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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Trop. Dis</journal-id>
<journal-title>Frontiers in Tropical Diseases</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Trop. Dis</abbrev-journal-title>
<issn pub-type="epub">2673-7515</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fitd.2022.855272</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Tropical Diseases</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Mitogenome Analyses Reveal Limited Introduction of <italic>Anopheles coluzzii</italic> Into the Central African Islands of S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Ditter</surname><given-names>Robert E.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1671186"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Campos</surname><given-names>Melina</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1358511"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pinto</surname><given-names>Jo&#xe3;o</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/669075"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cornel</surname><given-names>Anthony J.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Romp&#xe3;o</surname><given-names>Herodes</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lanzaro</surname><given-names>Gregory C.</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/783579"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Vector Genetics Laboratory, Department of Pathology, Microbiology and Immunology, University of California, Davis</institution>, <addr-line>Davis, CA</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Global Health and Tropical Medicine, Instituto de Higiene e Medicina Tropical, Universidade Nova de Lisboa</institution>, <addr-line>Lisboa</addr-line>, <country>Portugal</country></aff>
<aff id="aff3"><sup>3</sup><institution>Programa Nacional de Luta Contra o Paludismo</institution>, <addr-line>S&#xe3;o Tom&#xe9;</addr-line>, <country>S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe</country></aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Janet Midega, Wellcome Trust (WT), United Kingdom</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Charles Mbogo, Kenya Medical Research Institute (KEMRI), Kenya; M&#xe1;rcio Galv&#xe3;o Pavan, Oswaldo Cruz Foundation (Fiocruz), Brazil</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Gregory C. Lanzaro, <email xlink:href="mailto:gclanzaro@ucdavis.edu">gclanzaro@ucdavis.edu</email>
</p>
</fn>
<fn fn-type="other" id="fn003">
<p>&#x2020;These authors share first authorship</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Vector Biology, a section of the journal Frontiers in Tropical Diseases</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>3</volume>
<elocation-id>855272</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Ditter, Campos, Pinto, Cornel, Romp&#xe3;o and Lanzaro</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Ditter, Campos, Pinto, Cornel, Romp&#xe3;o and Lanzaro</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>Islands possess physical characteristics that make them uniquely well-suited for initial field trials of new genetic-based technologies applied to African malaria vectors. This has led to efforts to characterize the degree of isolation of island mosquito populations. S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe (STP) is a country composed of two small islands in the Gulf of Guinea (Central Africa) where <italic>Anopheles coluzzii</italic> is the primary malaria vector. Several studies have shown a relatively high degree of genetic isolation between <italic>A. coluzzii</italic> populations in STP and the mainland compared with pairs of mainland populations separated by equivalent distances. Here, we analyzed complete mitochondrial genomes of individual <italic>A. coluzzii</italic> specimens from STP and neighboring mainland countries. The objectives are to describe the history of <italic>A</italic>. <italic>coluzzii</italic> establishment in STP, specifically to address several questions germane to their suitability as sites for a field trial release of genetically engineered mosquitoes (GEMs). These questions include: (<italic>i</italic>) What are the origins of <italic>A. coluzzii</italic> populations in STP?; (<italic>ii</italic>) How many introductions occurred?; (<italic>iii</italic>) When was <italic>A</italic>. <italic>coluzzii</italic> introduced into STP? and (iv) Is there ongoing, contemporary gene flow into STP from mainland populations? Phylogenetic analysis and haplotype networks were constructed from sequences of 345&#xa0;A. <italic>coluzzii</italic> from STP, and 107 individuals from 10 countries on or near the west coast of Africa. Analysis of these data suggest that there have been two introductions of <italic>A. coluzzii</italic> onto the island of S&#xe3;o Tom&#xe9; that occurred roughly 500 years ago and that these originated from mainland West Africa. It appears that <italic>A. coluzzii</italic> has never been introduced into Pr&#xed;ncipe Island directly from mainland Africa, but there have been at least four introductions originating from S&#xe3;o Tom&#xe9;. Our findings provide further support for the notion that contemporary populations of <italic>A. coluzzii</italic> on S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe are genetically isolated from mainland populations of this mosquito species.</p>
