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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2022.1082809</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>
<italic>Wolbachia</italic> infection in field-collected <italic>Aedes aegypti</italic> in Yunnan Province, southwestern China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>HengDuan</given-names>
</name>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1608100"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gao</surname>
<given-names>Jian</given-names>
</name>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1582263"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ma</surname>
<given-names>Zu</given-names>
</name>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Yuan</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Ge</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Qing</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Du</surname>
<given-names>YuTong</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xing</surname>
<given-names>Dan</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>ChunXiao</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Teng</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1312670"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>YuTing</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/605954"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dong</surname>
<given-names>YanDe</given-names>
</name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Guo</surname>
<given-names>XiaoXia</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhao</surname>
<given-names>TongYan</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1694877"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>State Key Laboratory of Pathogen and Biosecurity, Beijing Institute of Microbiology and Epidemiology</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Jiaqi Fu, Purdue University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: XiaoLong Zhang, Science and Technology Research Center of China Customs (STRC), China; Rui-De Xue, Anastasia Mosquito Control District, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: XiaoXia Guo, <email xlink:href="mailto:guoxx99@163.com">guoxx99@163.com</email>; TongYan Zhao, <email xlink:href="mailto:tongyanzhao@126.com">tongyanzhao@126.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work and share first authorship</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Bacteria and Host, a section of the journal Frontiers in Cellular and Infection Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>12</volume>
<elocation-id>1082809</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Zhang, Gao, Ma, Liu, Wang, Liu, Du, Xing, Li, Zhao, Jiang, Dong, Guo and Zhao</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhang, Gao, Ma, Liu, Wang, Liu, Du, Xing, Li, Zhao, Jiang, Dong, Guo and Zhao</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>
<sec>
<title>Background</title>
<p>
<italic>Wolbachia</italic> is gram-negative and common intracellular bacteria, which is maternally inherited endosymbionts and could expand their propagation in host populations by means of various manipulations. Recent reports reveal the natural infection of <italic>Wolbachia</italic> in <italic>Aedes Aegypti</italic> in Malaysia, India, Philippines, Thailand and the United States. At present, none of <italic>Wolbachia</italic> natural infection in <italic>Ae. aegypti</italic> has been reported in China.</p>
</sec>
<sec>
<title>Methods</title>
<p>A total of 480 <italic>Ae. aegypti</italic> adult mosquitoes were collected from October and November 2018 based on the results of previous investigations and the distribution of <italic>Ae. aegypti</italic> in Yunnan. Each individual sample was processed and screened for the presence of <italic>Wolbachia</italic> by PCR with <italic>wsp</italic> primers. Phylogenetic trees for the <italic>wsp</italic> gene was constructed using the neighbour-joining method with 1,000 bootstrap replicates, and the p-distance distribution model of molecular evolution was applied.</p>
</sec>
<sec>
<title>Results</title>
<p>24 individual adult mosquito samples and 10 sample sites were positive for <italic>Wolbachia</italic> infection. The <italic>Wolbachia</italic> infection rate (IR) of each population ranged from 0 - 41.7%. The infection rate of group A alone was 0%-10%, the infection rate of group B alone was 0%-7.7%, and the infection rate of co-infection with A and B was 0-33.3%.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>
<italic>Wolbachia</italic> infection in wild <italic>Ae. aegypti</italic> in China is the first report based on PCR amplification of the <italic>Wolbachia wsp</italic> gene. The <italic>Wolbachia</italic> infection is 5%, and the <italic>wAlbA</italic> and <italic>wAlbB</italic> strains were found to be prevalent in the natural population of <italic>Ae. aegypti</italic> in Yunnan Province.</p>
</sec>
</abstract>
<kwd-group>
<kwd>
<italic>Aedes aegypti</italic>
</kwd>
<kwd>
<italic>Wolbachia</italic>
</kwd>
<kwd>
<italic>wsp</italic> gene</kwd>
<kwd>phylogenetics</kwd>
<kwd>China</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="62"/>
<page-count count="12"/>
<word-count count="5283"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>
<italic>Wolbachia</italic> are common gram-negative intracellular bacteria that are maternally inherited endosymbionts and can propagate in host populations <italic>via</italic> various manipulations. <italic>Wolbachia</italic> was first discovered in the reproductive tissue of <italic>Culex pipiens pipiens</italic> in 1924 (<xref ref-type="bibr" rid="B27">Hertig, 1924</xref>) and later found in field-collected mosquitos <italic>(</italic>
<xref ref-type="bibr" rid="B13">Carvajal et&#xa0;al., 2019</xref>
<italic>)</italic>. It is estimated to naturally occur in 66% of known insect species, including fruit flies, mosquitos, tsetse flies, bed bugs, ants, kissing bugs, and termites (<xref ref-type="bibr" rid="B28">Hilgenboecker et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B57">Werren et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B6">Beckmann et&#xa0;al., 2017</xref>).</p>
<p>The ecological interactions between <italic>Wolbachia</italic> and its eukaryotic host cells cover a wide range, including parasitism, symbiosis, and reciprocity (<xref ref-type="bibr" rid="B57">Werren et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B30">Hosokawa et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B31">In&#xe1;cio da Silva et&#xa0;al., 2021</xref>). Because of the unique ability of <italic>Wolbachia</italic> to infect and manipulate the reproductive mode of the host, it has deeply influenced not only the ecology and evolution of its host but also the host&#x2019;s reproductive biology through extensive symbiosis (<xref ref-type="bibr" rid="B35">Landmann, 2019</xref>; <xref ref-type="bibr" rid="B18">Ding et&#xa0;al., 2020</xref>). The effects of <italic>Wolbachia</italic> on the reproductive mode of the host mainly include the induction of cytoplasmic incompatibility (CI), parthenogenesis, male feminization, and male-killing increases in male mortality (<xref ref-type="bibr" rid="B56">Werren, 1997</xref>). In addition, <italic>Wolbachia</italic> induces CI during the fusion of male and female gametes (<xref ref-type="bibr" rid="B44">Ross et&#xa0;al., 2019</xref>), which not only suppresses mosquito populations but also inhibits the replication of viruses and parasites within mosquitoes, such as dengue virus (DENV), chikungunya virus (CHIKV), yellow fever virus (YFV), Zika virus (ZIKV) and <italic>Plasmodium</italic> parasites (<xref ref-type="bibr" rid="B40">Moreira et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B8">Bian et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B53">Walker et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B52">van den Hurk et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B2">Aliota et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B1">Ahmad et&#xa0;al., 2017</xref>).</p>
