<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">Gates Open Res</journal-id>
            <journal-title-group>
                <journal-title>Gates Open Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2572-4754</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/gatesopenres.16384.1</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Research Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>The presence of the wAnD strain of Wolbachia is correlated with lower levels of Plasmodium sporozoites and a less diverse microbiome in wild Anopheles demeilloni mosquito cephalothoraxes</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Sougoufara</surname>
                        <given-names>Seynabou</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Bandibabone</surname>
                        <given-names>Janvier</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a2">2</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Chatterley</surname>
                        <given-names>Laura</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Hughes</surname>
                        <given-names>Isabel</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Taberes</surname>
                        <given-names>Carolina Molina</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                    <xref ref-type="aff" rid="a4">4</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Ball</surname>
                        <given-names>Jade</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Palliaser</surname>
                        <given-names>Thomas</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Dhokiya</surname>
                        <given-names>Vishaal</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Heinz</surname>
                        <given-names>Eva</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a3">3</xref>
                </contrib>
                <contrib contrib-type="author" corresp="no">
                    <name>
                        <surname>Hughes</surname>
                        <given-names>Grant</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <xref ref-type="aff" rid="a5">5</xref>
                </contrib>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Walker</surname>
                        <given-names>Thomas</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Funding Acquisition</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-3545-012X</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>University of Warwick, Coventry, UK</aff>
                <aff id="a2">
                    <label>2</label>CRSN, Lwiro, Sud-Kivu, Democratic Republic of the Congo</aff>
                <aff id="a3">
                    <label>3</label>University of Strathclyde Institute of Pharmacy and Biomedical Sciences, Glasgow, Scotland, UK</aff>
                <aff id="a4">
                    <label>4</label>University of Leicester, Leicester, UK</aff>
                <aff id="a5">
                    <label>5</label>Liverpool School of Tropical Medicine, Liverpool, England, UK</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:Thomas.walker.1@warwick.ac.uk">Thomas.walker.1@warwick.ac.uk</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>15</day>
                <month>5</month>
                <year>2026</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2026</year>
            </pub-date>
            <volume>10</volume>
            <elocation-id>28</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>13</day>
                    <month>5</month>
                    <year>2026</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Sougoufara S et al.</copyright-statement>
                <copyright-year>2026</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://gatesopenresearch.org/articles/10-28/pdf"/>
            <related-article ext-link-type="doi" id="related-article-version-17789" related-article-type="preprint" xlink:href="10.12688/verixiv.2472.2"/>
            <abstract>
                <sec>
                    <title>Background</title>
                    <p>The increasing insecticide resistance of malaria vectors is an urgent concern for disease control and novel vector control strategies are needed. 
                        <italic toggle="yes">Wolbachia</italic> are endosymbiotic bacteria that can invade mosquito populations and reduce transmission of human pathogens. 
                        <italic toggle="yes">Wolbachia</italic> strains in wild 
                        <italic toggle="yes">Anopheles (An.)</italic> malaria vectors are rare, with only two known genuine symbioses; 
                        <italic toggle="yes">An. moucheti</italic> with 
                        <italic toggle="yes">w</italic>AnM and 
                        <italic toggle="yes">An. demeilloni</italic> with 
                        <italic toggle="yes">w</italic>AnD. In this study, we set out to determine if there was a correlation between 
                        <italic toggle="yes">w</italic>AnD in different 
                        <italic toggle="yes">An. demeilloni</italic> mosquito body parts, infective stage 
                        <italic toggle="yes">Plasmodium (Pl.) falciparum</italic> malaria sporozoites in cephalothoraxes and the mosquito microbiome.</p>
                </sec>
                <sec>
                    <title>Methods</title>
                    <p>We undertook a combination of quantitative PCR, 
                        <italic toggle="yes">16S rRNA</italic> amplicon sequencing and sanger sequencing of the 
                        <italic toggle="yes">Wolbachia surface protein</italic> (
                        <italic toggle="yes">wsp</italic>) gene after isolating 
                        <italic toggle="yes">An. demeilloni</italic> female body parts from wild caught individuals collected in 2021 and 2024 from the Sud Kivu region of Democratic Republic of Congo. Results 
                        <italic toggle="yes">Wolbachia</italic> prevalence rates were significantly higher in abdomens compared to cephalothoraxes and density was also significantly higher in abdomens (P&lt;0.0001). Overall sporozoite prevalence was 1.3% (9/704) which was not significantly different between 
                        <italic toggle="yes">Wolbachia</italic>-positive and 
                        <italic toggle="yes">Wolbachia</italic>-negative cephalothoraxes (P=0.3630) despite 
                        <italic toggle="yes">Pl. falciparum</italic> only detected in 
                        <italic toggle="yes">Wolbachia</italic>-negative cephalothoraxes. However, 
                        <italic toggle="yes">Wolbachia</italic>-positive abdomens were associated with a lower sporozoites rate compared to 
                        <italic toggle="yes">Wolbachia</italic>-negative abdomens (P=0.0329). 
                        <italic toggle="yes">16S rRNA</italic> amplicon sequencing revealed no significant difference in alpha/beta diversities between abdomens and cephalothoraxes but the cephalothorax microbiome composition between 
                        <italic toggle="yes">Wolbachia</italic>-positive and 
                        <italic toggle="yes">Wolbachia</italic>-negative was significantly different (P&lt;0.05).</p>
                </sec>
                <sec>
                    <title>Conclusions</title>
                    <p>Our findings indicate a significant effect of the 
                        <italic toggle="yes">w</italic>AnD strain on the cephalothorax microbiome and potentially the ability of sporozoites to reach Salivary glands in mosquitoes with 
                        <italic toggle="yes">Wolbachia</italic>-infected abdomens. Further studies are needed to determine the mechanisms in which the 
                        <italic toggle="yes">w</italic>AnD strain interacts with 
                        <italic toggle="yes">Plasmodium</italic> sporozoites in 
                        <italic toggle="yes">An. demeilloni</italic> and if this strain could be used for malaria biocontrol through transinfection of major malaria vectors.</p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Anopheles demeilloni</kwd>
                <kwd>Wolbachia</kwd>
                <kwd>wAnD strain</kwd>
                <kwd>Plasmodium falciparum</kwd>
                <kwd>microbiome</kwd>
            </kwd-group>
            <funding-group>
                <award-group id="fund-1" xlink:href="https://doi.org/10.13039/100010269">
                    <funding-source>Wellcome Trust</funding-source>
                    <award-id>101285/Z/13/Z</award-id>
                </award-group>
                <award-group id="fund-2" xlink:href="https://doi.org/10.13039/501100000268">
                    <funding-source>Biotechnology and Biological Sciences Research Council</funding-source>
                    <award-id>UKRI543:2023BBSRC-NSF/BIO:BB/X018024/1:BB/W018446/1:BB/V011278/2</award-id>
                </award-group>
                <funding-statement>This work was supported by the Bill and Melinda Gates Foundation [INV-048598], Biotechnology and Biological Sciences Research Council[UKRI543:2023BBSRC-NSF/BIO, BB/X018024/1, BB/W018446/1, BB/V011278/2] and the Wellcome Trust [101285/Z/13/Z]. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement>
                <funding-statement>
                    <italic>The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</italic>
                </funding-statement>
            </funding-group>
        </article-meta>
    </front>
    <body>
        <sec id="sec4" sec-type="intro">
            <title>Introduction</title>
            <p>Vector-borne diseases (VBDs) contribute significantly to the global burden of mortality with an estimated 80% of the world&#x2019;s population at risk of being infected by one or more vector-borne pathogens (WHO, 2017). VBDs include malaria, dengue, lymphatic filariasis, chikungunya, Zika and yellow fever which disproportionally affect tropical and subtropical areas. Malaria is the most important disease in terms of mortality, particularly in the WHO African Region, which often lacks the infrastructure to prevent, diagnose and treat malaria. Despite encouraging progress in vaccine development, insecticide resistance and mosquito behavioural changes continue to pose a threat to the effectiveness of frontline vector control tools including insecticide-treated bednets (ITNs) and indoor residual spraying (IRS) (
                <xref ref-type="bibr" rid="ref9">Gleave et al. 2025</xref>). ITNs and IRS were previously able to contribute to a significantly decrease of malaria transmission. However, during the last decade, progress has levelled off and the 2020 Global Technical Strategy milestones of reducing malaria morbidity by 75% and mortality by 90% in 2025 and 2030 respectively is now out of reach (
                <xref ref-type="bibr" rid="ref4">Barreaux et al. 2017</xref>). Rapid urbanisation, climate change and pollution have resulted in changing mosquito vector distributions such as the ongoing invasion of the urban malaria vector 
                <italic toggle="yes">An. stephensi</italic> in the WHO African Region (
                <xref ref-type="bibr" rid="ref36">Sinka et al. 2020</xref>). Even newly developed insecticides for mosquito vector control will likely result in mosquito adaptation and current strategies using insecticides are failing given the rapid spread of resistance and logistical challenges of continued distribution via ITNs or IRS campaigns.</p>
            <p>A potentially eco-friendly alternative strategy are bacteria that naturally reside within mosquitoes which have been shown to inhibit human pathogens (including 
                <italic toggle="yes">Plasmodium</italic> malaria parasites). The major hurdle has been the lack of a natural mechanism to both spread bacteria through mosquito populations and allow for sustained high prevalence rates through maternal (vertical) transmission. An exception is 