</abstract>
<kwd-group>
<kwd>island biogeography</kwd>
<kwd>gene-drive</kwd>
<kwd>field trial</kwd>
<kwd>malaria</kwd>
<kwd>population genetics</kwd>
<kwd>genomics </kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="56"/>
<page-count count="9"/>
<word-count count="3550"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Malaria is a life-threatening disease caused by parasites in the genus <italic>Plasmodium</italic>, that in 2020 resulted in an estimated 627,000 deaths, 80% were in children under 5 years old (<xref ref-type="bibr" rid="B1">1</xref>). Sub-Saharan Africa continues to account for about 95% of malaria cases and 94% of deaths that occur annually worldwide (<xref ref-type="bibr" rid="B1">1</xref>). Current strategies to eliminate malaria greatly rely on vector control methods, including insecticide-treated mosquito nets (ITNs) and indoor residual spraying (IRS) (<xref ref-type="bibr" rid="B2">2</xref>). However, modelling studies have shown that these intervention methods are insufficient for malaria elimination (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>), and that development of innovative approaches are urgently needed (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>). One of the emerging control methods under development is genetically engineered mosquitoes (GEMs) with gene drive for population modification or suppression (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>).</p>
<p>Strategies based on GEMs are designed to be high-impact, cost-effective, sustainable, and when integrated with ongoing malaria programs, can lead to malaria elimination (<xref ref-type="bibr" rid="B11">11</xref>). The World Health Organization (WHO) Guidance Framework for evaluating GEMs describes a phased process for testing and regulating their use (<xref ref-type="bibr" rid="B12">12</xref>). Ecologically confined field-testing sites are considered for the 2<sup>nd</sup> phase which proceeds confined laboratory and insectary testing (phase 1) and precedes the final phase of open-field deployment. In this context, physical islands have been suggested as ideal sites for phase 2 field trials (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>). More specifically, oceanic islands have been considered the best option due to their relatively small size, geographic and genetic isolation, and low genetic complexity of resident mosquito populations (<xref ref-type="bibr" rid="B15">15</xref>).</p>
<p>The islands of S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe (STP) constitute an African nation located in the Gulf of Guinea (Central Africa), about 250 and 225&#xa0;km, respectively, off the coast of Gabon, the nearest continental landfall. There are only two species of anopheline mosquitoes in these islands: <italic>Anopheles coluzzii</italic>, which is a main malaria vector in West and Central Africa; and <italic>Anopheles coustani</italic> a species whose role as a malaria vector is unclear (<xref ref-type="bibr" rid="B16">16</xref>). Several previously published studies suggest genetic isolation between <italic>A. coluzzii</italic> populations in STP and the mainland (<xref ref-type="bibr" rid="B17">17</xref>&#x2013;<xref ref-type="bibr" rid="B21">21</xref>). Here we analyzed <italic>A. coluzzii</italic> mitogenomes from specimens collected in STP and neighboring continental countries. The objectives of the work were to use haplotype profiles of <italic>A. coluzzii</italic> to determine: <italic>i</italic>) the ancestral origin of island populations; <italic>ii</italic>) the number of introductions, <italic>iii</italic>) an estimation of when they occurred, and <italic>iv</italic>) the level of ongoing, contemporary gene flow into the islands.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title>Sample Collection and DNA Extraction</title>
