign="top" align="center">1.000 &#x00B1; 0.030</td>
<td valign="top" align="center">0.0185 &#x00B1; 0.0031</td>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">177</td>
<td valign="top" align="center">166</td>
<td valign="top" align="center">92</td>
<td valign="top" align="center">0.9991 &#x00B1; 0.0008</td>
<td valign="top" align="center">0.0097 &#x00B1; 0.0005</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>N, sample size; H, number of haplotypes; S, number of polymorphic sites; H<sub>d</sub>, haplotype diversity; Pi, nucleotide diversity.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>The AMOVA showed more variation of genetic differentiation within populations than among populations of <italic>A. aurantii</italic> (<xref ref-type="table" rid="T4">Table 4</xref>). Over 87.49% variation of genetic differentiation occurred within populations, and only 12.51% of the genetic variation was found among populations. The pairwise <italic>F</italic><sub>st</sub> values were highly variable, ranging from 0.0229 (between populations P3 and P4) to 0.2984 (between populations P2 and P11). High genetic differentiations were present between populations P2 and P11 (<italic>F</italic><sub>st</sub> &#x003E; 0.25, <italic>p</italic> &#x003C; 0.05), whereas no significant differentiations were present between other pairwise populations (<xref ref-type="table" rid="T5">Table 5</xref>). Most of the <italic>N</italic><sub>m</sub> values from the gene flow analysis were more than 1, except for the negative values between P11 and populations P2, P3, P4, P7, and P8 (<xref ref-type="table" rid="T5">Table 5</xref>). The highest <italic>N</italic><sub>m</sub> value was found between P3 and P4.</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Analysis of molecular variance (AMOVA) for the different populations of <italic>Aphis aurantii</italic>.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"><bold>Source of variation</bold></td>
<td valign="top" align="center"><bold>Degree of freedom</bold></td>
<td valign="top" align="center"><bold>Sum of squares</bold></td>
<td valign="top" align="center"><bold>Variance components</bold></td>
<td valign="top" align="center"><bold>Percentage of variation</bold></td>
<td valign="top" align="center"><bold>Fixation index</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Among populations</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">686.328</td>
<td valign="top" align="center">2.9796 Va</td>
<td valign="top" align="center">12.51</td>
<td valign="top" align="center"><italic>F</italic><sub>st</sub> = 0.1251, <italic>p</italic> = 0</td>
</tr>
<tr>
<td valign="top" align="left">Within populations</td>
<td valign="top" align="center">166</td>
<td valign="top" align="center">3,458.067</td>
<td valign="top" align="center">20.8317 Vb</td>
<td valign="top" align="center">87.49</td>
<td valign="top" align="justify"/>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">176</td>
<td valign="top" align="center">4,144.395</td>
<td valign="top" align="center">23.8113</td>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
</tr>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="T5">
<label>TABLE 5</label>
<caption><p>Matrix of pairwise <italic>F</italic><sub>st</sub> (below diagonal) and <italic>N</italic><sub>m</sub> values (above diagonal) among the 11 populations of <italic>Aphis aurantii</italic> based on concatenated sequences.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center"><bold>P1</bold></td>
<td valign="top" align="center"><bold>P2</bold></td>
<td valign="top" align="center"><bold>P3</bold></td>
<td valign="top" align="center"><bold>P4</bold></td>
<td valign="top" align="center"><bold>P5</bold></td>
<td valign="top" align="center"><bold>P6</bold></td>
<td valign="top" align="center"><bold>P7</bold></td>
<td valign="top" align="center"><bold>P8</bold></td>
<td valign="top" align="center"><bold>P9</bold></td>
<td valign="top" align="center"><bold>P10</bold></td>
<td valign="top" align="center"><bold>P11</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">P1</td>
<td/>
<td valign="top" align="center">2.3241</td>
<td valign="top" align="center">3.4482</td>
<td valign="top" align="center">1.9233</td>
<td valign="top" align="center">6.1174</td>
<td valign="top" align="center">5.1525</td>
<td valign="top" align="center">2.5260</td>
<td valign="top" align="center">3.0217</td>
<td valign="top" align="center">2.6399</td>
<td valign="top" align="center">5.1757</td>