                <italic toggle="yes">Wolbachia,
</italic> a bacterial endosymbiont that can invade mosquito populations through a reproductive phenotype called cytoplasmic incompatibility (CI), which results from the sterility of progeny from matings between 
                <italic toggle="yes">Wolbachia</italic>-infected males and uninfected females. In 
                <italic toggle="yes">Aedes (Ae.) aegypti,
</italic> a mosquito species that does not have a stably associated 
                <italic toggle="yes">Wolbachia</italic> in natural populations, it was possible to successfully introduce 
                <italic toggle="yes">Wolbachia</italic> strains that were able to invade wild populations (
                <xref ref-type="bibr" rid="ref40">Walker et al. 2011</xref>; 
                <xref ref-type="bibr" rid="ref12">Hoffmann et al. 2011</xref>). 
                <italic toggle="yes">Wolbachia</italic> replacement strategies have been successful in reducing dengue incidence by 77% in a randomised controlled trial in Indonesia (
                <xref ref-type="bibr" rid="ref39">Utarini et al. 2021</xref>). The lines infected with 
                <italic toggle="yes">Wolbachia</italic> have been released into 16 dengue-endemic countries with &gt;13.5 million people estimated to be protected. In a different control strategy, 
                <italic toggle="yes">Wolbachia</italic> is also being used to suppress 
                <italic toggle="yes">Aedes</italic> mosquito populations using male releases (insect incompatible technique or IIT). In Singapore, a release of male 
                <italic toggle="yes">Wolbachia</italic>-infected 
                <italic toggle="yes">Ae. Aegypti</italic> was followed by a significant decrease of the mosquito population and a 45% protective efficacy in released areas (
                <xref ref-type="bibr" rid="ref24">Lim et al. 2025</xref>). 
                <italic toggle="yes">Wolbachia</italic>-based biocontrol strategies in 
                <italic toggle="yes">Anopheles</italic> malaria vectors have been limited. However, two 
                <italic toggle="yes">Wolbachia</italic> strains have been successfully introduced into 
                <italic toggle="yes">An. stephensi</italic> lab colonies and resulted in significant 
                <italic toggle="yes">Plasmodium</italic> parasite inhibition and CI induction (
                <xref ref-type="bibr" rid="ref23">Liang et al. 2024</xref>; 
                <xref ref-type="bibr" rid="ref5">Bian et al. 2013</xref>). To date, associated mosquito fitness costs in 
                <italic toggle="yes">Anopheles</italic> following the introduction of 
                <italic toggle="yes">Wolbachia</italic> strains has prevented progression to field release trials. Furthermore, 
                <italic toggle="yes">Wolbachia</italic> strains used so far had been isolated from 
                <italic toggle="yes">Aedes</italic> or 
                <italic toggle="yes">Drosophila</italic> fruit fly species whilst optimal candidate strains might need to be from within the 
                <italic toggle="yes">Anopheles</italic> genera as this might result in fewer fitness effects due to better adaptation of the host genus.</p>
            <p>Historically 
                <italic toggle="yes">Wolbachia</italic> was thought to not occur naturally within wild 
                <italic toggle="yes">Anopheles</italic> populations but several reports have now detected strains (
                <xref ref-type="bibr" rid="ref2">Baldini et al. 2014</xref>; 
                <xref ref-type="bibr" rid="ref3">Baldini et al. 2018</xref>; 
                <xref ref-type="bibr" rid="ref11">Gomes et al. 2017</xref>; Jeffries et al. 2018; 
                <xref ref-type="bibr" rid="ref29">Niang et al. 2018</xref>; 
                <xref ref-type="bibr" rid="ref1">Ayala et al. 2019</xref>). Although the majority of these studies have used only PCR-based detection methods, the 
                <italic toggle="yes">w</italic>AnD and 
                <italic toggle="yes">w</italic>AnM strains were confirmed to be in genuine endosymbiosis in 
                <italic toggle="yes">An. demeilloni</italic> and 
                <italic toggle="yes">An. moucheti</italic> respectively and strains which can be visualised in mosquito ovaries (
                <xref ref-type="bibr" rid="ref41">Walker et al. 2021</xref>). For the first time 
                <italic toggle="yes">Anopheles Wolbachia</italic> genomes were also sequenced and analysed (
                <xref ref-type="bibr" rid="ref31">Quek et al. 2022</xref>). The 
                <italic toggle="yes">w</italic>AnD and 
                <italic toggle="yes">w</italic>AnM strains dominate the microbiome and illumina genome sequencing obtained genome depths and coverages comparable to those of other known 
                <italic toggle="yes">Wolbachia</italic> strains in genuine endosymbiosis (
                <xref ref-type="bibr" rid="ref41">Walker et al. 2021</xref>). In contrast, there is comparatively little evidence for 
                <italic toggle="yes">Wolbachia</italic> strains in species within the 
                <italic toggle="yes">An. gambiae</italic> complex &#x2013; 
                <italic toggle="yes">An. coluzzii</italic> and 
                <italic toggle="yes">An. gambiae</italic> &#x2013; which showed exceedingly low sequencing depth against 
                <italic toggle="yes">Wolbachia</italic> genomes, despite high sequencing depth against mosquito genomes (
                <xref ref-type="bibr" rid="ref41">Walker et al. 2021</xref>). High density, stable 
                <italic toggle="yes">Wolbachia</italic> strains are considered a prerequisite for an effective 
                <italic toggle="yes">Wolbachia</italic>-based malaria vector control strategy but there have been contrasting studies demonstrating variable effects on 
                <italic toggle="yes">Pl. falciparum</italic> prevalence. 
                <italic toggle="yes">Wolbachia</italic> strains within the 
                <italic toggle="yes">An. gambiae</italic> complex, collectively known as 
                <italic toggle="yes">w</italic>Anga, consistently are present at the threshold limit of PCR detection despite numerous studies demonstrating an inhibitory effect on 
                <italic toggle="yes">P. falciparum</italic> (
                <xref ref-type="bibr" rid="ref11">Gomes et al. 2017</xref>; 
                <xref ref-type="bibr" rid="ref35">Shaw et al. 2016</xref>). Conversely, high density 
                <italic toggle="yes">w</italic>AnM 
                <italic toggle="yes">Wolbachia</italic> strains in 
                <italic toggle="yes">An. moucheti</italic> in Cameroon showed no evidence of reducing 
                <italic toggle="yes">P. falciparum</italic> (
                <xref ref-type="bibr" rid="ref28">Mouillaud et al. 2023</xref>) although this study did not differentiate sporozoite and oocyst stages and 
                <italic toggle="yes">Wolbachia</italic> density would have been predominantly from ovaries given the 
                <italic toggle="yes">w</italic>AnM strain has previously been shown to be maternally inherited (
                <xref ref-type="bibr" rid="ref41">Walker et al. 2021</xref>). The 
                <italic toggle="yes">w</italic>AnD strain in 
                <italic toggle="yes">An. demeilloni</italic> is also a high-density strain that is maternally transmitted and contains cytoplasmic incompatibility factor (
                <italic toggle="yes">cif</italic>
) genes that underpin CI in insects (
                <xref ref-type="bibr" rid="ref41">Walker et al. 2021</xref>) and warrants further investigation for malaria biocontrol (
                <xref ref-type="bibr" rid="ref127">Gnankine and Dabir&#x00e9; 2024</xref>). These studies raise the question whether 
                <italic toggle="yes">Wolbachia</italic>-mediated resistance to 
                <italic toggle="yes">Pl. falciparum</italic> in natural 
                <italic toggle="yes">Anopheles</italic> malaria vectors is dependent on the mosquito species or the resident 
                <italic toggle="yes">Wolbachia</italic> strain (or potentially a combination of both). In this study, we set out to determine if the 
                <italic toggle="yes">w</italic>AnD strain was present in somatic tissue of 
                <italic toggle="yes">An. demeilloni</italic> and if present was correlated to 
                <italic toggle="yes">Pl. falciparum</italic> infective sporozoite stages and analysed the mosquito microbiome from adult females collected from diverse locations in eastern DRC.</p>
        </sec>
        <sec id="sec5" sec-type="methods">
            <title>Methods</title>
            <sec id="sec6">
                <title>Mosquito collection and species identification</title>
                <p>Adult 
                    <italic toggle="yes">Anopheles</italic> mosquitoes were collected during the rainy season in four rural locations (Katana, Rushebeyi, Lwiro and Maziba) in Sud Kivu in the Democratic Republic of the Congo (DRC) in November 2021 and January-February 2024 (
                    <xref ref-type="fig" rid="f1">
Figure 1</xref>). Collections were undertaken using CDC light traps and morphological identification performed at the Centre de Recherche en Sciences Naturelles (CRSN), Lwiro, DRC using identification keys (
                    <xref ref-type="bibr" rid="ref7">Coetzee 2020</xref>). Individual adult mosquitoes identified as 
                    <italic toggle="yes">An. demeilloni</italic> were stored in 1.5 mL Eppendorf tubes containing cotton pads and silica gel to prevent microbial contamination and transferred to the University of Warwick (UK) for further analysis. Adult female mosquitoes were subject to dissection to separate abdomens (containing ovaries) from the cephalothorax (containing Salivary glands) to allow a more accurate assessment of 
                    <italic toggle="yes">Wolbachia</italic> and 
                    <italic toggle="yes">Plasmodium</italic> sporozoites prevalence rates. Dissected body parts were individually placed in 96-well extraction plates and homogenised using a Qiagen Tissue Lyser II and Qiagen 5mm stainless beads. DNA was extracted using Qiagen DNeasy Blood and Tissue Extraction kit following manufacturer&#x2019;s instructions. Extracted DNA was eluted in a volume of 50 &#x03bc;L and concentration quantified using Invitrogen Qubit DNA High Sensitivity Assay kits in combination with an Invitrogen Qubit 4 Fluorometer. Molecular identification of species was performed using a 
                    <italic toggle="yes">An. demeilloni</italic> specific qPCR assay targeting internal transcribed spacer (ITS2) sequence (
                    <xref ref-type="bibr" rid="ref41">Walker et al. 2021</xref>). qPCR reactions were run on an Agilent Technologies Strategene Mx3005P in a final reaction volume of 10 &#x03bc;L containing 5 &#x03bc;L of Applied Biosystems&#x2122; SYBR&#x2122; Select Master Mix (catalogue no. 4472908), 1&#x03bc;L of 10X for each of the forward and reverse primers, 1&#x03bc;L of water and 2 &#x03bc;L of the extracted DNA. Reactions were run at 50&#x00b0;C for 2 minutes, 95&#x00b0;C for 2 minutes, followed by 40 cycles of 95&#x00b0;C for 15 seconds, 59&#x00b0;C for 22 seconds and 72&#x00b0;C for 1 minute. A melting cycle of 95&#x00b0;C for 10 seconds, 65&#x00b0;C for 60 seconds and 97&#x00b0;C for 1 second was run to ensure the correct target was amplified.</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>
Figure 1. </label>
                    <caption>
                        <title>Map of Democratic Republic of the Congo (DRC) and the localisation of mosquito collection sites in the Sud-Kivu region of eastern DRC.</title>
                        <p>Map was generated using QGIS 3.30 (Free Software Foundation Inc., Boston, MA, USA) using freely available administrative boundaries and inset map using a basemap from ESRI (Redlands, CA, USA).</p>
                    </caption>
                    <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://gatesopenresearch-files.f1000.com/manuscripts/17789/99f51f09-cf88-4508-9706-7383775aa353_figure1.gif"/>
                </fig>
            </sec>
            <sec id="sec7">
                <title>