<p>Before 2014, natural <italic>Wolbachia</italic> infections were mainly concentrated in the <italic>Cx. pipiens</italic> complex and in <italic>Ae. Albopictus</italic> (<xref ref-type="bibr" rid="B47">Song She-Wu, 2002a</xref>; <xref ref-type="bibr" rid="B48">Song She-Wu, 2002b</xref>), and no natural infection was found in <italic>Ae. aegypti</italic> and <italic>Anopheles</italic> (<xref ref-type="bibr" rid="B17">Cui Bei-jin, 2015</xref>). However, natural <italic>Wolbachia</italic> infections were recently found in <italic>Anopheles gambiae</italic> in Burkina Faso, Mali, and areas of West Africa. In addition, <italic>Wolbachia</italic> infections in <italic>Ae. aegypti</italic> were found in Malaysia, India, the Philippines, Thailand, and the United States (<xref ref-type="bibr" rid="B5">Baldini et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B49">Teo et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B25">Hegde et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B50">Thongsripong et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B4">Balaji et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B7">Bennett et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B13">Carvajal et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B34">Kulkarni et&#xa0;al., 2019</xref>). At present, no natural <italic>Wolbachia</italic> infections in <italic>Ae. aegypti</italic> have been reported in China. <italic>Ae. aegypti</italic> is distributed in southern provinces in China, such as Hainan and Guangdong Provinces. Since the first discovery of <italic>Ae. aegypti</italic> in 2002 at Ruili Port in Yunnan Province, <italic>Ae. aegypti</italic> larvae and adults have been collected in 9 cities across Yunnan Province, indicating a rapid invasion and spread of this species (<xref ref-type="bibr" rid="B46">Shi et&#xa0;al., 2017</xref>). This rapid spread is highly concerning given that <italic>Ae. aegypti</italic> plays an important role in the transmission of the dengue virus and other mosquito-borne diseases and that <italic>Wolbachia</italic> infections in <italic>Ae. aegypti</italic> are linked to multiple invasions. Thus, this study investigated natural <italic>Wolbachia</italic> infection in this species in the field, especially in the border areas along Yunnan Province, which are the location of the invasion and spread of <italic>Ae. aegypti</italic>.</p>
<p>The common genes used to detect <italic>Wolbachia</italic> infection in a host species with polymerase chain reaction (PCR) include <italic>wsp</italic> (<italic>Wolbachia</italic> surface protein), <italic>ftsZ</italic> (filamenting temperature-sensitive mutant Z) and <italic>16S</italic> rRNA. Genetic drift in <italic>ftsZ</italic> and <italic>16S</italic> rRNA genes is low; thus, they can be used for stable amplification and classification of partial sequences with large differences at the species level. However, the highly variable marker gene <italic>wsp</italic> has a very similar genetic relationship, yet evolves faster than the former two and thus cannot be used to distinguish between species. Instead, it is easier to type closely related <italic>Wolbachia</italic> to determine the phylogenetic relationship of <italic>Wolbachia</italic> in greater detail (<xref ref-type="bibr" rid="B11">Braig et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B61">Zhou et&#xa0;al., 1998a</xref>). With the use of PCR and sequencing techniques, <italic>Wolbachia</italic> has been divided into 17 groups (A-Q) (<xref ref-type="bibr" rid="B3">Augustinos et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B55">Wang et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B23">Glowska et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B54">Wang et&#xa0;al., 2016</xref>). Groups A and B are typically capable of reproductive manipulation and are mainly distributed in arthropods (<xref ref-type="bibr" rid="B58">Werren et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B21">Ellegaard et&#xa0;al., 2013</xref>).</p>
<p>
<italic>Wolbachia</italic> as a new technology to control mosquito and mosquito-borne diseases is more long-lasting and environmentally friendly than traditional insecticide methods. By releasing <italic>Wolbachia</italic>-infected mosquitoes into target areas, the control of mosquito and mosquito-borne diseases has been applied in the United States, Australia and Mexico (<xref ref-type="bibr" rid="B29">Hoffmann et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B42">O&#x2019;Neill, 2018</xref>; <xref ref-type="bibr" rid="B38">Mains et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B14">Che-Mendoza et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B51">Utarini et&#xa0;al., 2021</xref>). <italic>Ae. aegypti</italic> is the main transmission vector of dengue fever in Yunnan Province which is one of the main provinces for dengue fever outbreaks. With the increase of mosquito resistance, it is important to develop new protection methods. It is important to realize the infection status and types of <italic>Wolbachia</italic> in major vectors in the region, in order to evaluate the application of Wolbachia in the future. Therefore, this study aimed to evaluate natural <italic>Wolbachia</italic> infections in <italic>Ae. aegypti</italic> collected from different sites in Yunnan Province using <italic>Wolbachia wsp</italic> gene amplification to detect and type the infection.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Description of the study area</title>
<p>Yunnan Province is located in southwestern China that comprises 16 prefectures and 129 counties, and extends from 21&#xb0;8&#x2032;32&#x2033; to 29&#xb0;15&#x2032;8&#x2033;N and 97&#xb0;31&#x2032;39&#x2033; to 106&#xb0;11&#x2032;47&#x2033;E which shares a 4,060-km border with Laos, Vietnam, and Myanmar. The climate in most regions of this province is fairly mild in winter and rather cool in summer. The temperature information of the sampling site was collected as shown in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Temperature of sampling areas in Yunnan Province, 2018.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Collection regions</th>
<th valign="top" align="center">City/Month</th>
<th valign="top" align="center">AHT(&#xb0;C)</th>
<th valign="top" align="center">EHT(&#xb0;C)</th>
<th valign="top" align="center">ALT(&#xb0;C)</th>
<th valign="top" align="center">ELT(&#xb0;C)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="3" align="left">Xishuangbanna prefecture</td>
<td valign="top" align="left">JH/10 month</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">16</td>
</tr>
<tr>
<td valign="top" align="left">MH/10 month</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">13</td>