<td valign="top" align="center">1.6130</td>
</tr>
<tr>
<td valign="top" align="left">P2</td>
<td valign="top" align="center">0.0971&#x002A;&#x002A;</td>
<td/>
<td valign="top" align="center">1.2652</td>
<td valign="top" align="center">1.0175</td>
<td valign="top" align="center">1.3433</td>
<td valign="top" align="center">2.3647</td>
<td valign="top" align="center">5.2413</td>
<td valign="top" align="center">1.9300</td>
<td valign="top" align="center">1.0091</td>
<td valign="top" align="center">1.4498</td>
<td valign="top" align="center">0.5878</td>
</tr>
<tr>
<td valign="top" align="left">P3</td>
<td valign="top" align="center">0.0676&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1650&#x002A;&#x002A;</td>
<td/>
<td valign="top" align="center">10.656</td>
<td valign="top" align="center">2.2023</td>
<td valign="top" align="center">1.9604</td>
<td valign="top" align="center">1.1273</td>
<td valign="top" align="center">2.3558</td>
<td valign="top" align="center">1.6836</td>
<td valign="top" align="center">2.1495</td>
<td valign="top" align="center">0.9280</td>
</tr>
<tr>
<td valign="top" align="left">P4</td>
<td valign="top" align="center">0.1150&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1972&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0229</td>
<td/>
<td valign="top" align="center">1.7177</td>
<td valign="top" align="center">2.0142</td>
<td valign="top" align="center">1.0309</td>
<td valign="top" align="center">1.9694</td>
<td valign="top" align="center">1.3188</td>
<td valign="top" align="center">1.4684</td>
<td valign="top" align="center">0.7754</td>
</tr>
<tr>
<td valign="top" align="left">P5</td>
<td valign="top" align="center">0.0393&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1569&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1020&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1271&#x002A;&#x002A;</td>
<td/>
<td valign="top" align="center">5.0046</td>
<td valign="top" align="center">1.4395</td>
<td valign="top" align="center">2.2480</td>
<td valign="top" align="center">5.7561</td>
<td valign="top" align="center">2.7975</td>
<td valign="top" align="center">1.5344</td>
</tr>
<tr>
<td valign="top" align="left">P6</td>
<td valign="top" align="center">0.0463&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0956&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1131&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1104&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0476&#x002A;</td>
<td/>
<td valign="top" align="center">3.0960</td>
<td valign="top" align="center">4.0066</td>
<td valign="top" align="center">1.7458</td>
<td valign="top" align="center">5.7984</td>
<td valign="top" align="center">1.0576</td>
</tr>
<tr>
<td valign="top" align="left">P7</td>
<td valign="top" align="center">0.0901&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0455&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1815&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1952&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1480&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0747&#x002A;&#x002A;</td>
<td/>
<td valign="top" align="center">1.9170</td>
<td valign="top" align="center">1.1984</td>
<td valign="top" align="center">2.0060</td>
<td valign="top" align="center">0.9364</td>
</tr>
<tr>
<td valign="top" align="left">P8</td>
<td valign="top" align="center">0.0764&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1147&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0959&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1126&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1001&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0587&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1154&#x002A;&#x002A;</td>
<td/>
<td valign="top" align="center">1.7894</td>
<td valign="top" align="center">2.8766</td>
<td valign="top" align="center">0.8955</td>
</tr>
<tr>
<td valign="top" align="left">P9</td>
<td valign="top" align="center">0.0865&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1986&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1293&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1594&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0416&#x002A;</td>
<td valign="top" align="center">0.1253&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1726&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1226&#x002A;&#x002A;</td>
<td/>
<td valign="top" align="center">1.6402</td>
<td valign="top" align="center">1.8019</td>
</tr>
<tr>
<td valign="top" align="left">P10</td>