                    <italic toggle="yes">Wolbachia</italic> detection and quantification</title>
                <p>The detection and quantification of 
                    <italic toggle="yes">Wolbachia</italic> strain 
                    <italic toggle="yes">w</italic>AnD were undertaken on abdomens and cephalothorax samples using qPCR assays targeting the conserved 
                    <italic toggle="yes">Wolbachia16S rRNA</italic> gene (
                    <xref ref-type="bibr" rid="ref11">Gomes et al. 2017</xref>). Each sample and no template controls (NTCs) were run in triplicate in a final reaction volume of 10 uL that consisted of 5 uL of Applied Biosystems&#x2122; SYBR&#x2122; Select Master Mix (catalogue no. 4472908) with a final concentration of 1 &#x03bc;M of each primer, 1 &#x03bc;L of water and 2 &#x03bc;L of the DNA samples. The qPCR assays were carried out in the Agilent Technologies Strategene Mx3005P under the following conditions: 50&#x00b0;C for 2 minutes, 95&#x00b0;C for 2 minutes, followed by 40 cycles of 95&#x00b0;C for 15 seconds, 57&#x00b0;C for 22 seconds and 72&#x00b0;C for 1 minute. A melting cycle of 95&#x00b0;C for 10 seconds, 65&#x00b0;C for 60 seconds and 97&#x00b0;C for 1 second was run to ensure the correct target was amplified. 
                    <italic toggle="yes">Wolbachia</italic> 16S rRNA gene copies per nanogram of total DNA was calculated from a standard curve of a synthetic oligonucleotide standard (Integrated DNA Technologies) used to calculate 
                    <italic toggle="yes">16S rRNA</italic> gene copies per ul after ten-fold serial dilutions (
                    <xref ref-type="bibr" rid="ref18">Jeffries et al. 2021</xref>). The qPCRs results were analysed using Agilent Technologies software.</p>
            </sec>
            <sec id="sec8">
                <title>Sanger sequencing of the 
                    <italic toggle="yes">wsp</italic> gene</title>
                <p>