</tr>
<tr>
<td valign="top" align="left">ML/10 month</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">16</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Dehong Prefecture</td>
<td valign="top" align="left">RL/10 month</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">12</td>
</tr>
<tr>
<td valign="top" align="left">RL/11 month</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">8</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>AHT, The average high temperature; EHT, The Extreme high temperature; ALT, The average low temperature; ELT, The Extreme low temperature; JH, Jionghong City; MH, Menghai Country; ML, Menglai Country; RL, Ruili City.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2_2">
<title>Mosquito sampling and DNA isolation</title>
<p>Samples were collected in July-August 2017, October-November 2018, and September 2019 and 2020. Samples were collected in the months in which <italic>Ae. aegypti</italic> breed in Yunnan, and the sample collection periods were consecutive. As the samples of <italic>Ae. aegypti</italic> in 2017, 2019 and 2020 were negative and positive only in the samples of 2018.</p>
<p>In the present study, 19 populations were collected between October and November 2018 based on the results of previous investigations and the distribution of <italic>Ae. aegypti</italic> in Yunnan Province (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Larvae were collected and reared to adults. All larvae collected from one breeding container were stored into a bottle, a bottle represents a breeding container. These bottles were brought back to the laboratory for eclosion. According to the standard of the people&#x2019;s Republic of China: NY/T1964.3-2010, adult mosquitoes and larvae were cultured in 26&#xb1;1&#xb0;C and 75&#xb1;10% humidity in lab. Adult mosquitoes were fed with 8% sugar water, and larval were fed with powder which implement the national standard GB 14924.3-2010 (crude protein&#x2265; 20%, crude fat content&#x2265; 4%, crude fiber content &#x2264;5%). All strains <italic>of Aedes aegypti</italic> in our insectary have fed with this diet all the time and <italic>Wolbachia</italic> free. Adult female mosquitoes after 7 days of eclosion were morphologically identified and COI identification and then for <italic>Wolbachia</italic> detection. According to the sample collection records, the different containers included waste tires, buckets, flowerpot, hydroponic plants and water basins. The distribution of <italic>Ae. aegypti</italic> in Yunnan is mainly concentrated in Xishuangbanna, Dehong and Lincang, although there are reports of distribution in other counties in Yunnan, but no local <italic>Ae. aegypti</italic> has been reported for several years. DNA isolation was conducted with the QIAamp<sup>&#xae;</sup> Fast DNA Tissue Kit (Qiagen, Dusseldorf, Germany) according to the manufacturer&#x2019;s protocol, and all the DNA samples were stored at -80&#xb0;C (<xref ref-type="bibr" rid="B32">Jiao Jun, 2022</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Collection information of <italic>Ae. aegypti</italic> in Yunnan Province in 2018.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Collection region</th>
<th valign="top" align="center">No.</th>
<th valign="top" align="center">Collection site</th>
<th valign="top" align="center">Size</th>
<th valign="top" align="center">Coordinates</th>
<th valign="top" align="center">Collection time</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="12" align="left">Xishuangbanna prefecture</td>
<td valign="top" align="center">YA1</td>
<td valign="top" align="center">JHMJ</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N22&#xb0;00&#x2019;04&#x2019;&#x2019;, E 100&#xb0;48&#x2019;26&#x2019;&#x2019;</td>
<td valign="top" align="center">10/28/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA2</td>
<td valign="top" align="center">JHGZ</td>
<td valign="top" align="center">12</td>
<td valign="top" align="left">N22&#xb0;00&#x2019;38&#x2019;&#x2019;, E 100&#xb0;49&#x2019;07&#x2019;&#x2019;</td>
<td valign="top" align="center">10/26/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA3</td>
<td valign="top" align="center">JHDM</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N21&#xb0;58&#x2019;09&#x2019;&#x2019;, E 100&#xb0;47&#x2019;47&#x2019;&#x2019;</td>
<td valign="top" align="center">10/25/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA4</td>
<td valign="top" align="center">JHMG</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N22&#xb0;00&#x2019;38&#x2019;&#x2019;, E100&#xb0;49&#x2019;07&#x2019;&#x2019;</td>
<td valign="top" align="center">10/26/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA5</td>
<td valign="top" align="center">JHFZ</td>
<td valign="top" align="center">13</td>
<td valign="top" align="left">N21&#xb0;59&#x2019;60&#x2019;&#x2019;, E100&#xb0;47&#x2019;13&#x2019;&#x2019;</td>
<td valign="top" align="center">10/28/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA6</td>
<td valign="top" align="center">DLYL</td>
<td valign="top" align="center">15</td>
<td valign="top" align="left">N21&#xb0;40&#x2019;52&#x2019;&#x2019;, E100&#xb0;02&#x2019;06&#x2019;&#x2019;</td>
<td valign="top" align="center">10/27/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA7</td>
<td valign="top" align="center">JHML</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N21&#xb0;29&#x2019;16&#x2019;&#x2019;, E101&#xb0;34&#x2019;04&#x2019;&#x2019;</td>
<td valign="top" align="center">10/25/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA8</td>
<td valign="top" align="center">JHGL2</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N22&#xb0;00&#x2019;04&#x2019;&#x2019;, E100&#xb0;48&#x2019;26&#x2019;&#x2019;</td>
<td valign="top" align="center">10/28/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA9</td>
<td valign="top" align="center">DLAA</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N21&#xb0;40&#x2019;49&#x2019;&#x2019;, E100&#xb0;02&#x2019;10&#x2019;&#x2019;</td>
<td valign="top" align="center">10/27/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA10</td>
<td valign="top" align="center">DLXX</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N21&#xb0;44&#x2019;46&#x2019;&#x2019;, E100&#xb0;11&#x2019;07&#x2019;&#x2019;</td>
<td valign="top" align="center">10/27/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA11</td>
<td valign="top" align="center">JHML</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N21&#xb0;59&#x2019;24&#x2019;&#x2019;, E100&#xb0;48&#x2019;41&#x2019;&#x2019;</td>
<td valign="top" align="center">10/27/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA12</td>
<td valign="top" align="center">JHJL</td>
<td valign="top" align="center">12</td>
<td valign="top" align="left">N22&#xb0;00&#x2019;20&#x2019;&#x2019;, E100&#xb0;47&#x2019;55&#x2019;&#x2019;</td>
<td valign="top" align="center">10/26/2018</td>
</tr>
<tr>
<td valign="top" rowspan="7" align="left">Dehong Prefecture</td>
<td valign="top" align="center">YA13</td>
<td valign="top" align="center">JGTA</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N23&#xb0;58&#x2019;53&#x2019;&#x2019;, E097&#xb0;53&#x2019;14&#x2019;&#x2019;</td>
<td valign="top" align="center">11/01/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA14</td>
