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<front>
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<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
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<issn pub-type="epub">1664-302X</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2026.1766962</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Detection of novel <italic>Wolbachia</italic> strains in <italic>Aedes aegypti</italic> populations from a recent arbovirus outbreak region in Pune District, Maharashtra, India (2024)</article-title>
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<surname>Hari</surname>
<given-names>Irrusappan</given-names>
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<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<name>
<surname>Panner Selvam</surname>
<given-names>Tharani Priya</given-names>
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<name>
<surname>Ray</surname>
<given-names>Sanket Kumar</given-names>
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<name>
<surname>Kalichamy</surname>
<given-names>Alagarasu</given-names>
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<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<name>
<surname>Sharma</surname>
<given-names>Vikas</given-names>
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<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author">
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<surname>Thiruvengadam</surname>
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<surname>Lole</surname>
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<surname>Hundekar</surname>
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<name>
<surname>Gaikwad</surname>
<given-names>Prajwal</given-names>
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<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<name>
<surname>Rathinam</surname>
<given-names>Balasubramanian</given-names>
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<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Anuse</surname>
<given-names>Somaji Shankar</given-names>
</name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Baruah</surname>
<given-names>Kalpana</given-names>
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<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
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<aff id="aff1"><label>1</label><institution>ICMR-National Institute of Virology</institution>, <city>Pune</city>, <country country="in">India</country></aff>
<aff id="aff2"><label>2</label><institution>Academy of Scientific and Innovative Research</institution>, <city>Ghaziabad</city>, <state>Uttar Pradesh</state>, <country country="in">India</country></aff>
<aff id="aff3"><label>3</label><institution>ICMR-Vector Control Research Centre</institution>, <city>Puducherry</city>, <country country="in">India</country></aff>
<aff id="aff4"><label>4</label><institution>Bharathidasan University</institution>, <city>Tiruchirappalli</city>, <state>Tamil Nadu</state>, <country country="in">India</country></aff>
<aff id="aff5"><label>5</label><institution>Public Health Department, State Government of Maharasthtra</institution>, <country country="in">India</country></aff>
<aff id="aff6"><label>6</label><institution>National Center for Vector Borne Diseases Control</institution>, <city>Delhi</city>, <country country="in">India</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Irrusappan Hari, <email xlink:href="mailto:irrusappanhari@gmail.com">irrusappanhari@gmail.com</email>; Alagarasu Kalichamy, <email xlink:href="mailto:irrusappanhari@gmail.com">alagarasu@gmail.com</email>; Vikas Sharma, <email xlink:href="mailto:irrusappanhari@gmail.com">sharmavikas3529@gmail.com</email></corresp>
<fn fn-type="equal" id="fn0001"><label>&#x2020;</label><p>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-25">
<day>25</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1766962</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>24</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Hari, Panner Selvam, Ray, Kalichamy, Sharma, Thiruvengadam, Lole, Ramdasi, Hundekar, Ayachit, Gaikwad, Rathinam, Anuse and Baruah.