                    <italic toggle="yes">Wolbachia</italic> surface protein (
                    <italic toggle="yes">wsp</italic>) gene sequence analysis were carried out using primers wsp81F: 5&#x2019;-TGGTCCAATAAGTGATGAAGAAAC-3&#x2019; and wsp691R: 5&#x2019;-AAAAATTAAACGCTACTCCA-3&#x2019; (
                    <xref ref-type="bibr" rid="ref42">Zhou et al. 1998</xref>) in a Bio-Rad T100 Thermal Cycler using previously optimised cycling conditions (Jeffries et al. 2018). The PCR reactions were optimised in a final volume of 20 &#x03bc;L containing 10 &#x03bc;L of 2X Phire Hot Start II PCR Master Mix (Thermo Scientific, USA), 2 &#x03bc;L of 10X for each primer, 4 &#x03bc;L of water and 2 &#x03bc;L of DNA. PCR products were separated and visualised using 2% E-Gel EX agarose gels (Invitrogen) with SYBR safe and an Invitrogen E-Gel iBase Real-Time Transilluminator. PCR products were submitted to Source BioScience (Source BioScience Plc, Nottingham, UK) for PCR reaction clean-up, followed by Sanger sequencing to generate forward reads. Sequencing analysis was carried out in 4peaks (
                    <ext-link ext-link-type="uri" xlink:href="https://nucleobytes.com/4peaks/">https://nucleobytes.com/4peaks/</ext-link>) and consisted of sequences being manually checked, edited, and trimmed as required. Sequences were used to perform NCBI BLAST database queries and searches against the 
                    <italic toggle="yes">Wolbachia</italic> PubMLST database (
                    <xref ref-type="bibr" rid="ref19">Jolley et al. 2018</xref>) for strain typing. Sequence alignments were constructed in MEGA 12 (
                    <xref ref-type="bibr" rid="ref22">Kumar et al. 2024</xref>) (
                    <ext-link ext-link-type="uri" xlink:href="https://www.megasoftware.net">https://www.megasoftware.net</ext-link>) using the Muscle algorithm to include relevant sequences from the BLAST analysis and 
                    <italic toggle="yes">Wolbachia</italic> MLST database. The phylogenetic tree was generated using the Maximum Likelihood method based on the Tamura-Nei model of nucleotide substitutions. The tree with the highest log likelihood after 1000 bootstrap replicates was shown. The percentage of trees in which the associated taxa clustered together is shown below the branches.</p>
            </sec>
            <sec id="sec9">
                <title>

                    <italic toggle="yes">Plasmodium falciparum</italic> detection</title>
                <p>

                    <italic toggle="yes">Plasmodium falciparum</italic> detection on mosquito samples was performed using a qPCR assay targeting the 
                    <italic toggle="yes">Pl. falciparum</italic> sporozoite cytochrome c oxidase subunit 1 (
                    <italic toggle="yes">Cox1</italic>) mitochondrial gene (
                    <xref ref-type="bibr" rid="ref25">Marie et al. 2013</xref>). The qPCR reactions were prepared and optimised using 5 mL of Agilent Brilliant III Ultra-Fast SYBR Green Low ROX qPCR Master Mix (catalogue no. 600892) with 1 mL for each primer (5&#x2032;-TTACATCAGGAATGTTATTGC-3&#x2032; and 5&#x2032;-ATATTGGATCTCCTGCAAAT-3&#x2032;) with a final concentration of 1mM of each primer, 1mL of water and 2mL of DNA. Each sample and NTCs were run in triplicate in the Agilent Technologies Strategene Mx3005P using the following cycling conditions: 95&#x00b0;C for 3 minutes, followed by 40 cycles of 95&#x00b0;C for 20 seconds, 60&#x00b0;C for 22 seconds and 72&#x00b0;C for 1 minute. A melting cycle of 95&#x00b0;C for 10 seconds, 65&#x00b0;C for 60 seconds and 97&#x00b0;C for 1 second was run to ensure the correct target was amplified.</p>
            </sec>
            <sec id="sec10">
                <title>Microbiome analysis</title>
                <p>A sub-sample of DNA from the same individual mosquito for both the abdomen and corresponding cephalothorax underwent Illumina amplicon sequencing of the 
                    <italic toggle="yes">16S rRNA</italic> gene including variable 
                    <italic toggle="yes">Wolbachia</italic> infection status (based on qPCR). Illumina sequencing targeted the V1-V2 hypervariable regions of the 
                    <italic toggle="yes">16S rRNA</italic> gene using the universal primers 27F (5&#x2019;-ACACTCTTTCCCTACACGACGCTCTTCCGATCTNNNNNAGAGTTTGATCMTGGCTCAG-3&#x2019;) and 338R (5&#x2019;-GTGACTGGAGTTCAGACGTGTGCTCTTCCGATCTTGCTGCCTCCCGTAGGAG- 3&#x2019;). Libraries were prepared and sequenced by the Genomics Facility at the School of Life Sciences, University of Warwick (UK). Amplicon sequencing was achieved using Illumina MiSeq v3 (Illumina, USA) and resulting data received as FASTQ files of the demultiplexed paired end reads. All analysis of resulting reads was carried out in R software version 4.4.0 (
                    <ext-link ext-link-type="uri" xlink:href="http://www.R-Project.Org/">

                        <italic toggle="yes">www.R-Project.Org/</italic>
</ext-link> ). FASTQ files were then analysed using a DADA2 pipeline (
                    <xref ref-type="bibr" rid="ref6">Callahan et al. 2016</xref>) after primer sequences were removed using the Cutadapt package (
                    <xref ref-type="bibr" rid="ref26">Martin 2011</xref>). Samples with fewer than 1000 reads per sample were removed from the dataset. Read quality profiles were visualised with a quality score of 20 accepted as a minimum. Reads were then filtered and trimmed based on the observed quality. Paired-end reads were merged and concatenated due to the non-overlapping nature of the V1-V2 hypervariable regions. Taxonomy was assigned using the Silva database (Version 138.1 SSU), and the resulting taxonomic assignments were then visualised and explored using the Phyloseq package (
                    <xref ref-type="bibr" rid="ref27">McMurdie and Holmes 2013</xref>).</p>
            </sec>
            <sec id="sec11">
                <title>Statistical analysis</title>
                <p>Comparative statistics were carried out using the JMP 18.0 software (SAS Institute. Inc, North Carolina). General Linear Models were performed assuming a binomial distribution of 
                    <italic toggle="yes">Wolbachia</italic> infection in body parts and across different locations where mosquitoes were sampled. The interaction between both variables was tested but removed from the model if not significant. 
                    <italic toggle="yes">Wolbachia</italic> density across the different body parts was compared using a Mann-Whitney test and a Spearman rank correlation coefficient was performed to compare 
                    <italic toggle="yes">Wolbachia</italic> density between the abdomen and the cephalothorax. Logistic regressions were performed to test the effect 
                    <italic toggle="yes">Wolbachia</italic> infections in the likelihood of 
                    <italic toggle="yes">Plasmodium</italic> infection in mosquitoes. A power analysis was performed using JMP data analysis software (
                    <ext-link ext-link-type="uri" xlink:href="https://www.jmp.com/en/software/data-analysis-software">https://www.jmp.com/en/software/data-analysis-software</ext-link>) to determine the minimum sample size to detect a difference of 
                    <italic toggle="yes">Plasmodium</italic> infection rates between 
                    <italic toggle="yes">Wolbachia</italic> positive and negative samples based on the two-sided test of two independent proportions with a significance level of 0.05 and a power of 0.80. Microbiome diversity was explored by assessing alpha and beta diversity. Alpha diversity was measured using both Simpson and Shannon diversity indices, and beta diversity measured using Bray-Curtis measure of dissimilarity. The difference between the microbiome composition in DNA extracted from abdomen vs cephalothorax was assessed using permutational analysis of variance (PERMANOVA) analysis using the vegan package (
                    <xref ref-type="bibr" rid="ref30">Oksanen 2025</xref>). The composition of the microbiome was observed using relative abundance of data agglomerated to the genus level.</p>
            </sec>
        </sec>
        <sec id="sec12" sec-type="results">
            <title>Results</title>
            <sec id="sec13">
                <title>