<td valign="top" align="center">JGLS</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N23&#xb0;59&#x2019;54&#x2019;&#x2019;, E097&#xb0;53&#x2019;14&#x2019;&#x2019;</td>
<td valign="top" align="center">11/01/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA15</td>
<td valign="top" align="center">JGYH</td>
<td valign="top" align="center">8</td>
<td valign="top" align="left">N23&#xb0;57&#x2019;53&#x2019;&#x2019;, E097&#xb0;53&#x2019;14&#x2019;&#x2019;</td>
<td valign="top" align="center">11/01/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA16</td>
<td valign="top" align="center">RLHP</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N24&#xb0;00&#x2019;42&#x2019;&#x2019;, E097&#xb0;51&#x2019;08&#x2019;&#x2019;</td>
<td valign="top" align="center">11/02/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA17</td>
<td valign="top" align="center">RLJK</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N23&#xb0;59&#x2019;08&#x2019;&#x2019;, E097&#xb0;52&#x2019;31&#x2019;&#x2019;</td>
<td valign="top" align="center">10/31/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA18</td>
<td valign="top" align="center">RLPP</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N24&#xb0;00&#x2019;18&#x2019;&#x2019;, E097&#xb0;52&#x2019;58&#x2019;&#x2019;</td>
<td valign="top" align="center">11/01/2018</td>
</tr>
<tr>
<td valign="top" align="center">YA19</td>
<td valign="top" align="center">RLHF</td>
<td valign="top" align="center">30</td>
<td valign="top" align="left">N24&#xb0;00&#x2019;26&#x2019;&#x2019;, E097&#xb0;52&#x2019;53&#x2019;&#x2019;</td>
<td valign="top" align="center">11/01/2018</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_3">
<title>Molecular identification of mosquitoes</title>
<p>The DNA samples that were morphologically identified as <italic>Ae. aegypti</italic> were subjected to molecular identification of the COI gene to ensure that the experimental mosquitoes were <italic>Ae. aegypti</italic> (<xref ref-type="bibr" rid="B10">Bonacum et&#xa0;al., 2001</xref>).</p>
</sec>
<sec id="s2_4">
<title>Detection of <italic>Wolbachia</italic> infection</title>
<p>Following the <italic>Wolbachia wsp</italic> gene classification method established by Zhou et&#xa0;al. (<xref ref-type="bibr" rid="B62">Zhou et&#xa0;al., 1998b</xref>), three pairs of diagnostic primers were selected to detect and identify <italic>Wolbachia</italic>. The downstream primer was 691R (AAAAATTAAACGCTACTCCA), and the upstream primers were 81F (TGGTCCAATAAGTGATGAAGAAAC); 328F (CCAGCAGATACTATTGCG) and 183F (AAGGAACCGAAGTTCATG). 81F is a universal primer that can amplify a fragment of approximately 590-632 bp in all known <italic>Wolbachia</italic> strains. 328F amplifies a fragment of approximately 380 bp that is specific to <italic>Wolbachia</italic> Group A, whereas 183F amplifies a fragment of approximately 501 bp that is specific to <italic>Wolbachia</italic> Group B. The volume of amplified PCR was 50 &#xb5;L, including 25 &#xb5;L of Taq DNA polymerase, 16 &#xb5;L of double-distilled H<sub>2</sub>O, 2 &#xb5;L of upstream and downstream primers at a concentration of 10 &#x3bc;mol/L, and 5 &#xb5;L of the DNA template. The amplification conditions were 95&#xb0;C predenaturation for 3 min, then [amplification at 94&#xb0;C for 1 min, 55&#xb0;C for 1 min, 72&#xb0;C for 1 min] repeated for 35 cycles with a final extension of 72&#xb0;C for 7 min. Five microlitres of the above PCR product was used in a 1.2% agarose gel electrophoresis, the results of which were examined under UV light, and the remainder was sent to Tianyi Biotechnology Company, Ltd. for sequencing.</p>
</sec>
<sec id="s2_5">
<title>Phylogenetic analysis</title>
<p>All aligned <italic>Wolbachia</italic> sequences were compared with other sequences available in the GenBank database to determine the percentage identity using BLAST (<uri xlink:href="http://blast.ncbi.nlm.nih.gov/Blast.cgi">http://blast.ncbi.nlm.nih.gov/Blast.cgi</uri>). The most similar sequences were downloaded for phylogenetic analysis. The selected sequences of <italic>Wolbachia</italic> strains (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>) and those obtained in the study then underwent multiple alignments using Clustal W 2.0.10. A phylogenetic tree for the <italic>wsp</italic> gene was constructed using the neighbour-joining method with 1,000 bootstrap replicates, and the p-distance distribution model of molecular evolution was applied.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>
<italic>Ae. aegypti</italic> identification</title>
<p>Morphological identification and molecular identification of the COI gene determined that all 480 mosquitoes in this study were <italic>Ae. aegypti.</italic> All sequences have been submitted to the GenBank database with accession numbers ON637917 to ON637937.</p>
</sec>
<sec id="s3_2">
<title>Detection of <italic>Wolbachia</italic> in mosquitoes</title>
<p>Fragments of 500 bp and 380 bp were amplified with <italic>Wolbachia</italic> A- and <italic>Wolbachia</italic> B-specific primers, respectively, from each of the 30 samples from each <italic>Ae. aegypti</italic> population, confirming <italic>Wolbachia</italic> infection. The sequencing results showed that 24 (5%) adult mosquito samples were positive for <italic>Wolbachia</italic> infection (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). These individuals were collected from 10 sites: 8 in Xishuangbanna Prefecture and 2 in Dehong Prefecture. The <italic>Wolbachia</italic> infection rate (IR) of each population ranged from 0% to 41.7%. The infection rate of Group A alone was 0&#x2013;10%, the infection rate of Group B alone was 0&#x2013;7.7%, and the rate of coinfection with Groups A and B was 0&#x2013;33.3% (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>; <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Infection of <italic>Ae. aegypti</italic> with <italic>Wolbachia</italic> in Yunnan Province.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Collection regions</th>
<th valign="top" rowspan="2" align="center">Code</th>
<th valign="top" rowspan="2" align="center">Numbers</th>
<th valign="top" colspan="3" align="center">
<italic>Wolbachia</italic>
</th>
<th valign="top" colspan="2" align="center">
<italic>Wolbachia</italic> A</th>
<th valign="top" colspan="2" align="center">
<italic>Wolbachia</italic> B</th>
<th valign="top" colspan="2" align="center">
<italic>Wolbachia</italic> A &amp; B</th>
</tr>
<tr>
<th valign="top" align="center">numbers</th>
<th valign="top" align="center">rate</th>
<th valign="top" align="center">95% CI</th>
<th valign="top" align="center">numbers</th>
<th valign="top" align="center">rate</th>
<th valign="top" align="center">numbers</th>
<th valign="top" align="center">rate</th>
<th valign="top" align="center">numbers</th>
<th valign="top" align="center">rate</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="12" align="left">Xishuangbanna prefecture</td>
<td valign="top" align="center">JHMJ</td>
<td valign="top" align="center">30</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"/>
<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="center">JHGZ</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">41.70%</td>
<td valign="top" align="center">0.138 ~ 0.696</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8.30%</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">4</td>
<td valign="top" align="center">33.30%</td>
</tr>
<tr>