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Hari, Panner Selvam, Ray, Kalichamy, Sharma, Thiruvengadam, Lole, Ramdasi, Hundekar, Ayachit, Gaikwad, Rathinam, Anuse and Baruah</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-25">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<p><italic>Aedes aegypti</italic> mosquitoes are principal vectors of arboviruses such as dengue, chikungunya, and Zika. The intracellular symbiont <italic>Wolbachia pipientis</italic> is known to inhibit viral replication and induce cytoplasmic incompatibility, making it a promising candidate for biological vector control. While <italic>Wolbachia</italic> is commonly found in <italic>Ae. albopictus</italic>, its natural presence in <italic>Ae. aegypti</italic> remains under debate, particularly in India. This study investigated the presence and diversity of <italic>Wolbachia</italic> in <italic>Ae. aegypti</italic> mosquitoes collected from 21 locations across Pune district, Maharashtra, during a 2024 arbovirus outbreak. A total of 1,020 adult mosquitoes and 1,000 larvae and pupae were morphologically and molecularly confirmed as <italic>Ae. aegypti</italic> and pooled (<italic>n</italic>&#x202F;=&#x202F;93) for <italic>Wolbachia</italic> screening using 16S rRNA and <italic>wsp</italic> gene-specific PCRs. Positive samples were sequenced and subjected to phylogenetic and intergenomic similarity analyses. Simultaneously, dengue, chikungunya, and Zika virus screening was conducted via RT-qPCR. Entomological indices were calculated to assess vector density. <italic>Wolbachia</italic> was detected in 11.8% of <italic>Aedes aegypti</italic> pools. Phylogenetic and similarity analyses identified three distinct clusters: supergroup A (<italic>n</italic>&#x202F;=&#x202F;2), B (<italic>n</italic>&#x202F;=&#x202F;5), and a divergent F-type strain (<italic>n</italic>&#x202F;=&#x202F;2). Nucleotide gene sequence similarity analysis corroborated the phylogenetic structure, showing high intra-supergroup similarity and low inter-supergroup similarity, consistent with deep evolutionary divergence among supergroups. Supergroup A and B sequences exhibited close affinity to known <italic>wAlbA</italic> and <italic>wAlbB</italic> lineages, respectively, whereas the F-type sequence formed a distinct cluster with low intergenomic similarity to A and B members, indicating a divergent lineage. Dengue virus RNA was detected in two pools, one co-occurring with <italic>Wolbachia</italic>, although individual co-infection could not be confirmed. This study provides the first evidence of naturally occurring <italic>Wolbachia</italic> supergroups A, B, and a potentially novel F-type in <italic>Ae. aegypti</italic> from an arbovirus-endemic region of western India. These findings highlight the evolutionary diversity of <italic>Wolbachia</italic> in local vector populations and underscore the importance of integrating <italic>Wolbachia</italic> surveillance into vector control strategies.</p>
</abstract>
<kwd-group>
<kwd><italic>Aedes</italic></kwd>
<kwd>chikungunya</kwd>
<kwd>dengue virus</kwd>
<kwd>novel strain</kwd>
<kwd>vector control</kwd>
<kwd><italic>Wolbachia</italic></kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This work was supported by the Indian Council of Medical Research&#x2013;National Institute of Virology (ICMR&#x2011;NIV), Pune, India (Project ID: ETI2401). The funding agency had no role in the study design, data collection, analysis, interpretation, or preparation of the manuscript.</funding-statement>
</funding-group>
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<fig-count count="6"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="68"/>
<page-count count="15"/>
<word-count count="10867"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Microbial Symbioses</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Vector-borne diseases remain an important health threat across the globe, with mosquito vectors belonging to the family <italic>Culicidae</italic> playing crucial roles in spreading lethal pathogens (<xref ref-type="bibr" rid="ref44">Onen et al., 2023</xref>; <xref ref-type="bibr" rid="ref42">Nebbak et al., 2022</xref>; <xref ref-type="bibr" rid="ref54">Socha et al., 2022</xref>; <xref ref-type="bibr" rid="ref33">Mayer et al., 2017</xref>). Arthropod-borne viruses (arboviruses) are defined as viruses transmitted by arthropods such as mosquitoes, ticks, and sandflies. Among them, dengue virus (DENV), chikungunya virus (CHIKV), and Zika virus (ZIKV) are primarily transmitted by mosquitoes, particularly <italic>Aedes</italic> species (<xref ref-type="bibr" rid="ref42">Nebbak et al., 2022</xref>; <xref ref-type="bibr" rid="ref33">Mayer et al., 2017</xref>; <xref ref-type="bibr" rid="ref6">Artsob et al., 2025</xref>; <xref ref-type="bibr" rid="ref25">Huang et al., 2019</xref>; <xref ref-type="bibr" rid="ref54">Socha et al., 2022</xref>; <xref ref-type="bibr" rid="ref55">Somia et al., 2023</xref>). Among the vector-borne diseases (VBD), arboviral diseases alone account