<p>Mitogenome analysis included both newly acquired and sequenced samples of <italic>A. coluzzii</italic> from S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe islands, and publicly available data generated previously for this species (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>; <xref ref-type="supplementary-material" rid="ST1"><bold>Table S1</bold></xref>). The former sample set included immature stages of <italic>A. coluzzii</italic> collected from a total of 73 breeding sites in STP (38 localities on S&#xe3;o Tom&#xe9; and 35 on Pr&#xed;ncipe) (<xref ref-type="supplementary-material" rid="ST1"><bold>Table S1</bold></xref>). The latter sample set was comprised of <italic>A. coluzzii</italic> from the UC-Davis Vector Genetics Laboratory (VGL) archive (<xref ref-type="bibr" rid="B21">21</xref>) or from the Ag1000G database, phase 2 (<xref ref-type="bibr" rid="B22">22</xref>). These samples originated from STP (S&#xe3;o Tom&#xe9;, <italic>N</italic>=14; Pr&#xed;ncipe, <italic>N</italic>=15) and 10 countries in West and Central Africa: Angola (<italic>N</italic>=15), Benin (<italic>N</italic>=10), Burkina Faso (<italic>N</italic>=15), Cameroon (<italic>N</italic>=9), C&#xf4;te d&#x2019;Ivoire (<italic>N</italic>=15), Equatorial Guinea (here after Bioko Island, <italic>N</italic>=5), Gabon (<italic>N</italic>=5), Ghana (<italic>N</italic>=15), Guinea (<italic>N</italic>=4), Mali (<italic>N</italic>=14).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Sampling locations and sample sizes. In addition to S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe, Anopheles coluzzii samples originating from nine mainland African countries (Angola, Benin, Burkina Faso, Cameroon, Cot&#xea; d&#x2019;Ivoire, Gabon, Ghana, Guinea and Mali) were used in this study. Samples from the island of Bioko (Equatorial Guinea) were also included. The insert map shows S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe islands. Table on the left displays the sample size (N) for each population.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fitd-03-855272-g001.tif"/>
</fig>
<p>Individual mosquito genomic DNA from specimens taken from the VGL sample archive were extracted using a Qiagen Biosprint following our established protocol (<xref ref-type="bibr" rid="B23">23</xref>). Species diagnostics was performed using species-specific SNPs included in the DIS assay (<xref ref-type="bibr" rid="B24">24</xref>). The methods used for DNA extraction, species identification and genome sequencing of individuals from Ag1000G were as described by The <italic>Anopheles gambiae</italic> 1000 Genomes Consortium (<xref ref-type="bibr" rid="B22">22</xref>).</p>
</sec>
<sec id="s2_2">
<title>Mitogenome Sequencing and Assembly</title>
<p>Individual mosquito DNA from the VGL samples was measured using a dsDNA high sensitivity assay kit on a Qubit instrument (Thermo Fisher Scientific, Waltham, MA, USA). Individual library preparation was done with 10 ng of genomic DNA as input and using KAPA HyperPlus Kit (Roche Sequencing Solutions, Indianapolis, Indiana, USA) following our protocol (<xref ref-type="bibr" rid="B25">25</xref>). AMPure SPRI beads (Beckman Coulter Life Sciences, Indianapolis, Indiana, USA) were used for library size selection and clean-up. Sequencing was performed on an Illumina HiSeq 4000 instrument at the UC Davis DNA Technologies Core facility for a pooled library of equal amounts of individual indexed libraries.</p>
<p>After demultiplex and adapter removal, raw-sequencing reads were used to assemble the mitochondria contig using NOVOPlasty version 2.6.7 (<xref ref-type="bibr" rid="B26">26</xref>) and 33 as K-mer&#x2019;s value and default settings. Samples from the Ag1000G were downloaded as binary alignment map (BAM) files from the European Nucleotide Archive (ENA) under accession number PRJEB36277. BAM files were converted to FastQ format using BEDTools (<xref ref-type="bibr" rid="B27">27</xref>) which were then used for mitochondria assembly as described above.</p>
</sec>
<sec id="s2_3">
<title>Data Analysis</title>
<p><italic>De novo</italic> assembled mitochondrial genomes were imported into Geneious (2021.1.1) and aligned with a reference mitogenome sequence of <italic>Anopheles coluzzii</italic> (JADFTP010000004.1) acquired from GenBank. The alignment was visually inspected to confirm that no missing data, singletons or polymorphism/ambiguities were present in the sequences. Genetic diversity indices such as nucleotide diversity (&#x3c0;) and haplotype diversity (Hd) were assessed for each population using DnaSP 6.12.03 (<xref ref-type="bibr" rid="B28">28</xref>).</p>
</sec>
<sec id="s2_4">
<title>Phylogenetic Analysis</title>
<p>The annotated mtGenome of <italic>A. gambiae</italic> (NCBI Ref. Seq. NC_002084.1) was used to partition the aligned mitogenomes. We conducted a partition test of heterogeneity to determine if the complete mtGenome was appropriate to use for phylogenetic analysis, as implemented in PartitionFinder 2.7.1 (<xref ref-type="bibr" rid="B29">29</xref>). The models of evolution that best fit each partition were determined by PartitionFinder 2.7.1 (<xref ref-type="supplementary-material" rid="ST1"><bold>Table S1</bold></xref>). The <italic>A. coluzzii</italic> sequence alignment was aligned with mitogenome sequences of <italic>A. melas</italic> (KT382823.1), <italic>A. arabiensis</italic> (KT382816.1), <italic>A. gambiae</italic> (NC_002084.1) (<xref ref-type="supplementary-material" rid="ST1"><bold>Table S1</bold></xref>) to use as additional outgroups for phylogenetic analyses using MAFFT v7.450 (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>).</p>