<td valign="top" align="center">JHDM</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">10.00%</td>
<td valign="top" align="center">-0.007 ~ 0.207</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">10.00%</td>
<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="center">JHMG</td>
<td valign="top" align="center">30</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"/>
<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="center">JHFZ</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">15.40%</td>
<td valign="top" align="center">-0.042 ~ 0.350</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">1</td>
<td valign="top" align="center">7.70%</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">7.70%</td>
</tr>
<tr>
<td valign="top" align="center">DLYL</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">13.30%</td>
<td valign="top" align="center">-0.039 ~ 0.305</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">2</td>
<td valign="top" align="center">13.30%</td>
</tr>
<tr>
<td valign="top" align="center">JHML</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">6.70%</td>
<td valign="top" align="center">-0.023 ~ 0.156</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">2</td>
<td valign="top" align="center">6.70%</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">JHGL2</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">10.00%</td>
<td valign="top" align="center">-0.007 ~ 0.207</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3.30%</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">2</td>
<td valign="top" align="center">6.70%</td>
</tr>
<tr>
<td valign="top" align="center">DLAA</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">6.70%</td>
<td valign="top" align="center">-0.023 ~ 0.156</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3.30%</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3.30%</td>
</tr>
<tr>
<td valign="top" align="center">DLXX</td>
<td valign="top" align="center">30</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"/>
<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="center">JHML</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3.30%</td>
<td valign="top" align="center">-0.023 ~ 0.156</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">1</td>
<td valign="top" align="center">3.30%</td>
</tr>
<tr>
<td valign="top" align="center">JHJL</td>
<td valign="top" align="center">12</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"/>
<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">Total</td>
<td valign="top" align="center">/</td>
<td valign="top" align="center">292</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">6.80%</td>
<td valign="top" align="center">0.040 ~ 0.097</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">1.70%</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1.40%</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">3.80%</td>
</tr>
<tr>
<td valign="top" rowspan="7" align="left">Dehong Prefecture</td>
<td valign="top" align="center">JGTA</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">10.00%</td>
<td valign="top" align="center">-0.007 ~ 0.207</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">2</td>
<td valign="top" align="center">6.70%</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3.30%</td>
</tr>
<tr>
<td valign="top" align="center">JGLS</td>
<td valign="top" align="center">30</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"/>
<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="center">JGYH</td>
<td valign="top" align="center">8</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"/>
<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="center">RLHP</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3.30%</td>
<td valign="top" align="center">-0.023 ~ 0.156</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3.30%</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">RLJK</td>
<td valign="top" align="center">30</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"/>
<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="center">RLPP</td>
<td valign="top" align="center">30</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"/>
<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="center">RLHF</td>
<td valign="top" align="center">30</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"/>
<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">Total</td>
<td valign="top" align="center">/</td>
<td valign="top" align="center">188</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.10%</td>
<td valign="top" align="center">0.001 ~ 0.042</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.00%</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.60%</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.50%</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Comparison of <italic>Wolbachia</italic> infection rates among different collection regions in Yunnan Province. JHMJ&#x3001;JHGZ&#x3001;JHDM&#x3001;JHMG&#x3001;JHFZ&#x3001;DLYL&#x3001;JHML&#x3001;JHGL2&#x3001;DLAA&#x3001;DLXX&#x3001;JHML and JHJL belong to Xishuangbanna prefecture, Yunnan. JGTA&#x3001;JGLS&#x3001;JGYH&#x3001;RLHP&#x3001;RLJK&#x3001;RLPP and RLHF belong to Dehong prefecture, Yunnan.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-1082809-g001.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Phylogenetic analysis of <italic>Wolbachia</italic> in mosquitoes</title>
<p>A phylogenetic tree was constructed using 44 sequences: 24 sequences collected in this study and 20 GenBank sequences (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The phylogenetic analysis indicated that the outgroup (<italic>Rickettsia japonica</italic>) was independent of one branch. The target taxon was divided into two major branches with bootstrap values of 100%, which indicates that two major branches are plausible. The larger branches were further divided into four subbranches (bootstrap values of 100%, 62%, 99%, and 100%; thus, all four subbranches were plausible). Sixteen sequences (highlighted in red) were from the same node as the <italic>Wolbachia</italic> strains isolated in <italic>Ae. albopictus</italic> hosts and had a recent common ancestor. Samples YA10-4, YA17-13, YA8-28, YA5-3, YA14-21, and YA8-30 were from the same node and had high homology (bootstrap value of 100% indicating high support). The <italic>Wolbachia</italic> strains in these samples were relatively diverse in ancestry and may have shared a recent common ancestor with the <italic>Wolbachia</italic> strains found in <italic>Cx. quinquefasciatus</italic>, <italic>Ae. aegypti</italic>, <italic>Drosophila pseudoananassae</italic>, and <italic>Hofmannophila pseudospretella</italic>. Samples YA3-4 and YA9-25 formed a separate branch.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Phylogenetic tree analysis by the neighbor-joining method using the <italic>wsp</italic> gene (universal primers: 81F,691R). The tree contains 44 nucleotide sequences. 24 from this study; 19 from GenBank searches; 1 outgroup reference sequence (<italic>Rickettsia japonica</italic>) with Bootstrap values (1000 replicates) marked next to the branches. Taxa were tagged to obtain the host name of the <italic>Wolbachia</italic> strain and the ID in GenBank. the <italic>wsp</italic> sequences in this study all start with <italic>Aedes aegypti</italic> OL. OL629294 to OL629298 belong to JHGZ, Xishuangbanna prefecture. OL629299 to OL629301 belong to JHDM, Xishuangbanna prefecture. OL629302 and OL629303 belong to JHFZ, Xishuangbanna prefecture. OL629304 and OL629305 belong to JHML, Xishuangbanna prefecture. OL629306 and OL629307 belong to JHML, Xishuangbanna prefecture. OL629308 to OL629310 belong to DLAA, Xishuangbanna prefecture. OL629311 and OL629312 belong to DLXX, Xishuangbanna prefecture. OL629313 belongs to JHJL, Xishuangbanna prefecture. OL629314 to OL629316 belong to JGLS, Dehong prefecture. OL629317 belongs to RLJK, Dehong prefecture. The reference sequences used are shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-1082809-g002.tif"/>