<td valign="top" align="center">0.0461&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1471&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1042&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1455&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0820&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0413&#x002A;</td>
<td valign="top" align="center">0.1108&#x002A;&#x002A;</td>
<td valign="top" align="center">0.0800&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1323&#x002A;&#x002A;</td>
<td/>
<td valign="top" align="center">1.2834</td>
</tr>
<tr>
<td valign="top" align="left">P11</td>
<td valign="top" align="center">0.1342&#x002A;&#x002A;</td>
<td valign="top" align="center">0.2984&#x002A;&#x002A;</td>
<td valign="top" align="center">0.2122&#x002A;&#x002A;</td>
<td valign="top" align="center">0.2438&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1401&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1912&#x002A;&#x002A;</td>
<td valign="top" align="center">0.2107&#x002A;&#x002A;</td>
<td valign="top" align="center">0.2182&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1218&#x002A;&#x002A;</td>
<td valign="top" align="center">0.1630&#x002A;&#x002A;</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic>&#x002A;Significant: 0.01 &#x003C; <italic>p</italic> &#x003C; 0.05; &#x002A;&#x002A;Highly significant: <italic>p</italic> &#x003C; 0.01.</italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>The IBD analysis revealed a highly significant positive correlation (<italic>r</italic> = 0.4190, <italic>p</italic> &#x003C; 0.01) between the geographic distance and genetic distance of the <italic>A. aurantii</italic> populations.</p>
<p>The first two coordinates of the PCoA explained 78.78% of the total variation among the 11 populations (<xref ref-type="fig" rid="F2">Figure 2</xref>). The first and second axes explained 52.8 and 25.98% variation, respectively. Most genotypes on the PCoA graph were separately clustered, except for populations 1 and 10, which were partially overlapped. The PCoA at the population level also revealed that P2, P4, P7, and P11 were clearly distinct from the other populations. In the PCoA at the province level, most genotypes from Sichuan were closely located with those from Guizhou, Yunnan, and Anhui; the genotypes from Hunan, Fujian, and Zhejiang were clearly distinct from those of the other provinces.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Two-dimensional plot of the principal coordinates analysis of the 11 populations (<italic>left</italic>) and eight provincial groups (<italic>right</italic>).</p></caption>
<graphic xlink:href="fevo-09-702178-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>Neutrality Test</title>
<p>The neutrality test was conducted based on the concatenated <italic>cox1</italic> and <italic>cytb</italic> sequences (<xref ref-type="table" rid="T6">Table 6</xref>). Tajima&#x2019;s <italic>D</italic> values were positive for most populations except for P11, and all these values were not statistically significant (<xref ref-type="table" rid="T6">Table 6</xref>). Fu&#x2019;s <italic>F</italic><sub><italic>s</italic></sub> values were negative for most populations except for P7, and most of the values were not statistically significant, except for that of P1. For the entire dataset of <italic>A. aurantii</italic>, Tajima&#x2019;s <italic>D</italic> value was positive and not significant, while Fu&#x2019;s <italic>F</italic><sub><italic>s</italic></sub> value was negative and significant (<xref ref-type="table" rid="T6">Table 6</xref>).</p>
<table-wrap position="float" id="T6">
<label>TABLE 6</label>
<caption><p>Neutrality test and the corresponding <italic>p</italic>-values for the populations of <italic>Aphis aurantii</italic> based on the concatenated <italic>cox1</italic> and <italic>cytb</italic> sequences.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"><bold>Population</bold></td>
<td valign="top" align="center"><bold>Tajima&#x2019;s <italic>D</italic> test</bold></td>
<td valign="top" align="center"><bold>Significance (<italic>p</italic>)</bold></td>
<td valign="top" align="center"><bold>Fu&#x2019;s <italic>F</italic><sub><italic>s</italic></sub> test</bold></td>
<td valign="top" align="center"><bold>Significance (<italic>p</italic>)</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">P1</td>
<td valign="top" align="center">0.5631</td>
<td valign="top" align="center">0.7440</td>
<td valign="top" align="center">&#x2212;4.0072</td>