<p>A maximum likelihood (ML) analysis was conducted using IQ-TREE v2.1.3 (<xref ref-type="bibr" rid="B32">32</xref>) to estimate a ML tree with 1,000 ultrafast bootstrap replicates and resampled partitions and then sites within resampled partitions (<xref ref-type="bibr" rid="B32">32</xref>&#x2013;<xref ref-type="bibr" rid="B36">36</xref>). Likelihood settings followed the general time reversible model (GTR) with a gamma distribution and estimates of the proportion of invariable sites (+I+G). Confidence in the resulting topologies was assessed using rapid bootstrapping and a search for the best-scoring tree with 1,000 replicates. We performed Bayesian inference (BI) analyses using parameters selected by PartitionFinder 2.7.1 (<xref ref-type="bibr" rid="B37">37</xref>) and conducted in MrBayes 3.2.7a (<xref ref-type="bibr" rid="B38">38</xref>). An MCMC algorithm ran for 100,000,000 generations, sampling one tree every 10,000 generations. Likelihood scores were used to determine the value of burn-in and stationary distributions. When split frequency in the Bayesian analyses reached &lt;0.01, a 50% majority-rule consensus tree was obtained from the remaining trees. Posterior probabilities for clades were compared for congruence between analyses, bootstrap values ML &gt; 70 and BI &gt; 0.90 are presented on the phylograms.</p>
</sec>
<sec id="s2_5">
<title>Haplotype Networks and Migration Patterns</title>
<p>Haplotypes were identified and corrected using Poppr 2.0 and DnaSP 6.12.03 (<xref ref-type="bibr" rid="B39">39</xref>). An initial TCS haplotype network was constructed using POPArt 1.7 (<xref ref-type="bibr" rid="B40">40</xref>). Mainland Africa samples that differed by &gt;25 mutations from individuals from S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe were removed and a second haplotype network constructed. A third haplotype network including only individuals from S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe Islands was constructed to identify the number of haplotypes and their geographic distribution.</p>
<p>Patterns of migration between mainland Africa and STP were investigated using a Bayesian approach compiled in Migrate-n v. 4.4.3 (<xref ref-type="bibr" rid="B41">41</xref>). Parameters were estimated under a full migration model that allowed gene flow to occur among STP and their most recent common ancestral populations. Migrate-n analyses were conducted using default parameters with two independent runs sampling every 200 steps for 200,000 recorded steps and a burn-in of 20,000. The migration models were compared based on their marginal likelihood and probability using thermodynamic integration with Bezier approximation as implemented in Migrate-n (<xref ref-type="bibr" rid="B42">42</xref>). Visualization of the migration pattern inferred by Migrate-n analysis was constructed using the Migest Package in R (<xref ref-type="bibr" rid="B43">43</xref>).</p>
</sec>
<sec id="s2_6">
<title>Divergence Time Estimates</title>
<p>In order to create a mitogenome-based timeline for the introduction of <italic>A. coluzzii</italic> onto STP, as reflected in their mitogenome sequences, additional phylogenetic trees were estimated. For this purpose, a multi-locus coalescent model was applied to the data using the software BEAST2 [BEAST 2.5; (<xref ref-type="bibr" rid="B44">44</xref>)]. Intraspecific divergence times were concurrently estimated using a substitution rate of 1.2 x 10<sup>-8</sup> mutations per site per year and assuming a generation time of three weeks (<xref ref-type="bibr" rid="B45">45</xref>). BEAST2 analyses were performed in triplicate at the University of California &#x2013; Davis Genome Center High Performance Computing cluster with Markov chains run for 100 million generations or until convergence, with 10 million generations of each run discarded as burn in and chains sampled every 10,000 generations. Based on the results from PartitionFinder 2.7.1 the HKY substitution model was used in combination with gamma site-specific rate variation and a proportion of invariant sites parameters with a relaxed log normal molecular clock. A strict clock was selected over a relaxed clock comparing the likelihood of the results of 10,000,000 generation test runs. Tracer v1.7.1 (<xref ref-type="bibr" rid="B46">46</xref>) was used to assess convergence. LogCombiner (<xref ref-type="bibr" rid="B47">47</xref>) was used to resample 10000 subtrees from BEAST2 analyses and then TreeAnnotator (<xref ref-type="bibr" rid="B44">44</xref>) was used to generate Maximum Clade Credibility (MCC) trees (<xref ref-type="bibr" rid="B44">44</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Mitogenome Assemblies and Genetic Diversity</title>