</fig>
<p>In addition, the sequences obtained with the Group A primers (<italic>wsp</italic>136F, <italic>wsp</italic>691R) were used to conduct a phylogenetic analysis. The phylogenetic analysis was performed by downloading multiple substrain reference sequences (<italic>wAlbA</italic>, <italic>wAegA</italic>, <italic>wPap</italic>, <italic>wMel</italic>, <italic>wRiv</italic>, and <italic>wMors</italic>) from Group A on the NCBI website. The results indicated that the phylogenetic tree had two branches (bootstrap value of 100%); the large branch yielded three subbranches. The <italic>Ae. aegypti</italic> sample from Yunnan Province (YA series), and the <italic>wAlbA</italic> and <italic>wAegA</italic> strains shared a recent common ancestor on one subbranch (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Phylogenetic tree analysis by the neighbor-joining method using the <italic>wsp</italic> gene (A supergroup primers: 136F,691R). The tree contains 30 nucleotide sequences. 17 from this study and 13 from GenBank searches with Bootstrap values (1000 replicates) marked next to the branches. Taxa were tagged to obtain the host name of the <italic>Wolbachia</italic> strain and the ID in GenBank. the <italic>wsp</italic> sequences in this study all start with <italic>Aedes aegypti</italic> OL. OL629258 to OL629262 belong to JHGZ, Xishuangbanna prefecture. OL629263 to OL629265 belong to JHDM, Xishuangbanna prefecture. OL629266 belongs to JHFZ, Xishuangbanna prefecture. OL629267 and OL629268 belong to JHML, Xishuangbanna prefecture. OL629269 to OL629271 belong to DLAA, Xishuangbanna prefecture. OL629272 belongs to DLXX, Xishuangbanna prefecture. OL629273 belongs to JHJL, Xishuangbanna prefecture. OL629274 belongs to JGLS, Dehong prefecture. The reference sequences used are shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-1082809-g003.tif"/>
</fig>
<p>In addition, the sequences obtained with the Group B primers (<italic>wsp</italic>183F, <italic>wsp</italic>691R) were used to conduct a phylogenetic analysis. The phylogenetic analysis of multiple substrain reference sequences of Group B (<italic>wAlbB</italic>, <italic>wtauFJ1</italic>, <italic>wPip</italic>, <italic>wPana</italic>, <italic>wBeph</italic>, <italic>wBeva_B</italic>, <italic>Wma</italic>, <italic>wBani</italic>, <italic>wDei</italic>, <italic>WcauB</italic>) downloaded from the NCBI website indicated that among the <italic>Ae. aegypti</italic> samples from Yunnan Province (YA series), 15 sequences (78.9%) were from the same node as the <italic>wAlbB</italic> strain and shared a recent common ancestor with the <italic>Wolbachia</italic> strain found in <italic>Ae. albopictus</italic>. In Clade 2, samples YA8-30-B, YA14-21-B and YA5-3-B were related to the <italic>wtauFJ1</italic>, <italic>wPip</italic>, and <italic>wPana</italic> strains, respectively, and clustered into a single strain. Sample YA2-2-B represented a separate strain (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Phylogenetic tree analysis by the neighbor-joining method using the <italic>wsp</italic> gene (B supergroup primers: 183F,691R). The tree contains 34 nucleotide sequences. 19 from this study and 15from GenBank searches with Bootstrap values (1000 replicates) marked next to the branches. Taxa were tagged to obtain the host name of the <italic>Wolbachia</italic> strain and the ID in GenBank. the <italic>wsp</italic> sequences in this study all start with <italic>Aedes aegypti</italic> OL. OL629275 to OL629278 belong to JHGZ, Xishuangbanna prefecture. OL629279 and OL629280 belong to JHFZ, Xishuangbanna prefecture. OL629281 and OL629282 belongs to JHML, Xishuangbanna prefecture. OL629283 and OL629284 belong to JHGL2, Xishuangbanna prefecture. OL629285 and OL629286 belong to DLAA, Xishuangbanna prefecture. OL629287 and OL629288 belong to DLXX, Xishuangbanna prefecture. OL629289 belongs to JHJL, Xishuangbanna prefecture. OL629290 to OL629292 belong to JGLS, Dehong prefecture.OL629293 belongs to RLJK, Dehong prefecture. The reference sequences used are shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>TableS3</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-1082809-g004.tif"/>
</fig>
<p>This study also recorded the temperature in the sampled areas in 2018 to facilitate subsequent analysis. The diurnal temperature difference in Dehong Prefecture and Xishuangbanna Prefecture was in the range of 15&#x2013;20&#xb0;C. Except for Menghai County (MH), the average high temperature was above 26&#xb0;C and the highest temperatures were above 28&#xb0;C. Data were provided by the Global Weather Network (<uri xlink:href="http://www.tianqi.com">www.tianqi.com</uri>) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>).</p>
<p>In this study, a heatmap of sequence similarity was generated based on the <italic>wsp</italic> sequences obtained from the universal primers (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). The heatmap included <italic>Wolbachia</italic> sequences from four mosquito species and was divided into the Clade I:B supergroup and Clade II:A supergroup. In the Clade I:B supergroup, the sequences identified in this study were highly homologous to those of <italic>Wolbachia</italic> found in <italic>Ae. aegypti</italic> in Malaysia (ID: MN893354) (<xref ref-type="bibr" rid="B59">Wong et&#xa0;al., 2020</xref>) and India (ID: MN307069 and MF999264). These sequences were not comparable to the <italic>Wolbachia</italic> found in <italic>Ae. aegypti</italic> from the United States (<xref ref-type="bibr" rid="B25">Hegde et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B34">Kulkarni et&#xa0;al., 2019</xref>); thus, this comparison is not presented on the heatmap. The sequences were also highly homologous with those found in <italic>Cx. pipiens quinquefasciatus</italic>, <italic>Cx. pipiens</italic> and <italic>Ae. albopictus</italic>, but the homology with those found in <italic>Ae. albopictus</italic> was more easily detected. In Clade II:A supergroup, all sequences had high homology with the <italic>Wolbachia</italic> found in <italic>Ae. albopictus</italic>.