<td valign="top" align="center">0.0260</td>
</tr>
<tr>
<td valign="top" align="left">P2</td>
<td valign="top" align="center">0.9156</td>
<td valign="top" align="center">0.8510</td>
<td valign="top" align="center">&#x2212;2.1829</td>
<td valign="top" align="center">0.1590</td>
</tr>
<tr>
<td valign="top" align="left">P3</td>
<td valign="top" align="center">1.8761</td>
<td valign="top" align="center">0.9930</td>
<td valign="top" align="center">&#x2212;2.2767</td>
<td valign="top" align="center">0.0750</td>
</tr>
<tr>
<td valign="top" align="left">P4</td>
<td valign="top" align="center">1.2028</td>
<td valign="top" align="center">0.9220</td>
<td valign="top" align="center">&#x2212;1.7765</td>
<td valign="top" align="center">0.1630</td>
</tr>
<tr>
<td valign="top" align="left">P5</td>
<td valign="top" align="center">0.2844</td>
<td valign="top" align="center">0.6570</td>
<td valign="top" align="center">&#x2212;2.6735</td>
<td valign="top" align="center">0.0680</td>
</tr>
<tr>
<td valign="top" align="left">P6</td>
<td valign="top" align="center">1.0998</td>
<td valign="top" align="center">0.9030</td>
<td valign="top" align="center">&#x2212;0.7456</td>
<td valign="top" align="center">0.2100</td>
</tr>
<tr>
<td valign="top" align="left">P7</td>
<td valign="top" align="center">1.2288</td>
<td valign="top" align="center">0.9380</td>
<td valign="top" align="center">0.0190</td>
<td valign="top" align="center">0.4550</td>
</tr>
<tr>
<td valign="top" align="left">P8</td>
<td valign="top" align="center">1.3051</td>
<td valign="top" align="center">0.9320</td>
<td valign="top" align="center">&#x2212;2.2267</td>
<td valign="top" align="center">0.0900</td>
</tr>
<tr>
<td valign="top" align="left">P9</td>
<td valign="top" align="center">0.9117</td>
<td valign="top" align="center">0.8680</td>
<td valign="top" align="center">&#x2212;2.3448</td>
<td valign="top" align="center">0.0920</td>
</tr>
<tr>
<td valign="top" align="left">P10</td>
<td valign="top" align="center">1.4214</td>
<td valign="top" align="center">0.9560</td>
<td valign="top" align="center">&#x2212;1.6907</td>
<td valign="top" align="center">0.1210</td>
</tr>
<tr>
<td valign="top" align="left">P11</td>
<td valign="top" align="center">&#x2212;0.4017</td>
<td valign="top" align="center">0.3720</td>
<td valign="top" align="center">&#x2212;1.1723</td>
<td valign="top" align="center">0.1580</td>
</tr>
<tr>
<td valign="top" align="left">Whole</td>
<td valign="top" align="center">0.1121</td>
<td valign="top" align="center">0.6610</td>
<td valign="top" align="center">&#x2212;23.9127</td>
<td valign="top" align="center">0.0030</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S3.SS4">
<title>Mismatch Distribution Analysis</title>
<p>The mismatch distribution analyses generated single bell curves for the combined dataset of all <italic>A. aurantii</italic> populations (<xref ref-type="fig" rid="F3">Figure 3</xref>). In the two curves calculated by different models, the observed data generally corresponded with the simulated mismatch distribution under the spatial expansion model rather than the sudden expansion model.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Mismatch distributions of <italic>Aphis aurantii</italic> based on the concatenated <italic>cox1</italic> and <italic>cytb</italic> sequences.</p></caption>
<graphic xlink:href="fevo-09-702178-g003.tif"/>
</fig>
<p>For the entire dataset of <italic>A. aurantii</italic> under the sudden expansion model, the goodness-of-fit test computed the sum of squared deviation (SSD) as 0.0040, which was not statistically significant (<italic>p</italic> = 0.2300); the Harpending&#x2019;s raggedness index (HRI) was 0.0003, which was also not statistically significant (<italic>p</italic> = 1.0000). For each population, the SSD and HRI values were all not significant (<xref ref-type="table" rid="T7">Table 7</xref>).</p>
<table-wrap position="float" id="T7">
<label>TABLE 7</label>
<caption><p>Mismatch distribution and the corresponding <italic>p</italic>-values for the entire dataset of <italic>Aphis aurantii</italic> based on the concatenated <italic>cox1</italic> and <italic>cytb</italic> genes.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"><bold>Population</bold></td>
<td valign="top" align="center"><bold>Model</bold></td>
<td valign="top" align="center"><bold>Sum of squared deviation</bold></td>
<td valign="top" align="center"><bold>Significance (<italic>p</italic>)</bold></td>
<td valign="top" align="center"><bold>Harpending&#x2019;s raggedness index</bold></td>