                    <italic toggle="yes">Wolbachia w</italic>AnD strain is found at significantly higher prevalence rates in abdomens compared to cephalothoraxes of 
                    <italic toggle="yes">An. demeilloni</italic>
</title>
                <p>A total of 672 mosquitoes morphologically identified as 
                    <italic toggle="yes">An. demeilloni</italic> were analysed from collections in 2021 from four different areas in eastern DRC (Maziba, Katana, Lwiro and Rushebeyi) in addition to a further 96 mosquitoes collected in 2024 from Lwiro. As other 
                    <italic toggle="yes">Anopheles</italic> species are present in DRC including 
                    <italic toggle="yes">An. funestus</italic> which is morphologically similar to 
                    <italic toggle="yes">An. demeilloni</italic>, we first confirmed species using a qPCR assay previously developed to specifically target the ITS2 region of 
                    <italic toggle="yes">An. demeilloni</italic> (
                    <xref ref-type="bibr" rid="ref41">Walker et al. 2021</xref>). Using this assay, the accuracy of morphological identification was calculated at 91.7% (704/768). We then determined 
                    <italic toggle="yes">Wolbachia</italic> prevalence rates in 
                    <italic toggle="yes">An. demeilloni</italic> samples using a qPCR assay targeting the conserved 
                    <italic toggle="yes">Wolbachia 16S rRNA</italic> gene. A total of 610 individual 
                    <italic toggle="yes">An. demeilloni</italic> females collected in 2021 were analysed according to body part (cephalothorax and abdomen) to provide a more comprehensive assessment of relative infection rates given mosquito abdomens contain ovaries which are the primary tissues for 
                    <italic toggle="yes">Wolbachia</italic> infection due to maternal transmission. The corresponding cephalothoraxes provided a measure of 
                    <italic toggle="yes">Wolbachia</italic> somatic tissue infection and is often used as a proxy for Salivary glands. Overall, the 
                    <italic toggle="yes">Wolbachia</italic> prevalence rate was significantly higher in abdomens (80%) compared to the cephalothoraxes (17%) (&#x03c7; 
                    <sup>2</sup> = 1066.86 Df = 1 
                    <italic toggle="yes">P&lt;0.0001</italic>) (
                    <xref ref-type="fig" rid="f2">
Figure 2</xref>). There was also a significant difference in 
                    <italic toggle="yes">Wolbachia</italic> prevalence rates across geographical areas, with significantly higher prevalence rates observed in abdomens of individuals collected in Maziba compared to their counterparts in other areas (&#x03c7; 
                    <sup>2</sup> = 39.82 Df = 3 
                    <italic toggle="yes">P &lt; 0.0001</italic>) (
                    <xref ref-type="fig" rid="f2">
Figure 2</xref>). Interestingly, somatic 
                    <italic toggle="yes">Wolbachia</italic> infections in the cephalothoraxes of 
                    <italic toggle="yes">An. demeilloni</italic> were detected in 18% and 2% respectively in Maziba and Lwiro. However, our analysis provided no evidence of 
                    <italic toggle="yes">Wolbachia</italic> infection in the cephalothoraxes of females collected in Katana and Rushebeyi. To provide stronger evidence of somatic infection, we undertook sanger sequencing of the 
                    <italic toggle="yes">Wolbachia</italic> surface protein (
                    <italic toggle="yes">wsp</italic>) gene on paired 
                    <italic toggle="yes">An. demeilloni</italic> cephalothoraxes and abdomens shown to be 
                    <italic toggle="yes">Wolbachia</italic>-positive through 
                    <italic toggle="yes">16S rRNA</italic> qPCR. All our sequences (available at 
                    <ext-link ext-link-type="uri" xlink:href="https://osf.io/y6sh8">https://osf.io/y6sh8</ext-link>) clustered with existing 
                    <italic toggle="yes">w</italic>AnD 
                    <italic toggle="yes">wsp</italic> sequences, accession numbers in GenBank MW250715.1 and MW250714.1 in BLAST analysis and phylogenetic analysis (
                    <xref ref-type="fig" rid="f3">
Figure 3A,</xref> 
                    <xref ref-type="fig" rid="f3">3</xref>B) indicating no 
                    <italic toggle="yes">w</italic>AnD strain variation was detected.</p>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>
Figure 2. </label>
                    <caption>
                        <title>

                            <italic toggle="yes">Wolbachia</italic> prevalence rates in the abdomens and cephalothorax of 
                            <italic toggle="yes">An. demeilloni</italic> individuals collected in 2021 in the four regions of the DRC.</title>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://gatesopenresearch-files.f1000.com/manuscripts/17789/99f51f09-cf88-4508-9706-7383775aa353_figure2.gif"/>
                </fig>
                <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                    <label>
Figure 3. </label>
                    <caption>
                        <title>

                            <italic toggle="yes">Wolbachia</italic> surface protein (wsp) gene analysis from 
                            <italic toggle="yes">An. demeilloni</italic> abdomens and cephalothoraxes.</title>
                        <p>

                            <bold>A)</bold> Multi-sequence alignment of wsp sequences from our study and reference sequences, AB = abdomen, CT = cephalothorax. 
                            <bold>B)</bold> NCBI accession numbers are provided for reference strains, blue box indicates our study sequences alongside two 
                            <italic toggle="yes">w</italic>AnD strain 
                            <italic toggle="yes">wsp</italic> references. The phylogeny was inferred generated Mega 12 using the Maximum Likelihood method and Tamura-Nei (1993) model (
                            <xref ref-type="bibr" rid="ref37">Tamura and Nei 1993</xref>) of nucleotide substitutions and the tree with the highest log likelihood (-3,062.04) is shown. The percentage of replicate trees in which the associated taxa clustered together (1,000 replicates) is shown below the branches (
                            <xref ref-type="bibr" rid="ref8">Felsenstein 1985</xref>). The initial tree for the heuristic search was selected by choosing the tree with the superior log-likelihood between a Neighbour-Joining (NJ) tree (
                            <xref ref-type="bibr" rid="ref34">Saitou and Nei, 1987</xref>) and a Maximum Parsimony (MP) tree. The NJ tree was generated using a matrix of pairwise distances computed using the Tamura-Nei (1993) model (
                            <xref ref-type="bibr" rid="ref37">Tamura and Nei 1993</xref>). The MP tree had the shortest length among 10 MP tree searches, each performed with a randomly generated starting tree. The analytical procedure encompassed 32 nucleotide sequences with 677 positions in the final dataset. Evolutionary analyses were conducted in MEGA12 (
                            <xref ref-type="bibr" rid="ref22">Kumar et al. 2024</xref>) utilizing up to 4 parallel computing threads.</p>
                    </caption>
                    <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://gatesopenresearch-files.f1000.com/manuscripts/17789/99f51f09-cf88-4508-9706-7383775aa353_figure3.gif"/>
                </fig>
                <p>Quantitative PCR was used targeting a fragment of the conserved 
                    <italic toggle="yes">Wolbachia 16S rRNA</italic> gene with samples run in triplicate alongside standard curves and no template controls (NTCs). Values in the mosaic plot represent the number of individuals in each category based on 
                    <italic toggle="yes">Wolbachia w</italic>AnD strain infection status.</p>
            </sec>
            <sec id="sec14">
                <title>

                    <italic toggle="yes">Wolbachia</italic> densities are higher in abdomens compared to cephalothoraxes</title>
                <p>We then assessed 
                    <italic toggle="yes">Wolbachia</italic> densities by compared normalized levels of 
                    <italic toggle="yes">Wolbachia</italic> infection in the different body parts using a synthetic oligonucleotide standard and considering total DNA present in the qPCR reactions. A Mann-Whitney test indicated (as expected) significantly higher 
                    <italic toggle="yes">Wolbachia</italic> densities were present in the abdomens compared to cephalothoraxes (
                    <italic toggle="yes">P &lt; 0.0001</italic>) (
                    <xref ref-type="fig" rid="f4">
Figure 4A</xref>). The mean normalised 
                    <italic toggle="yes">Wolbachia</italic> density (copies/ng DNA) in abdomens was 8.23 &#x00d7; 10 
                    <sup>3</sup> (&#x00b1;1.81 
                    <sup>4</sup>) compared to 3.63 &#x00d7; 10 
                    <sup>2</sup> (&#x00b1;6.18 &#x00d7; 10 
                    <sup>2</sup>) for cephalothoraxes. This pattern did not significantly vary across years, and the level of infection remained higher in the abdomen 6.79 &#x00d7; 10 
                    <sup>3</sup> (&#x00b1;1.83 
                    <sup>4</sup>) compared to the cephalothorax 3.25 &#x00d7; 10 
                    <sup>2</sup> (&#x00b1;7.42 &#x00d7; 10 
                    <sup>2</sup>) (
                    <italic toggle="yes">P &lt; 0.0001</italic>) in samples collected in 2024. A Spearman&#x2019;s rank correlation analysis between 
                    <italic toggle="yes">Wolbachia</italic> densities calculated per nanogram of the total DNA in the cephalothorax and the corresponding abdomens revealed a significant positive correlation (
                    <italic toggle="yes">r
                        <sub>s</sub>
                    </italic> = 0.2531, 
                    <italic toggle="yes">P = 0.0046</italic>, 
                    <xref ref-type="fig" rid="f4">
Figure 4B</xref>) indicating a high 
                    <italic toggle="yes">Wolbachia</italic> density in the abdomen could result in high densities in the corresponding cephalothorax. In addition, high density of 
                    <italic toggle="yes">Wolbachia</italic> infection in the abdomen was found in samples with 
                    <italic toggle="yes">Wolbachia</italic>-positives cephalothorax compared to their negative counterparts (
                    <italic toggle="yes">P &lt; 0.0001</italic>).</p>
                <fig fig-type="figure" id="f4" orientation="portrait" position="float">
                    <label>
Figure 4. </label>
                    <caption>
                        <title>