<p>A total of 456 mitochondrial genomes were used to investigate the origin of <italic>A. coluzzii</italic> in S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe islands. New complete <italic>A. coluzzii</italic> mitochondrial genome sequences were generated for 158 individuals from S&#xe3;o Tom&#xe9; and 158 individuals from Pr&#xed;ncipe. After multi-alignment, variable sites were identified in each sequence. S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe presented the lowest number of polymorphisms and nucleotide diversity estimates, despite being the largest sampling dataset (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). Haplotype diversity ranged from 0.134 to 1, in which the Pr&#xed;ncipe population had the lowest value (<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>Population genetic indices for each population of <italic>A. coluzzii</italic>.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Country</th>
<th valign="top" align="center"><italic>N</italic>
</th>
<th valign="top" align="center">V</th>
<th valign="top" align="center">&#x3c0;</th>
<th valign="top" align="center">H</th>
<th valign="top" align="center">Hd</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Angola</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">66</td>
<td valign="top" align="center">0.00096</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">0.960</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffffff">Benin</td>
<td valign="top" align="center" style="background-color:#ffffff">10</td>
<td valign="top" align="center" style="background-color:#ffffff">159</td>
<td valign="top" align="center" style="background-color:#ffffff">0.00316</td>
<td valign="top" align="center" style="background-color:#ffffff">9</td>
<td valign="top" align="center" style="background-color:#ffffff">0.978</td>
</tr>
<tr>
<td valign="top" align="left">Bioko</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">0.00120</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.700</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffffff">Burkina Faso</td>
<td valign="top" align="center" style="background-color:#ffffff">15</td>
<td valign="top" align="center" style="background-color:#ffffff">189</td>
<td valign="top" align="center" style="background-color:#ffffff">0.00319</td>
<td valign="top" align="center" style="background-color:#ffffff">10</td>
<td valign="top" align="center" style="background-color:#ffffff">0.857</td>
</tr>
<tr>
<td valign="top" align="left">Cameroon</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">156</td>
<td valign="top" align="center">0.00311</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">0.972</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffffff">Cote</td>
<td valign="top" align="center" style="background-color:#ffffff">15</td>
<td valign="top" align="center" style="background-color:#ffffff">167</td>
<td valign="top" align="center" style="background-color:#ffffff">0.00303</td>
<td valign="top" align="center" style="background-color:#ffffff">15</td>
<td valign="top" align="center" style="background-color:#ffffff">1.000</td>
</tr>
<tr>
<td valign="top" align="left">Gabon</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">65</td>
<td valign="top" align="center">0.00202</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">0.900</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffffff">Ghana</td>
<td valign="top" align="center" style="background-color:#ffffff">15</td>
<td valign="top" align="center" style="background-color:#ffffff">145</td>
<td valign="top" align="center" style="background-color:#ffffff">0.00278</td>
<td valign="top" align="center" style="background-color:#ffffff">15</td>
<td valign="top" align="center" style="background-color:#ffffff">1.000</td>
</tr>
<tr>
<td valign="top" align="left">Guinea</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">78</td>
<td valign="top" align="center">0.00254</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.500</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffffff">Mali</td>
<td valign="top" align="center" style="background-color:#ffffff">14</td>
<td valign="top" align="center" style="background-color:#ffffff">186</td>
<td valign="top" align="center" style="background-color:#ffffff">0.00308</td>
<td valign="top" align="center" style="background-color:#ffffff">14</td>
<td valign="top" align="center" style="background-color:#ffffff">1.000</td>
</tr>
<tr>
<td valign="top" align="left">Pr&#xed;ncipe</td>
<td valign="top" align="center">173</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">0.00007</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">0.134</td>
</tr>
<tr>
<td valign="top" align="left" style="background-color:#ffffff">S&#xe3;o Tom&#xe9;</td>
<td valign="top" align="center" style="background-color:#ffffff">172</td>
<td valign="top" align="center" style="background-color:#ffffff">30</td>
<td valign="top" align="center" style="background-color:#ffffff">0.00037</td>
<td valign="top" align="center" style="background-color:#ffffff">8</td>
<td valign="top" align="center" style="background-color:#ffffff">0.789</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>N, sample size; V, number of variable sites; &#x3c0;, nucleotide diversity; H, number of haplotypes; Hd, haplotype diversity.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Phylogenetics</title>