<td valign="top" align="center"><bold>Significance (<italic>p</italic>)</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">P1</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0091</td>
<td valign="top" align="center">0.3300</td>
<td valign="top" align="center">0.0160</td>
<td valign="top" align="center">0.1900</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0078</td>
<td valign="top" align="center">0.1900</td>
<td valign="top" align="center">0.0160</td>
<td valign="top" align="center">0.1500</td>
</tr>
<tr>
<td valign="top" align="left">P2</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0075</td>
<td valign="top" align="center">0.4400</td>
<td valign="top" align="center">0.0152</td>
<td valign="top" align="center">0.3500</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0058</td>
<td valign="top" align="center">0.5900</td>
<td valign="top" align="center">0.0152</td>
<td valign="top" align="center">0.4800</td>
</tr>
<tr>
<td valign="top" align="left">P3</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0161</td>
<td valign="top" align="center">0.2500</td>
<td valign="top" align="center">0.0328</td>
<td valign="top" align="center">0.1900</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0162</td>
<td valign="top" align="center">0.1300</td>
<td valign="top" align="center">0.0328</td>
<td valign="top" align="center">0.1300</td>
</tr>
<tr>
<td valign="top" align="left">P4</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0073</td>
<td valign="top" align="center">0.3800</td>
<td valign="top" align="center">0.0194</td>
<td valign="top" align="center">0.0900</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0073</td>
<td valign="top" align="center">0.4300</td>
<td valign="top" align="center">0.0194</td>
<td valign="top" align="center">0.2300</td>
</tr>
<tr>
<td valign="top" align="left">P5</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0132</td>
<td valign="top" align="center">0.4200</td>
<td valign="top" align="center">0.0143</td>
<td valign="top" align="center">0.5700</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0097</td>
<td valign="top" align="center">0.2900</td>
<td valign="top" align="center">0.0143</td>
<td valign="top" align="center">0.5000</td>
</tr>
<tr>
<td valign="top" align="left">P6</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0146</td>
<td valign="top" align="center">0.6800</td>
<td valign="top" align="center">0.0284</td>
<td valign="top" align="center">0.7900</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0146</td>
<td valign="top" align="center">0.6400</td>
<td valign="top" align="center">0.0284</td>
<td valign="top" align="center">0.7100</td>
</tr>
<tr>
<td valign="top" align="left">P7</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0138</td>
<td valign="top" align="center">0.2900</td>
<td valign="top" align="center">0.0186</td>
<td valign="top" align="center">0.2700</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0136</td>
<td valign="top" align="center">0.3700</td>
<td valign="top" align="center">0.0186</td>
<td valign="top" align="center">0.6000</td>
</tr>
<tr>
<td valign="top" align="left">P8</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0131</td>
<td valign="top" align="center">0.3200</td>
<td valign="top" align="center">0.0220</td>
<td valign="top" align="center">0.4100</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0096</td>
<td valign="top" align="center">0.4100</td>
<td valign="top" align="center">0.0220</td>
<td valign="top" align="center">0.3300</td>
</tr>
<tr>
<td valign="top" align="left">P9</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0068</td>
<td valign="top" align="center">0.7300</td>
<td valign="top" align="center">0.0150</td>
<td valign="top" align="center">0.3900</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0071</td>
<td valign="top" align="center">0.5900</td>
<td valign="top" align="center">0.0150</td>
<td valign="top" align="center">0.4600</td>
</tr>
<tr>
<td valign="top" align="left">P10</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0140</td>
<td valign="top" align="center">0.6800</td>
<td valign="top" align="center">0.0242</td>
<td valign="top" align="center">0.5300</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0109</td>
<td valign="top" align="center">0.5900</td>
<td valign="top" align="center">0.0242</td>
<td valign="top" align="center">0.4700</td>
</tr>
<tr>
<td valign="top" align="left">P11</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0103</td>