                            <italic toggle="yes">Wolbachia</italic> density in abdomens and cephalothoraxes of 
                            <italic toggle="yes">An. demeilloni.</italic>
</title>
                        <p>

                            <bold>A.</bold> Scatter plot combined with box plot generated for normalized 
                            <italic toggle="yes">Wolbachia w</italic>AnD strain densities (
                            <italic toggle="yes">16S rRNA</italic> gene copies/ng DNA) quantified through qPCR of the 
                            <italic toggle="yes">Wolbachia</italic> using a standard curve generated after 10-fold serial dilutions of a synthetic oligonucleotide standard. The boxes represent the 25 and 75 percentiles while the whiskers indicate maximum and minimum values. The median is depicted as the horizontal line. A total of 672 and 96 individual 
                            <italic toggle="yes">An. demeilloni</italic> females collected in 2021 and 2024 respectively were dissected and 
                            <italic toggle="yes">Wolbachia</italic> densities determined by qPCR. 
                            <bold>B</bold>. Scatter plot showing the relationship between 
                            <italic toggle="yes">Wolbachia 16S rRNA</italic> gene copies in the abdomens and the corresponding cephalothoraxes. The line of fit in blue was determined using linear regression, 
                            <italic toggle="yes">r 
                                <sub>s</sub>
                            </italic> = 0.2531, 
                            <italic toggle="yes">P = 0.0046.</italic>
                        </p>
                    </caption>
                    <graphic id="gr4" orientation="portrait" position="float" xlink:href="https://gatesopenresearch-files.f1000.com/manuscripts/17789/99f51f09-cf88-4508-9706-7383775aa353_figure4.gif"/>
                </fig>
            </sec>
            <sec id="sec15">
                <title>Co-infection rates of 
                    <italic toggle="yes">Plasmodium falciparum</italic> and 
                    <italic toggle="yes">Wolbachia</italic> in 
                    <italic toggle="yes">Anopheles demeilloni</italic>
</title>
                <p>We determined whether malaria parasites reached the infectious sporozoite stage in wild 
                    <italic toggle="yes">An. demeilloni</italic> from our collection locations in the DRC by screening cephalothoraxes (a proxy for Salivary gland stage sporozoite infection). An overall prevalence rate of 1.3% (9/704) was found in all 
                    <italic toggle="yes">An. demeilloni</italic> samples. We then investigated whether the presence of 
                    <italic toggle="yes">Wolbachia w</italic>AnD correlated with the presence of 
                    <italic toggle="yes">Pl. falciparum</italic> in cephalothoraxes using only samples from Maziba and Lwiro that showed positive 
                    <italic toggle="yes">Wolbachia</italic> infections in their cephalothorax. The prevalence rate of 
                    <italic toggle="yes">Pl. falciparum</italic> was not significantly different between 
                    <italic toggle="yes">Wolbachia</italic>-positive individuals compared to 
                    <italic toggle="yes">Wolbachia</italic>-negative individuals (
                    <italic toggle="yes">P = 0.3630</italic>). However, interestingly all 
                    <italic toggle="yes">Pl. falciparum-</italic>infected mosquitoes were only found in 
                    <italic toggle="yes">Wolbachia</italic>-negative cephalothoraxes (8/560) (
                    <xref ref-type="fig" rid="f5">
Figure 5A</xref>). A power analysis performed showed a minimum sample size of 1106 mosquitoes would affect the development of 
                    <italic toggle="yes">Plasmodium</italic> sporozoites, from 1.4% in 
                    <italic toggle="yes">Wolbachia-</italic>negative individuals to below the limit of detection in 
                    <italic toggle="yes">Wolbachia</italic>-positive mosquitoes at a level of 0.05 and a power of 0.80. A total of 688 mosquitoes was analysed in our study, which is below the sample size required to detect a significant effect of 
                    <italic toggle="yes">Wolbachia</italic> affecting 
                    <italic toggle="yes">Pl. falciparum.</italic> We then investigated whether the presence of 
                    <italic toggle="yes">Wolbachia w</italic>AnD in the abdomen had any correlation to the presence of 
                    <italic toggle="yes">Pl. falciparum</italic> in the corresponding cephalothoraxes (
                    <xref ref-type="fig" rid="f5">
Figure 5B</xref>). We found significant difference in the prevalence rates of 
                    <italic toggle="yes">Pl. falciparum</italic> between individuals with 
                    <italic toggle="yes">Wolbachia</italic> abdomen positive (4/570) and individuals with 
                    <italic toggle="yes">Wolbachia</italic> abdomen negative (4/118) (
                    <italic toggle="yes">P = 0.0329</italic>).</p>
                <fig fig-type="figure" id="f5" orientation="portrait" position="float">
                    <label>
Figure 5. </label>
                    <caption>
                        <title>Correlation between 
                            <italic toggle="yes">Pl. falciparum</italic> sporozoites rates (in cephalothoraxes) and 
                            <italic toggle="yes">Wolbachia</italic> strain 
                            <italic toggle="yes">w</italic>AnD in 
                            <italic toggle="yes">An. demeilloni.</italic>
</title>
                        <p>

                            <bold>A)</bold> in the cephalothoraxes and 
                            <bold>B)</bold> in the abdomens. Quantitative PCR targeting the 
                            <italic toggle="yes">Cox1</italic> gene of 
                            <italic toggle="yes">Pl. falciparum</italic> was used to screen positive and negative- 
                            <italic toggle="yes">Wolbachia</italic> cephalothorax and abdomens run in triplicate alongside standard curves and no template controls (NTCs). 
                            <italic toggle="yes">Pl. falciparum-</italic>infected mosquitoes were only found in 
                            <italic toggle="yes">Wolbachia</italic>-negative cephalothoraxes (8/560) and not in 
                            <italic toggle="yes">Wolbachia</italic>-positive cephalothoraxes (0/120).</p>
                    </caption>
                    <graphic id="gr5" orientation="portrait" position="float" xlink:href="https://gatesopenresearch-files.f1000.com/manuscripts/17789/99f51f09-cf88-4508-9706-7383775aa353_figure5.gif"/>
                </fig>
            </sec>
            <sec id="sec16">
                <title>