<p>This combined phylogenetic analysis (<xref ref-type="supplementary-material" rid="SF1"><bold>Figure S1A</bold></xref>) represents 414 terminals from the genus <italic>Anopheles</italic>, representing four species (<italic>A. melas</italic>, <italic>A. arabiensis</italic>, <italic>A. gambiae</italic> and <italic>A. coluzzii</italic>) and 12 western African (WA) sites (Angola, Benin, Bioko, Burkina Faso, Cameroon, Cot&#xea; d&#x2019;Ivoire, Gabon, Ghana, Guinea, Mali, S&#xe3;o Tom&#xe9;, and Pr&#xed;ncipe), and includes at least one representative of every unique haplotype (<xref ref-type="supplementary-material" rid="SF1"><bold>Figure S1B</bold></xref>).</p>
<p>All relationships within the mitogenome phylogeny were resolved with significant support using ML and Bayesian analyses (ML &gt; 70 and BI &gt; 0.90; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). <italic>Anopheles arabiensis</italic> is recovered as the earliest branching lineage and is a sister clade to <italic>A. gambiae</italic> + <italic>A. coluzzii</italic> (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). The <italic>A. coluzzii</italic> reference sequence (JADFTP010000004.1) is recovered as the earliest branching lineage within <italic>A. coluzzii</italic> and is sister to five WA clades. Individuals from S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe are recovered as a monophyletic clade and are sister to individuals from only the northwestern region of West Africa (NW: Benin, Burkina Faso, Cot&#xea; d&#x2019;Ivoire, Ghana, Guinea, and Mali) with strong support (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2</bold></xref> and <xref ref-type="supplementary-material" rid="SF1"><bold>S1</bold></xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Phylogram of <italic>Anopheles coluzzii</italic> using complete mitogenome of a subset of individuals and only unique sequences. Values &gt; 0.7 for ML and 90% for BI are shown and represented by percentages. Gray highlighted clades with mixed geographic localities from mainland West Africa (WA). <italic>A. coluzzii</italic> individuals from WA that share a most recent common ancestor with individuals from S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe are highlighted in yellow. Distinct clades containing individuals from S&#xe3;o Tom&#xe9; (in blue) and Pr&#xed;ncipe (in orange). Phylogram including the complete dataset is presented in <xref ref-type="supplementary-material" rid="SF1"><bold>Figure S1</bold></xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fitd-03-855272-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Haplotype Network and Migration</title>
<p>Individuals from Central Africa (Angola, Bioko, Cameroon, Gabon) form an unresolved cluster from haplotypes within the network, with northern West African (NW) haplotypes appearing as the closest relatives of haplotypes present in STP (<xref ref-type="supplementary-material" rid="SF1"><bold>Figure S1</bold></xref>). No shared haplotype between any west African country and STP were identified (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3A</bold></xref> and <xref ref-type="supplementary-material" rid="SF1"><bold>S1</bold></xref>). S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe haplotypes are separated from the closest mainland haplotypes by a least 11 mutations (<xref ref-type="supplementary-material" rid="SF1"><bold>Figure S1</bold></xref>). We identified 5 unique haplotypes present in S&#xe3;o Tom&#xe9; (ST-1, 2, 3, 5 and 6), two unique haplotypes in Pr&#xed;ncipe (PR-1and 2) and three shared haplotypes between the two islands (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>). We found no geographic substructure of haplotypes within either island. Migrate-n analysis indicates similar migration estimates of <italic>A. coluzzii</italic> among the west African populations in the countries of Benin, Burkina Faso, Cot&#xea; d&#x2019;Ivoire, Ghana, Guinea, and Mali, and from these populations to those in S&#xe3;o Tom&#xe9; (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). This analysis also indicates migration from S&#xe3;o Tom&#xe9; to Pr&#xed;ncipe, with an insignificant chance of migration in the opposite direction (from Pr&#xed;ncipe to S&#xe3;o Tom&#xe9;). Migration from both islands to any of continental populations also appears highly unlikely (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Haplotype network of <italic>A. coluzzii</italic> from S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe (STP) and their West Africa ancestral lineage. <bold>(A)</bold> Haplotype network with individuals from S&#xe3;o Tom&#xe9; (blue) and Pr&#xed;ncipe (orange), and individuals from mainland West Africa (yellow shade) that share a recent common ancestor with STP individuals. Haplotypes labeled ST-1 to ST-7 are mainly found in S&#xe3;o Tom&#xe9; Island. Haplotype labeled PR-1 to PR-3 are found in Pr&#xed;ncipe Island. <bold>(B)</bold> Map highlighting the geographic locations of STP ancestral populations. Arrows indicate direction of <italic>A. coluzzii</italic> introduction to S&#xe3;o Tom&#xe9; Island from the continent, and to Pr&#xed;ncipe Island from S&#xe3;o Tom&#xe9; Island. Complete haplotype network is included in <xref ref-type="supplementary-material" rid="SF1"><bold>Figure S1</bold></xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fitd-03-855272-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Migration pattern of <italic>A. coluzzii</italic> populations using Migrate-n analysis. The color of each arrow corresponds to the color of the source population locality listed outside the circle. The width of each stripe is proportional to the estimated number of migrants.