<td valign="top" align="center">0.8200</td>
<td valign="top" align="center">0.0230</td>
<td valign="top" align="center">0.8100</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0103</td>
<td valign="top" align="center">0.7700</td>
<td valign="top" align="center">0.0230</td>
<td valign="top" align="center">0.7600</td>
</tr>
<tr>
<td valign="top" align="left">Whole</td>
<td valign="top" align="center">Sudden expansion</td>
<td valign="top" align="center">0.0040</td>
<td valign="top" align="center">0.2300</td>
<td valign="top" align="center">0.0003</td>
<td valign="top" align="center">1.0000</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Spatial expansion</td>
<td valign="top" align="center">0.0003</td>
<td valign="top" align="center">0.8500</td>
<td valign="top" align="center">0.0003</td>
<td valign="top" align="center">0.9700</td>
</tr>
</tbody>
</table></table-wrap>
<p>For the entire dataset of <italic>A. aurantii</italic> under the spatial expansion model, the goodness-of-fit test computed the SSD as 0.0003, which was not significant (<italic>p</italic> = 0.8500), and the HRI was 0.0003, which was also not significant (<italic>p</italic> = 0.9700). For each population, the SSD and HRI values were all not significant (<xref ref-type="table" rid="T7">Table 7</xref>).</p>
</sec>
<sec id="S3.SS5">
<title>Phylogenetic Relationships and Genetic Structure</title>
<p>The NJ tree was constructed using the concatenated <italic>cox1</italic> and <italic>cytb</italic> sequences (<xref ref-type="fig" rid="F4">Figure 4</xref>). However, the bootstrap values of most clades were lower than 50%. Individuals of the 11 populations were scattered in the tree and did not cluster into apparent lineages. Each geographic population cannot be divided in the phylogenetic analysis, indicating more variation of genetic differentiation within populations than among populations of <italic>A. aurantii</italic>. The only exception is P11, most samples of which grouped together in the NJ tree.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Neighbor-joining tree derived from the concatenated sequences. Clustered two or more individuals from the same location are <italic>painted</italic>. Nodes are named using the sample number. Bootstrap values are shown on the <italic>nodes</italic>.</p></caption>
<graphic xlink:href="fevo-09-702178-g004.tif"/>
</fig>
<p>The median-joining network was constructed for populations from eight provinces (<xref ref-type="fig" rid="F5">Figure 5</xref>). The 166 haplotypes were widely distributed among the sampling locations and were connected without apparently diverged lineages. Most haplotypes were unshared by different geographic groups (each province), except for haplotypes H28, H34, and H63. H28 was the mostly shared haplotype by three geographic groups from Hunan, Sichuan, and Anhui. H34 was shared by two geographic groups from Sichuan and Anhui. H63 was shared by two geographic groups from Hunan and Sichuan.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>The median-joining network of the haplotypes of <italic>Aphis aurantii</italic>. Haplotypes from each province were, respectively, indicated by <italic>colored circles</italic>.</p></caption>
<graphic xlink:href="fevo-09-702178-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="S4">
<title>Discussion</title>
<sec id="S4.SS1">
<title>Genetic Variations</title>
<p>The purpose of the current study was to determine the genetic diversity and interrelationship of the Chinese populations of <italic>A. aurantii</italic> using mitochondrial gene markers. Assessment of the genetic diversity of the species can reveal its adaptability to environmental change, which is important for pest control or biological resource protection (<xref ref-type="bibr" rid="B19">Schmitt and Hewitt, 2004</xref>). The <italic>A. aurantii</italic> populations studied herein were characterized by a high haplotype diversity and a low nucleotide diversity. This suggests that <italic>A. aurantii</italic> might have undergone expansion from a low effective population size, or ancient population bottleneck or founder effect (<xref ref-type="bibr" rid="B11">Hedgecock et al., 1989</xref>; <xref ref-type="bibr" rid="B6">Grant and Bowen, 1998</xref>). The star-like structures of the haplotype network diagram also provided evidence for the recent expansion of <italic>A. aurantii</italic> from a small number of ancestors (<xref ref-type="bibr" rid="B20">Slatkin and Hudson, 1991</xref>; <xref ref-type="bibr" rid="B6">Grant and Bowen, 1998</xref>).</p>