for 17% of infectious diseases and around 700,000 deaths per year worldwide (<xref ref-type="bibr" rid="ref2">Ahmed et al., 2019</xref>; <xref ref-type="bibr" rid="ref59">Tajudeen et al., 2021</xref>; <xref ref-type="bibr" rid="ref64">WHO, 2025</xref>). Among the arboviruses, DENV alone is known to infect an estimated 390 million individuals in 128 endemic countries (<xref ref-type="bibr" rid="ref2">Ahmed et al., 2019</xref>; <xref ref-type="bibr" rid="ref60">Tejo et al., 2024</xref>). These infections are transmitted primarily by <italic>Ae. aegypti</italic> mosquitoes, which thrive in urban and semi-urban environments and breed in artificial water containers near human dwellings (<xref ref-type="bibr" rid="ref1">Abbasi, 2025</xref>; <xref ref-type="bibr" rid="ref9">Bikangui et al., 2023</xref>; <xref ref-type="bibr" rid="ref27">Jangir and Prasad, 2022</xref>; <xref ref-type="bibr" rid="ref45">Padonou et al., 2023</xref>; <xref ref-type="bibr" rid="ref63">WHO, 2016</xref>). India, with a population size of approximately 1.45 billion (as of 2024), is the world&#x2019;s most populous country. Rapid urbanization, population density, and favorable climatic conditions facilitate the spread of disease vectors across the country (<xref ref-type="bibr" rid="ref38">Naik et al., 2023</xref>).</p>
<p>Dengue outbreaks have significantly increased over the years in India, with chikungunya and Zika epidemics being reported in certain areas (<xref ref-type="bibr" rid="ref56">Soni et al., 2023</xref>; <xref ref-type="bibr" rid="ref56">Soni et al., 2023</xref>; <xref ref-type="bibr" rid="ref17">Dinesh et al., 2025</xref>; <xref ref-type="bibr" rid="ref39">Nayak et al., 2025</xref>). Pune is a significant Metropolitan city located in the state of Maharashtra in India with a constant growth in population. The city, as of 2025, depicts an estimated annual population growth of about 179,900 people (<xref ref-type="bibr" rid="ref65">WPR, 2025</xref>). The city has experienced a significant arbovirus outbreak in recent years (<xref ref-type="bibr" rid="ref5">Arankalle et al., 2024</xref>; <xref ref-type="bibr" rid="ref4">Alagarasu et al., 2023a</xref>; <xref ref-type="bibr" rid="ref3">Alagarasu et al., 2023b</xref>; <xref ref-type="bibr" rid="ref22">Gurav et al., 2022</xref>). Vector control is necessary to prevent the spread of vector-borne diseases and reduce the burden caused by outbreaks of illnesses like dengue, Zika, and chikungunya, and other arboviral diseases that often lack effective antiviral therapies or vaccines (<xref ref-type="bibr" rid="ref46">Paix&#x00E3;o et al., 2018</xref>; <xref ref-type="bibr" rid="ref53">Shaw and Catteruccia, 2018</xref>; <xref ref-type="bibr" rid="ref36">Montenegro et al., 2024</xref>; <xref ref-type="bibr" rid="ref68">Zhang et al., 2024</xref>). Vector control involves chemical, biological, mechanical, and environmental interventions designed to kill the vectors or limit their capacity to reproduce, bite, or transmit disease (<xref ref-type="bibr" rid="ref10">Bouzid et al., 2016</xref>; <xref ref-type="bibr" rid="ref24">Huang et al., 2017</xref>; <xref ref-type="bibr" rid="ref49">Rafikov et al., 2015</xref>). In such vector control measures, chemical vector control aims to reduce the mosquito population through the use of insecticides. Although this approach demonstrates successful practical application against the <italic>Aedes</italic> mosquito, the challenges including the development of insecticide resistance, possible ecological implications, and the limited scope of application, are some factors that restrict its long-term sustainability. The <italic>Ae. aegypti</italic> population in India is increasingly resistant to dichlorodiphenyltrichloroethane (DDT), permethrin, deltamethrin, lambda-cyhalothrin, etc (<xref ref-type="bibr" rid="ref27">Jangir and Prasad, 2022</xref>; <xref ref-type="bibr" rid="ref58">Sumitha et al., 2023</xref>). In many areas, insecticide resistance is becoming increasingly common, necessitating the development of innovative, sustainable, and ecologically friendly methods (<xref ref-type="bibr" rid="ref48">Qadri et al., 2020</xref>; <xref ref-type="bibr" rid="ref61">Vlaiculescu and Varrone, 2022</xref>; <xref ref-type="bibr" rid="ref62">Washim et al., 2024</xref>). Novel approaches have been investigated, including the manipulation of mosquito symbionts, specifically the bacterium <italic>Wolbachia pipientis</italic> (<xref ref-type="bibr" rid="ref12">Branda et al., 2024</xref>; <xref ref-type="bibr" rid="ref32">Laven, 1967</xref>; <xref ref-type="bibr" rid="ref57">Stouthamer et al., 1999</xref>).</p>