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Heat map of sequence similarity between sequences obtained using the <italic>wsp</italic> gene (universal primers: w81F, w691R) and <italic>Wolbachia</italic> sequences of different mosquito species. The heat map contains 39 nucleotide sequences (24 from this study; 15 from GenBank search), the 15 sequences from GenBank include: 3 from <italic>Ae. aegypti</italic>, 8 from <italic>Aedes albopictus</italic>, 3 from <italic>Cx.pipiens quinquefasciatus</italic> and 1 from <italic>Cx pipiens</italic>. The number of reference sequences for these four mosquitoes was chosen based on random selection of sequences with higher homology during homology matching on NCBI. Clustal W alignment were performed for each unique pair of sequences, pairwise similarity scores were calculated, and a color-coded matrix of these scores is displayed. The <italic>wsp</italic> sequences in this study all start with <italic>Aedes aegypti</italic> OL. OL629294 to OL629298 belong to JHGZ, Xishuangbanna prefecture. OL629299 to OL629301 belong to JHDM, Xishuangbanna prefecture. OL629302 and OL629303 belong to JHFZ, Xishuangbanna prefecture. OL629304 and OL629305 belong to JHML, Xishuangbanna prefecture. OL629306 and OL629307 belong to JHML, Xishuangbanna prefecture. OL629308 to OL629310 belong to DLAA, Xishuangbanna prefecture. OL629311 and OL629312 belong to DLXX, Xishuangbanna prefecture. OL629313 belongs to JHJL, Xishuangbanna prefecture. OL629314 to OL629316 belong to JGLS, Dehong prefecture. OL629317 belongs to RLJK, Dehong prefecture.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-12-1082809-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>This study is the first to report that populations of <italic>Ae. aegypti</italic> in Yunnan Province, China were naturally infected with <italic>Wolbachia</italic>. The average infection rate of <italic>Wolbachia</italic> in <italic>Ae. aegypti</italic> populations was 5%, higher than that of Florida (reported at 4.3%) and lower than that of the Philippines (11%) (<xref ref-type="bibr" rid="B13">Carvajal et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B34">Kulkarni et&#xa0;al., 2019</xref>). Compared with the infection rate in <italic>Ae. albopictus</italic> and <italic>Cx. pipiens</italic>, the infection rate of <italic>Wolbachia</italic> in <italic>Ae. aegypti</italic> was lower, which may be related to the environmental temperatures and lower density of <italic>Wolbachia</italic> in <italic>Ae. aegypti</italic> in the wild. Densities of <italic>Wolbachia</italic> in <italic>Ae. albopictus</italic> tended to decrease with increasing temperature, and <italic>Wolbachia</italic> endosymbionts could be removed from the host by exposure to heat or antibiotics (<xref ref-type="bibr" rid="B26">Hermans et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B36">Lau et&#xa0;al., 2020</xref>). In China, <italic>Ae. aegypti</italic> is more concentrated in tropical and subtropical regions than <italic>Ae. albopictus</italic> and <italic>Cx.</italic> spp., and the temperature of their habitat was higher than that of <italic>Ae. albopictus</italic> and <italic>Cx</italic>. spp. Rearing <italic>Wolbachia</italic>-infected larvae at 26-37&#xb0;C reduced the rates of cytoplasmic incompatibility and dramatically decreased the density of <italic>Wolbachia</italic> in adult mosquitoes. Experiments on the response of <italic>Ae. aegypti</italic> infected with <italic>Wolbachia</italic> to cyclical heat stress have suggested that the likelihood of <italic>Wolbachia</italic> invasion and persistence in populations depends on interactions with environmental conditions, particularly the exposure of larvae to frequent temperature fluctuations and extremes (<xref ref-type="bibr" rid="B45">Ross et&#xa0;al., 2017</xref>). In 2018, the average highs and highest temperatures in Dehong Prefecture and Xishuangbanna Prefecture were in the range of 26&#x2013;37&#xb0;C (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>); thus, the low infection rate of <italic>Wolbachia</italic> in <italic>Ae. aegypti</italic> may be caused by the environmental temperatures.</p>
<p>Competition among co-infected microorganisms may result in a decrease in <italic>wolbachia</italic> titer. <italic>Wolbachia</italic> usually co-exists with other endosymbiotic bacteria or members of the gut microbiota (<xref ref-type="bibr" rid="B24">G&#xf3;mez-Valero et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B19">Dittmer et&#xa0;al., 2016</xref>). Co-infection of multiple bacterial lineages might translate into competition for space and nutrients (<xref ref-type="bibr" rid="B12">Caragata et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B22">Geoghegan et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B33">Jim&#xe9;nez et&#xa0;al., 2019</xref>). The difference in intestinal microbial composition between <italic>Ae. aegypti</italic> and other mosquitoes resulted in high competition and low titer of Wolbachia. <italic>Ae. aegypti</italic> &#x2018;s own immune response plays an important role (<xref ref-type="bibr" rid="B39">Masson et&#xa0;al., 2016</xref>). <italic>Wolbachia</italic> is known to activate the basal immune response of <italic>Ae. aegypti via</italic> the immune deficiency (IMD) and Toll-pathway. Silencing of these immune pathways leads to the reduction of <italic>Wolbachia</italic> titers (<xref ref-type="bibr" rid="B43">Pan et&#xa0;al., 2018</xref>).</p>
<p>
<italic>Ae. aegypti</italic> did not occur in Yunnan Province before 2000, as this species was first found in Ruili Port in 2002 (<xref ref-type="bibr" rid="B20">Dong Xue-shu, 2004</xref>). Since then, <italic>Ae. aegypti</italic> has been found in Mangshi, Mengla, Menghai, Jinghong, and other places in Yunnan Province (<xref ref-type="bibr" rid="B46">Shi et&#xa0;al., 2017</xref>). This suggests that <italic>Ae. aegypti</italic> is an important invasive alien mosquito species in Yunnan Province. Dehong Prefecture borders Myanmar and contains the largest China-Myanmar port, Ruili. Xishuangbanna Prefecture borders Laos and contains the largest China-Laos port, Mohan. <italic>Ae. aegypti</italic> populations in Southeast Asia may thus invade Yunnan Province from border ports through logistics and the movement of people. The results of this study thus provide valuable evidence for analysing the invasion of <italic>Ae. Aegypti</italic> in Yunnan Province. The time sequence of <italic>Ae. aegypti</italic> monitoring reports from different areas of Yunnan Province indicates that <italic>Ae. aegypti</italic> mosquitoes in Dehong Prefecture and Xishuangbanna Prefecture originated from separate invasion events. This implies a continuous invasion in different locations based on the types and rates of <italic>Wolbachia</italic> infection of <italic>Ae. aegypti</italic> populations in the area.</p>
<p>According to the phylogenetic tree results, all <italic>Wolbachia</italic> Group A (17/17) and 78.9% of <italic>Wolbachia</italic> Group B (15/19) infections in <italic>Ae. aegypti</italic> in this study clustered with <italic>wAlbA</italic> and <italic>wAlbB</italic> strains isolated from <italic>Ae. albopictus</italic>. The <italic>Wolbachia</italic> strains in <italic>Ae. aegypti</italic> were mainly classified as <italic>wAlbA</italic> and <italic>wAlbB</italic> (<xref ref-type="bibr" rid="B16">Coon et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B13">Carvajal et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B59">Wong et&#xa0;al., 2020</xref>), but the detection rates of <italic>wAlbB</italic> and <italic>wAlbA</italic> strains in <italic>Ae. aegypti</italic> differed. In India and the United States, no Group A infections have been found and only Group B was found, which is closely related to the <italic>wAlbB</italic> strain isolated from <italic>Ae. Albopictus</italic> (<xref ref-type="bibr" rid="B4">Balaji et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B34">Kulkarni et&#xa0;al., 2019</xref>). Both Group A and Group B were found in <italic>Ae. aegypti</italic> in China and the Philippines, but the infection rates of these strains differed. Of the Philippines samples, 60.7% (51/84) were clustered with <italic>wAlbB</italic> and all (29/29) samples clustered with <italic>wAlbA</italic> (<xref ref-type="bibr" rid="B13">Carvajal et&#xa0;al., 2019</xref>).</p>