<p>Different locations in China are represented by different local tea products. Such long-term monocultures of plant hosts could lead to the low nucleotide diversities of each tea aphid population. The ability of <italic>A. aurantii</italic> to adapt to chemical insecticides is poor, so it is susceptible to regional extinction events. The periodically excessive use of chemical insecticides in tea gardens might cause the total extinction of a regional population, which could lead to a further reduction in the genetic diversity of <italic>A. aurantii</italic>.</p>
<p>The AMOVA suggested the existence of more variation of genetic differentiation within populations than among populations of <italic>A. aurantii</italic>. The pairwise <italic>F</italic><sub>st</sub> results (0.02292&#x2013;0.29841) suggested that low to moderate degrees of genetic differentiations are present among the <italic>A. aurantii</italic> populations (<xref ref-type="bibr" rid="B28">Wright, 1990</xref>). Meanwhile, most of the <italic>N</italic><sub>m</sub> values generated by gene flow analysis were higher than 1, further indicating the existence of frequent gene flow events among the <italic>A. aurantii</italic> populations (<xref ref-type="bibr" rid="B21">Slatkin and Maddison, 1989</xref>). Both the <italic>F</italic><sub>st</sub> and <italic>N</italic><sub>m</sub> analyses supported the genetically close relationship between P3 of Guangdong and P4 of Fujian. The PCoA also indicated the existence of genetic differentiations in most populations of <italic>A. aurantii</italic>.</p>
<p>The IBD analysis revealed a highly significant positive correlation (<italic>r</italic> = 0.4190, <italic>p</italic> &#x003C; 0.01) between the geographic distance and genetic distance of the <italic>A. aurantii</italic> populations. Geographic isolation was supported as the main factor that reduced the gene flow events among the different populations of <italic>A. aurantii</italic>. Despite the restriction by geographic distance, the strong dispersal ability of <italic>A. aurantii</italic> resulted in a certain degree of gene exchange between populations, which was supported by the AMOVA and gene flow analysis. The current cosmopolitan distribution of <italic>A. aurantii</italic> (<xref ref-type="bibr" rid="B16">Piron et al., 2019</xref>) supported its possession of a strong dispersal ability, which could have promoted the gene exchange between different populations. The ability of inhabiting a wide range of plants also provided intermediate hosts for the dispersal of <italic>A. aurantii</italic>. The continuous transportation of countless tea products or other plants between regions could have also accelerated the process of gene exchange.</p>
<p>In both the NJ tree and haplotype network diagram, no strong genetic structure was detected. Each population was widely distributed on the trees and networks, comprising different haplotypes and not forming distinct lineages. This may be explained by the long period of migration-caused gene exchange between the populations of <italic>A. aurantii</italic>, which reduced the degree of genetic differentiation and made it difficult to establish independently evolved lineages.</p>
</sec>
<sec id="S4.SS2">
<title>Demographic History</title>
<p>For the entire dataset of Chinese <italic>A. aurantii</italic>, the neutrality test showed insignificantly positive Tajima&#x2019;s <italic>D</italic> values and significantly negative Fu&#x2019;s <italic>F</italic><sub><italic>s</italic></sub> values, suggesting the probable existence of population expansion events in history (<xref ref-type="bibr" rid="B5">Fu, 1997</xref>). For each of the 11 sampled populations, most of the <italic>D</italic> values were insignificantly positive and most of the <italic>F</italic><sub><italic>s</italic></sub> values were insignificantly negative, deviating from neutrality. For the entire dataset and for each sampled population, both the tests of sum of squared deviation and Harpending&#x2019;s raggedness index were not significant, which suggested that the hypothesis of population expansion cannot be rejected (<xref ref-type="bibr" rid="B7">Harpending, 1994</xref>). The mismatch distribution of <italic>A. aurantii</italic> was consistent with the results of the neutrality test, being consistent with the simulated mismatch distributions of the expanded populations (<xref ref-type="bibr" rid="B8">Harpending et al., 1993</xref>). The obtained low Harpending&#x2019;s raggedness index (&#x003C;0.04) was also regarded as a significant evidence of ancient expansion events (<xref ref-type="bibr" rid="B7">Harpending, 1994</xref>), which further supported the hypothesis of population expansion in Chinese <italic>A. aurantii</italic> populations.</p>