                    <italic toggle="yes">Anopheles demeilloni</italic> microbiome composition and diversity</title>
                <p>Following Illumina 
                    <italic toggle="yes">16S rRNA</italic> amplicon sequencing, all samples with fewer than 1000 resulting reads were removed from the dataset, leaving a total of 42 abdomen and 41 cephalothoraxes for further analysis. 
                    <italic toggle="yes">Wolbachia</italic> was identified in abdomens and cephalothoraxes at prevalence rates of 76% and 54% respectively (
                    <xref ref-type="fig" rid="f6">
Figure 6</xref>). As expected, there were no cephalothorax samples positive for 
                    <italic toggle="yes">Wolbachia</italic> for which the corresponding abdomen was not positive. 
                    <italic toggle="yes">Wolbachia</italic> was also found in higher relative abundances in abdomen samples than cephalothorax. For diversity analysis, all 
                    <italic toggle="yes">Wolbachia</italic>-assigned reads within the dataset were removed to assess the diversity within the remaining microbiome community given when present 
                    <italic toggle="yes">Wolbachia</italic> can dominate the microbiome. Overall alpha diversity, assessed using the Shannon&#x2019;s and Simpson&#x2019;s diversity indices, showed no significant difference between body parts (
                    <xref ref-type="fig" rid="f7">
Figure 7A,B</xref>). Bray-Curtis dissimilarity analysis was used to assess the beta diversity and there was no distinct grouping suggesting no significant difference in the microbiome composition between mosquito body parts despite a high level of inter-individual differences (
                    <xref ref-type="fig" rid="f7">
Figure 7C</xref>). Following the removal of all 
                    <italic toggle="yes">Wolbachia</italic>-assigned reads within the dataset, PERMANOVA analysis was used to assess the difference of microbiome composition between sample body parts and 
                    <italic toggle="yes">Wolbachia</italic> infection status. There was no significant difference between the composition of the abdomen and cephalothorax microbiome (F(1,82) = 2.136, P = 0.144). There was also no significant difference between 
                    <italic toggle="yes">Wolbachia</italic>-positive and 
                    <italic toggle="yes">Wolbachia</italic>-negative abdomen samples (F(1,40) = 0.138, P = 0.704). However, there was a significant difference in the composition of the microbiome between 
                    <italic toggle="yes">Wolbachia</italic>-positive and 
                    <italic toggle="yes">Wolbachia</italic>-negative cephalothorax samples (F(1,39) = 4.0305, P &lt; 0.05).</p>
                <fig fig-type="figure" id="f6" orientation="portrait" position="float">
                    <label>
Figure 6. </label>
                    <caption>
                        <title>Relative abundance of the top 20 most abundant bacterial genera identified in 40 
                            <italic toggle="yes">An. demeilloni</italic> individuals.</title>
                        <p>

                            <bold>Data are separated into abdomens (upper barplots) and corresponding cephalothoraxes (lower barplots). Genera are listed in order of highest overall abundance. &#x201c;Other&#x201d; represents the total of all genera that were not in the top 20 most abundant. Mosquito images created in</bold> 
                            <ext-link ext-link-type="uri" xlink:href="http://biorender.com">