<p>The sequence similarity heatmap of the <italic>wsp</italic> sequences obtained from the universal primers (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>) was split into the Clade I:B and Clade II:A supergroups. In the Clade I:B supergroup, the sequences collected in this study were highly homologous to those of <italic>Wolbachia</italic> found in <italic>Ae. aegypti</italic> in Malaysia (ID: MN893354) (<xref ref-type="bibr" rid="B59">Wong et&#xa0;al., 2020</xref>) and India (ID: MN307069 and MF999264) but cannot be compared to the <italic>Wolbachia</italic> sequences in <italic>Ae. aegypti</italic> in the United States as Group B is not found in this region (<xref ref-type="bibr" rid="B25">Hegde et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B34">Kulkarni et&#xa0;al., 2019</xref>); thus, this comparison is not presented in the heatmap. The sequences collected in this study were also highly homologous to those of <italic>Wolbachia</italic> in <italic>Cx. pipiens quinquefasciatus</italic>, <italic>Cx. pipiens</italic> and <italic>Ae. albopictus</italic>, but this strain of <italic>Wolbachia</italic> occurs more frequently in <italic>Ae. albopictus</italic>. In Clade II:A supergroup, all sequences were highly homologous to those of <italic>Wolbachia</italic> found in <italic>Ae. albopictus</italic>. Comparing the strains found within the same species (<italic>Ae. aegypti)</italic>, the <italic>Wolbachia</italic> sequence found in this study had high homology with the <italic>Wolbachia</italic> sequence in <italic>Ae. aegypti</italic> distributed in countries that are geographically close to China and low homology with geographically distinct populations, such as the <italic>Wolbachia</italic> sequence in <italic>Ae. aegypti</italic> distributed in the United States. Comparing the strains found in different mosquitoes, the <italic>Wolbachia</italic> sequences in <italic>Ae. aegypti</italic> were highly homologous to those in <italic>Ae. Albopictus</italic>.</p>
<p>Natural infection of <italic>Wolbachia</italic> is found rarely in <italic>Ae. aegypti</italic>. Currently, studies on natural infection of <italic>Ae. aegypti</italic> with <italic>Wolbachia</italic> have only been reported in Malaysia, India, Thailand, the Philippines, and the U.S. states of Mexico and Florida. Studies of natural infection of <italic>Ae. aegypti</italic> with <italic>Wolbachia</italic> on reproduction and physiology and its efficacy on vectors have not been reported and further studies are needed (<xref ref-type="bibr" rid="B49">Teo et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B50">Thongsripong et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B4">Balaji et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B13">Carvajal et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B34">Kulkarni et&#xa0;al., 2019</xref>).Although not naturally found in <italic>Ae. aegypti</italic>, <italic>wMel</italic> strain were stably introduced into this mosquito in 2011 and were shown to reduce the transmission potential of dengue, Zika and chikungunya (<xref ref-type="bibr" rid="B40">Moreira et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B53">Walker et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B2">Aliota et&#xa0;al., 2016</xref>). <italic>Ae. aegypti</italic> carrying the <italic>wMel</italic> or <italic>wAlbB</italic> strains of <italic>Wolbachia</italic> have the potential to reduce dengue transmission through decreased mosquito vector competence, and there is already good evidence that both strains are having such impacts in <italic>Wolbachia</italic>-invaded release areas. In 2021, researchers found that long-term storage under warm environment greatly reduces the fertility of hatched females, especially for <italic>wAlbB</italic>-infected, in which a high proportion of females became infertile (<xref ref-type="bibr" rid="B37">Lau et&#xa0;al., 2021</xref>). Prevalence of <italic>Ae. aegypti</italic> infection with <italic>Wolbachia</italic> is found in an area, the impact of this situation on arbovirus transmission as well as vector control needs to be considered. Natural infection of <italic>Wolbachia</italic> by <italic>Ae. albopictus</italic> and a study showing that naturally occurring strains of <italic>Wolbachia</italic> can also restrict salivary gland infection of <italic>Ae. albopictus</italic> with DENV and limit transmission (<xref ref-type="bibr" rid="B41">Mousson et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B15">Ciota, 2019</xref>). <italic>Wolbachia</italic> strain <italic>wMel</italic> transfected into <italic>Ae. albopictus</italic> can induce cytoplasmic incompatibility and block dengue transmission in <italic>Ae. Albopictus</italic> (<xref ref-type="bibr" rid="B9">Blagrove et&#xa0;al., 2012</xref>). <italic>Ae. albopictus</italic> is currently facing such a situation, and it seems that the artificial release of <italic>Ae. albopictus</italic> infected with <italic>Wolbachia</italic> is also effective in reducing the density of <italic>Ae. albopictus</italic> already naturally infected with <italic>Wolbachia (</italic>
<xref ref-type="bibr" rid="B60">Zheng et&#xa0;al., 2019</xref>
<italic>)</italic>.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>This was the first study to report <italic>Wolbachia</italic> infection in wild <italic>Ae. aegypti</italic> caught in China. <italic>Wolbachia</italic> was detected in wild populations of this species in Dehong and Xishuangbanna Prefectures of Yunnan Province. A total of 24 mosquitoes (5%) infected with <italic>Wolbachia</italic> were detected using <italic>wsp</italic> markers. The strain had high homology with <italic>wAlbA</italic> and <italic>wAlbB</italic>, and was prevalent in the wild population of <italic>Ae. aegypti</italic> in Yunnan Province. This study provides a basis for studying natural <italic>Wolbachia</italic> infections in wild populations of <italic>Ae. aegypti</italic>.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: The data presented in the study are deposited in the GenBank database, accession numbers ON637917 to ON637937, OL629258 to OL629317.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>HZ, JG, ZM, XG, and TYZ jointly designed and coordinated the study, with contributions from CL, YTD, DX and YDD. HZ and ZM drafted the article with contributions from JG. HZ, JG, YL, GW, QL, YJ, and TZ collected samples from Yunnan Province of China. HZ, JG, and ZM carried out the laboratory work and performed the statistical analysis. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was funded by grants from the Infective Diseases Prevention and Cure Project of China (No.2017ZX10303404).</p>
</sec>
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<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>
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<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/fcimb.2022.1082809/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2022.1082809/full#supplementary-material</ext-link>
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