<p>The significant negative values of the neutrality test and the good fitting degree of the mismatch distribution (demographic expansion and spatial expansion models) were the signatures of the population expansion events and supported the hypothesis that Chinese <italic>A. aurantii</italic> populations have undergone a rapid population expansion during their history (<xref ref-type="bibr" rid="B24">Tajima, 1989</xref>; <xref ref-type="bibr" rid="B18">Rogers, 1995</xref>; <xref ref-type="bibr" rid="B5">Fu, 1997</xref>). The result of the demographic history was consistent with that of haplotype and nucleotide diversities, which also indicated that <italic>A. aurantii</italic> underwent a rapid population expansion.</p>
<p>According to the above multiple analyses, Chinese <italic>A. aurantii</italic> populations might have derived from a low effective ancestral population size and then expanded along with their suitable habitats, such as tea gardens or tea factories. The continuous increase of habitats and the transregional transportation of host plants provided favorable conditions for the fast expansion of the tea aphids. The dispersal and spread of <italic>A. aurantii</italic> into different areas generated different geographic populations, and each population gradually accumulated genetic differences due to geographic isolation. Usually, the long geographical distance could reduce the gene exchange and cause different genetic structures within populations (<xref ref-type="bibr" rid="B22">Taguchi et al., 2015</xref>; <xref ref-type="bibr" rid="B29">Zhang et al., 2019</xref>). However, the excessive use of chemical insecticides continuously caused regional extinction and loss of the genetic diversity of Chinese <italic>A. aurantii</italic> populations. Although geographic isolation was considered the main factor that influenced the genetic diversity of Chinese tea aphids, the gradually increased cultivation areas and frequent transportation apparently promoted the gene exchange between the different <italic>A. aurantii</italic> populations and led to fewer genetic differences. From the aspect of pest control, reduction of population genetic diversity by chemicals or gene exchanges is beneficial to the control of tea aphids.</p>
</sec>
</sec>
<sec id="S5">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession numbers can be found below: NCBI (accession: <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW265715">MW265715</ext-link>-<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW265910">MW265910</ext-link> and <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW289592">MW289592</ext-link>-<ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MW289792">MW289792</ext-link>).</p>
</sec>
<sec id="S6">
<title>Ethics Statement</title>
<p>All experiments and procedures for this study complied with the current animal ethics guidelines and did not involve any protected animals.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>H-LL and D-QP conceived and designed the experiments. CL and X-LW collected and identified the samples. H-LL, Z-TC, and K-JX performed the experiments, analyzed the data, and wrote the manuscript. Z-TC prepared the figures. All authors reviewed the manuscript and contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This work was supported by the Frontier Discipline Fund of Sichuan Academy of Agricultural Sciences (2019QYXK032). Study on the disaster law and key control technology of main pests in Sichuan characteristic fruits (2021XKJS084), National Key R&#x0026;D Program of China (2016YFD0200900), and the Sichuan Tea Innovation Team of National Modern Agricultural Industry Technology System (sccxtd-2020-10).</p>
</fn>
</fn-group>
<ack>
<p>We are grateful to the editor and reviewers for their helpful comments.</p>
</ack>
<sec id="S10" 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.2021.702178/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fevo.2021.702178/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.PDF" id="FS1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"></supplementary-material>
</sec>
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