                                <bold>biorender.com</bold>
</ext-link>. Individual sample numbers are provided to allow comparison between body parts of individuals.</p>
                    </caption>
                    <graphic id="gr6" orientation="portrait" position="float" xlink:href="https://gatesopenresearch-files.f1000.com/manuscripts/17789/99f51f09-cf88-4508-9706-7383775aa353_figure6.gif"/>
                </fig>
                <fig fig-type="figure" id="f7" orientation="portrait" position="float">
                    <label>
Figure 7. </label>
                    <caption>
                        <title>Microbiome diversity of 
                            <italic toggle="yes">An. demeilloni</italic> abdomens and cephalothoraxes.</title>
                        <p>Alpha diversity assessed using 
                            <bold>A)</bold> Shannon&#x2019;s diversity index and 
                            <bold>B)</bold> Simpson&#x2019;s diversity index. In both panels the central line represents the median of the data set, with the upper and lower limits of the boxplot representing the upper and lower quartiles, vertical lines extend to encompass data points within 1.5 times the calculated inter-quartile range. There were no data points that exceeded this. 
                            <bold>C)</bold> Beta diversity for the microbiome of 
                            <italic toggle="yes">An. demeilloni</italic> abdomens and cephalothoraxes assessed using Bray-Curtis measure of dissimilarity. All 
                            <italic toggle="yes">Wolbachia</italic>-assigned reads were removed from the datasets before analysing alpha and beta diversity.</p>
                    </caption>
                    <graphic id="gr7" orientation="portrait" position="float" xlink:href="https://gatesopenresearch-files.f1000.com/manuscripts/17789/99f51f09-cf88-4508-9706-7383775aa353_figure7.gif"/>
                </fig>
            </sec>
        </sec>
        <sec id="sec17">
            <title>Discussion</title>
            <p>The 
                <italic toggle="yes">w</italic>AnD 
                <italic toggle="yes">Wolbachia</italic> strain in 
                <italic toggle="yes">An. demeilloni</italic> was previously shown to result in high density endosymbiotic associations (
                <xref ref-type="bibr" rid="ref41">Walker et al. 2021</xref>) and in this study we aimed to determine if this strain was 1) present in somatic tissues and 2) if it correlates to the presence of 
                <italic toggle="yes">Pl. falciparum</italic> infective stage sporozoites and impacts the overall mosquito microbiome. When analysing these associations, we included molecular species identification using species-specific qPCR analysis to demonstrate morphological identification accuracy of 92%. Although previous studies have correlated the presence of 
                <italic toggle="yes">Wolbachia</italic> with 
                <italic toggle="yes">Pl. falciparum</italic> in other wild 
                <italic toggle="yes">Anopheles</italic> mosquito species (
                <xref ref-type="bibr" rid="ref11">Gomes et al. 2017</xref>; 
                <xref ref-type="bibr" rid="ref35">Shaw et al. 2016</xref>; 
                <xref ref-type="bibr" rid="ref28">Mouillaud et al. 2023</xref>), our study aimed to remove the confounding factor that 
                <italic toggle="yes">Wolbachia</italic> is maternally transmitted and heavily infects the ovaries resulting in erroneous correlations obtained from analysing whole mosquito bodies. Dissected body parts also allowed isolated detection of sporozoites as Salivary glands are the only tissue within the cephalothorax, to our knowledge, in which infective sporozoite stages are found. Our results demonstrated no evidence of 
                <italic toggle="yes">Wolbachia/Plasmodium</italic> co-infections in cephalothoraxes but the presence of the 
                <italic toggle="yes">w</italic>AnD strain was not statistically correlated with lower levels of 
                <italic toggle="yes">Pl. falciparum.</italic> The low 
                <italic toggle="yes">P. falciparum</italic> infection rate (1.4%) prevented a statistically significant result based on our power calculations. However, we did find a statistically significant difference in the sporozoite rates between 
                <italic toggle="yes">Wolbachia</italic>-infected/uninfected abdomens suggesting the possibility that the 
                <italic toggle="yes">w</italic>AnD strain could potentially reduce 
                <italic toggle="yes">Plasmodium</italic> sporozoites. We also found a higher level of 
                <italic toggle="yes">w</italic>AnD in the abdomen of individuals with 
                <italic toggle="yes">Wolbachia</italic>-positive cephalothorax compared to 
                <italic toggle="yes">Wolbachia</italic>-negative cephalothoraxes.</p>
            <p>Our study is limited by analysis of wild caught mosquitoes which prevents the inclusion of controls to fully elucidate any direct association between the 
                <italic toggle="yes">w</italic>AnD strain and 
                <italic toggle="yes">Plasmodium.</italic> Collection of wild 
                <italic toggle="yes">Anopheles</italic> mosquito populations does not ensure that all individuals females are old enough to ensure that vertically transmitted 
                <italic toggle="yes">Wolbachia</italic> bacteria such as the 
                <italic toggle="yes">w</italic>AnD strain have replicated and colonized host tissues such as Salivary glands. Age-dependent 
                <italic toggle="yes">Wolbachia</italic> densities are observed in other mosquito species such as 
                <italic toggle="yes">Ae. albopictus</italic> (
                <xref ref-type="bibr" rid="ref38">Tortosa et al. 2010</xref>). Furthermore, mosquito age at the point of collection also influences sporogony so that only older females have lived long enough for 
                <italic toggle="yes">Pl. falciparum</italic> sporozoites to have reached Salivary glands. Despite these limitations, our results align with those reported in 
                <italic toggle="yes">An. gambiae</italic> complex species from Mali in which a negative correlation between 
                <italic toggle="yes">Wolbachia</italic>-infected mosquitoes (
                <italic toggle="yes">w</italic>Anga-Mali strain) and 
                <italic toggle="yes">Pl. falciparum</italic> was reported (
                <xref ref-type="bibr" rid="ref11">Gomes et al. 2017</xref>). High 
                <italic toggle="yes">w</italic>Anga prevalence rates in samples encompassing both abdomens and thoraxes were also correlated to low 
                <italic toggle="yes">Pl. falciparum</italic> prevalence rate in five-day post-collections of blood-fed 
                <italic toggle="yes">An. coluzzii</italic> in Burkina Faso (
                <xref ref-type="bibr" rid="ref35">Shaw et al. 2016</xref>). Colonization of 
                <italic toggle="yes">An. demeilloni</italic> would provide the opportunity to undertake laboratory vector competence experiments. 
                <italic toggle="yes">Plasmodium</italic> inhibition was demonstrated after successful transinfection of 
                <italic toggle="yes">An. stephensi</italic> colonies with the 
                <italic toggle="yes">w</italic>AlbB and 
                <italic toggle="yes">w</italic>Pip strains of 
                <italic toggle="yes">Wolbachia</italic> (
                <xref ref-type="bibr" rid="ref23">Liang et al. 2024</xref>; 
                <xref ref-type="bibr" rid="ref5">Bian et al. 2013</xref>) despite both strains having no impact on arbovirus transmission in their native mosquito hosts.</p>
            <p>We previously showed that when present in whole body adult females, 
                <italic toggle="yes">w</italic>AnD is the dominant bacterial species in 
                <italic toggle="yes">An. demeilloni</italic> (
                <xref ref-type="bibr" rid="ref41">Walker et al. 2021</xref>) but when extending this to just the cephalothorax we do not see this same microbiome dominance. However, caution must be taken in using &#x2018;association&#x2019; studies from wild mosquitoes as there are numerous environmental factors including acquisition of environmental bacterial species such as 
                <italic toggle="yes">Asaia</italic> that contribute to the microbiome in collection locations. Although there has been an antagonistic relationship between 
                <italic toggle="yes">Wolbachia</italic> and 
                <italic toggle="yes">Asaia</italic> observed in 
                <italic toggle="yes">An. gambiae</italic> and 
                <italic toggle="yes">An. stephensi</italic> (
                <xref ref-type="bibr" rid="ref14">Hughes et al. 2014</xref>; 
                <xref ref-type="bibr" rid="ref33">Rossi et al. 2015</xref>), further studies have shown evidence of coinfections in members of the 
                <italic toggle="yes">An. gambiae</italic> complex in Guinea (
                <xref ref-type="bibr" rid="ref18">Jeffries et al. 2021</xref>) and more studies are showing that this relationship is dependent on the species/strain of mosquitoes, geographic location of collection and tissue localisation (
                <xref ref-type="bibr" rid="ref15">Ilbeigi Khamseh Nejad et al. 2024</xref>).</p>
            <p>
Our analysis included 
                <italic toggle="yes">An. demeilloni</italic> samples from diverse collection locations in eastern DRC and we were able to detect high but variable prevalence rates. Variable prevalence rates in geographical distinct populations could result from genetic diversity within the host species, affecting the prevalence of 
                <italic toggle="yes">Wolbachia</italic> infection in these mosquito populations. Variable 
                <italic toggle="yes">w</italic>AnD prevalence could also be due to our study adhering to Minimal information for Publication of Quantitative Real-Time PCR Experiments (MIQE) established standards which increases the possibility of &#x2018;false negative&#x2019; low-density infections. Sequencing of the 
                <italic toggle="yes">wsp</italic> gene indicated no variability in 
                <italic toggle="yes">Wolbachia</italic> strain typing and confirmed genuine 
                <italic toggle="yes">w</italic>AnD strain infections. The presence of the 
                <italic toggle="yes">w</italic>AnD strain in Maziba at high prevalence rates provides further evidence of the ability of this strain to &#x2018;invade&#x2019; populations and this is likely due to induction of CI. We previously demonstrated maternal transmission of the 
                <italic toggle="yes">w</italic>AnD strain (
                <xref ref-type="bibr" rid="ref41">Walker et al. 2021</xref>) but we have now shown for the first time that this strain can infect somatic tissue (in the cephalothorax). Tissue-specific infection should be further investigated through dissection of Salivary glands and the use of multiple detection methods including fluorescence 
                <italic toggle="yes">in-situ
</italic> hybridization (FISH). 
                <italic toggle="yes">Wolbachia</italic> strain tissue tropism can vary between mosquito species but somatic infection is consistent with high density strains that impact human pathogens (
                <xref ref-type="bibr" rid="ref40">Walker et al. 2011</xref>; 
                <xref ref-type="bibr" rid="ref23">Liang et al. 2024</xref>; 
                <xref ref-type="bibr" rid="ref5">Bian et al. 2013</xref>; 
                <xref ref-type="bibr" rid="ref20">Joubert et al. 2016</xref>). Transient 
                <italic toggle="yes">Wolbachia</italic> infections in 
                <italic toggle="yes">An. gambiae</italic> also indicate the potential to actively colonise somatic tissue and inhibit the development of 
                <italic toggle="yes">Plasmodium</italic> (
                <xref ref-type="bibr" rid="ref13">Hughes et al. 2011</xref>). 
                <italic toggle="yes">Wolbachia</italic>&#x2019;s inhibitory effects on 
                <italic toggle="yes">Plasmodium</italic> parasites has previously been shown to be associated with upregulated of immune genes in 
                <italic toggle="yes">An. gambiae</italic> after intrathoracic inoculation (
                <xref ref-type="bibr" rid="ref21">Kambris et al. 2010</xref>). Exciting new avenues to investigate will be determining if the presence of the 
                <italic toggle="yes">w</italic>AnD strain is priming the basal immune system in the abdomen and to characterise the molecular mechanisms of 
                <italic toggle="yes">Wolbachia-Plasmodium
</italic> interactions in 
                <italic toggle="yes">An. demeilloni</italic> colonies to determine any direct evidence of inhibition. Currently there are limited studies on 
                <italic toggle="yes">An. demeilloni</italic> as it is not assumed to be a major malaria vector in the WHO African Region. In eastern DRC, it has been collected alongside the main malaria vectors 
                <italic toggle="yes">An. gambiae</italic> s.l and 
                <italic toggle="yes">An. funestus</italic> (Jeffries et al. 2018; 
                <xref ref-type="bibr" rid="ref41">Walker et al. 2021</xref>) which have been much more extensively studies and show high malaria prevalence rates (Jeffries et al. 2018). Currently there is limited evidence to date to determine if the presence of the 
                <italic toggle="yes">w</italic>AnD strain could be a contributing factor to the status of 
                <italic toggle="yes">An. demeilloni</italic> as a presumed non malaria vector.</p>
        </sec>
        <sec id="sec18" sec-type="conclusions">
            <title>Conclusions</title>
            <p>This study has demonstrated that there are high but variable prevalence rates of the wAnD strain in 
                <italic toggle="yes">An. demeilloni</italic> in Eastern DRC and this strain infects the mosquito cephalothorax and influences the overall microbiome. We detected no co-infections with 
                <italic toggle="yes">Pl. falciparum</italic> sporozoites but found no statistical significance due to low sporozoite rates and limited sample numbers. There was a negative correlation of 
                <italic toggle="yes">Wolbachia</italic>-infected abdomens and sporozoites in the cephalothorax adding to the potential of 
                <italic toggle="yes">Wolbachia</italic> strains in preventing malaria transmission through transinfection of major malaria vector species. Further studies are needed &#x2013; particularly with 
                <italic toggle="yes">An. demeilloni</italic> lab colonies &#x2013; to determine if there is pathogen inhibition and the mechanisms behind this interaction.</p>
        </sec>
        <sec id="sec19" sec-type="dataAvailability">
            <title>Data availability</title>
            <sec id="sec20">
                <title>Underlying data</title>
                <p>Quantitative PCR data, additional microbiome analysis (with 
                    <italic toggle="yes">Wolbachia</italic> reads) and 
                    <italic toggle="yes">wsp</italic> FASTAs from Sanger sequencing are available at 
                    <ext-link ext-link-type="uri" xlink:href="https://osf.io/y6sh8">https://osf.io/y6sh8</ext-link>
                </p>
                <p>Data are available under the terms of the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International license (CC-BY 4.0)</ext-link>.</p>
            </sec>
        </sec>
    </body>
    <back>
        <sec id="sec21">
            <title>Acknowledgements</title>
            <p>We would like to thank all the local villagers in the DRC who assisted and facilitated CRSN&#x2019;s mosquito collections.</p>
        </sec>
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