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fitd-03-855272-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Divergence Time Estimate</title>
<p>We identified a well-supported phylogeny generated by BEAST2 that is concordant with the ML and BI mitogenomic phylogenetic trees. The final BEAST2 trees support a recent divergence of the S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe populations from ancestral West African populations (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3B</bold></xref> and <xref ref-type="fig" rid="f5"><bold>5</bold></xref>). Divergence time estimates reveal that S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe populations began differentiating from West African populations around 500 years before present (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>). Our BEAST2 trees suggest that Pr&#xed;ncipe populations represent a contemporary divergence from S&#xe3;o Tom&#xe9;. Furthermore, the BEAST2 trees support at least two introductions of <italic>A. coluzzii</italic> into S&#xe3;o Tom&#xe9; and at least four introductions from there to Pr&#xed;ncipe (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Divergence time estimates (x axis in years before present) of <italic>A. coluzzii</italic> populations from S&#xe3;o Tom&#xe9;, Pr&#xed;ncipe and West &amp; Central Africa (calculated with a complete mitogenome coalescent model in *BEAST; outgroups not shown). Labels from S&#xe3;o Tome and Pr&#xed;ncipe correspond to haplotypes in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>. Grey highlighted terminals indicate samples from Central Africa; yellow highlighted terminals indicate samples from West Africa; blue highlighted terminals indicate individuals from S&#xe3;o Tom&#xe9;; green highlighted terminals indicate clades found in individuals from S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe; orange highlighted terminals indicate samples exclusively from Pr&#xed;ncipe. Numbers on branches are the posterior probability values and the numbers within brackets are the 95% HPC intervals.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fitd-03-855272-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<sec id="s4_1">
<title>Origin of <italic>A. coluzzii</italic> in S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe</title>
<p>Our phylogenetic analyses and haplotype networks using whole mitochondrial sequences support a West African (Mali, Burkina Faso, C&#xf4;te d&#x2019;Ivoire, Guinea, Ghana, Benin) ancestry of <italic>A. coluzzii</italic> on the islands. Similarly, a population genetic study has presented the smallest <italic>F<sub>ST</sub>
</italic> values between STP populations and West African populations from Ghana, Senegal and C&#xf4;te d&#x2019;Ivoire using a region of the mitochondrial NADH dehydrogenase subunit 5 (ND5) gene (<xref ref-type="bibr" rid="B19">19</xref>). Discordant results were found using nuclear sequences that suggested the population of <italic>A. coluzzii</italic> in Angola and Central Africa (Bioko, Cameroon, and Gabon) as the genetically closest populations to STP (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B21">21</xref>). The biology of mitochondrial and nuclear DNA (nDNA) includes fundamental differences such as ploidy, degree of recombination, number of introns, effective population size and mutation rate (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>). For <italic>A. coluzzii</italic>, it is a comparison between the 15,000 base pair mitochondrial genome and 278 million base pair nuclear genome (<xref ref-type="bibr" rid="B50">50</xref>). However, mtDNA has been extensively used to evaluate ancestry and demographic changes in populations (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>).</p>
<p>Our analyses suggest that <italic>A. coluzzii</italic> was introduced onto the island of S&#xe3;o Tom&#xe9; from West Africa on at most two occasions. Historical information suggests this introduction occurred during the first major wave of human migration associated with the Portuguese colonization and subsequent slave trade supporting sugar production around 1500-1600<sub>AD</sub> (<xref ref-type="bibr" rid="B53">53</xref>). The introduction of malaria into S&#xe3;o Tom&#xe9; reported in 1493 (<xref ref-type="bibr" rid="B54">54</xref>) supports the presence of the vector at around that time. Our results also suggest that <italic>A. coluzzii</italic> was only introduced to Pr&#xed;ncipe Island from S&#xe3;o Tom&#xe9; four or possibly five times. Of critical importance, we also found no evidence of contemporary genetic exchange between STP and mainland Africa, or between S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe which supports the suitability of STP for early field trials of genetically engineered mosquitoes for malaria elimination from the islands.</p>
</sec>
<sec id="s4_2">
<title>Haplotype Diversity Among <italic>A. coluzzii</italic> Populations in S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe</title>
<p>Within the island of S&#xe3;o Tom&#xe9;, we identified five unique haplotypes (ST-1, 2, 3, 5 and 6) which appear to be diverged from a single ancestral lineage, designated lineage ST-1, (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>). On Pr&#xed;ncipe we identified 2 unique haplotypes that likely originated on S&#xe3;o Tom&#xe9; from one to two introductions (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>). We also observed three shared haplotypes between the islands that, combined with our bidirectional migration analysis, likely diverged on S&#xe3;o Tom&#xe9; and were subsequently introduced to Pr&#xed;ncipe (<xref ref-type="fig" rid="f3"><bold>Figures&#xa0;3A</bold></xref>; <xref ref-type="fig" rid="f4"><bold>&#xa0;4</bold></xref>). The presence of multiple haplotypes on each island suggests that at some point populations were isolated. However, the lack of geographic substructure in haplotype distributions suggests that contemporary gene flow among subpopulations is occurring within each island. The small number of haplotypes (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3A</bold></xref>) and absence haplotype divergence among subpopulations within each island agrees with a very recent colonization of STP, resulting in the observed population bottleneck (founder effect) of <italic>A. coluzzii</italic> in STP (<xref ref-type="bibr" rid="B21">21</xref>).</p>
<p>As geographic distance from a source population increases, overall genetic diversity decreases, resulting in fewer observed mtDNA haplotypes. This can be the result of colonization events on islands causing population bottlenecks (founder effect) (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B55">55</xref>). The founder effect is amplified as the number of islands within a chain increases, because colonization typically occurs in a stepwise pattern moving away from the island first colonized, resulting in multiple population bottlenecks. The presence of a greater number of haplotypes (8 vs 5) on the larger of the two islands (S&#xe3;o Tom&#xe9; vs Pr&#xed;ncipe) fits within island biogeography theory and lends further support to S&#xe3;o Tom&#xe9; as the initial island of <italic>A. coluzzii</italic> introduction (<xref ref-type="bibr" rid="B56">56</xref>). The results reported here provide additional evidence that populations of the malaria vector <italic>A. coluzzii</italic> are genetically isolated from mainland conspecific populations. In addition, our results suggest that introductions of this species into STP are rare events and that there is little or no contemporary dispersal of this species into the islands from mainland populations.</p>
</sec>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <uri xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</uri>, PRJNA779397.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author Contributions</title>
<p>MC designed research, analyzed data, wrote the paper. RD designed research, analyzed data, wrote the paper. AC coordinated field collection. JP coordinated field collection. GL designed research, wrote the paper. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by grants from the UC Irvine Malaria Initiative Program and Open Philanthropy.</p>
</sec>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>We thank National Malaria Control Program personnel from S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe and, the Ministry of Health in S&#xe3;o Tom&#xe9; and Pr&#xed;ncipe who facilitated our field collections in S&#xe3;o Tom&#xe9;.</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/fitd.2022.855272/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fitd.2022.855272/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image_1.jpeg" id="SF1" mimetype="image/jpeg">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>Results of analyses that include all 456 <italic>Anopheles</italic> mitogenomes from western Africa <bold>(A)</bold> haplotype network <bold>(B)</bold> Maximum Likelihood phylogram with at least one representative of each haplotype. Values &gt; 0.7 for ML are shown.</p>
</caption>
</supplementary-material>
<supplementary-material xlink:href="Table_1.xlsx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_2.docx" id="ST2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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