<p><italic>Wolbachia pipientis</italic> is a species of bacteria that is intracellular, maternally inherited, and infects a wide range of arthropods and nematodes. It was first characterized almost a century ago in <italic>Culex pipiens</italic> mosquitoes (<xref ref-type="bibr" rid="ref19">Fallon, 2021</xref>; <xref ref-type="bibr" rid="ref34">Minwuyelet et al., 2023</xref>). <italic>Wolbachia</italic> presents a promising substitute because it can both suppress mosquito populations through cytoplasmic incompatibility (CI) and prevent pathogen transmission through viral inhibition (<xref ref-type="bibr" rid="ref14">Caragata et al., 2019a</xref>,<xref ref-type="bibr" rid="ref13">b</xref>; <xref ref-type="bibr" rid="ref23">Hu et al., 2020</xref>; <xref ref-type="bibr" rid="ref26">Iturbe-Ormaetxe et al., 2011</xref>; <xref ref-type="bibr" rid="ref51">Sarwar et al., 2022</xref>; <xref ref-type="bibr" rid="ref66">Yen and Failloux, 2020</xref>). The ability of <italic>Wolbachia</italic> to control host reproduction is remarkable which involves a reproductive incompatibility between males infected with <italic>Wolbachia</italic> and uninfected females leading to either reduced offspring viability or total embryonic lethality. Although <italic>Wolbachia</italic> is present in many mosquito species, it is prominently absent from those that are thought to be the main carriers of human pathogens. Some studies report a prevalence of 28%&#x2013;30% for natural <italic>Wolbachia</italic> infection in mosquitoes (<xref ref-type="bibr" rid="ref34">Minwuyelet et al., 2023</xref>; <xref ref-type="bibr" rid="ref18">Dorigatti et al., 2018</xref>; <xref ref-type="bibr" rid="ref28">Kittayapong et al., 2000</xref>).</p>
<p>Many countries, including Australia, Indonesia, China, and Brazil, have reported successful field trials showing notable decreases in dengue incidence using <italic>Wolbachia</italic>-infected <italic>Ae. aegypti</italic> (<xref ref-type="bibr" rid="ref23">Hu et al., 2020</xref>; <xref ref-type="bibr" rid="ref51">Sarwar et al., 2022</xref>; <xref ref-type="bibr" rid="ref20">Flores and O&#x2019;Neill, 2018</xref>; <xref ref-type="bibr" rid="ref47">Pinto et al., 2021</xref>). Such population replacement strategies rely on the assumption that local mosquito populations lack natural <italic>Wolbachia</italic> infections, highlighting the importance of establishing baseline data on native <italic>Wolbachia</italic> prevalence before any biocontrol programme can be considered. In this study, we aimed to detect and genetically characterize <italic>Wolbachia</italic> endosymbionts in <italic>Ae. aegypti</italic> populations from a recent arboviral outbreak region in Pune District, Maharashtra. Generating this baseline evidence is crucial for understanding the natural diversity of circulating <italic>Wolbachia</italic> strains and for assessing whether future <italic>Wolbachia</italic>-based biocontrol strategies could be feasible or require adaptation to local ecological conditions.</p>
</sec>
<sec sec-type="methods" id="sec2">
<label>2</label>
<title>Methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Study area</title>
<p>The entomological survey was conducted across 21 locations in Pune District, Maharashtra, India. The majority of selected sites were located within Pune city taluk, which reported the highest number of arboviral cases during the 2024 outbreak, according to official data from the Maharashtra State Health Department. Site selection was therefore prioritized based on reported case density and entomological feasibility to capture hotspots of arbovirus transmission. While the focus on Pune city enabled intensive sampling in outbreak-affected areas, we acknowledge that fewer sites were included from other talukas. This selection bias was a logistical constraint during the outbreak response phase, and future studies will aim to include broader spatial representation across the district for more generalizable findings.</p>
<p>The surveyed locations included urban, peri-urban, and rural settings. Urban areas comprised Bodpodi, Khadaki, Bhekrai Nagar, SBH Yerawada, Landae Wadi Bhosari, Thergaon, Vishrantwadi, Vaiduwadi Shivajinagar, Sus Goan, Punawal, Dhankawadi, Malwadi, and Maan. Rural sites included Theur, Kunjirwadi, Nere, Boore Budruk, and Morgaon. Peri-urban areas, characterized by transitional landscapes and mixed land use, included Lohegaon, Loni Kalbhor, and Takave. Although Takave is administratively classified as rural, it exhibits peri-urban characteristics due to ongoing urban expansion and infrastructure development.</p>
<p>This classification facilitated stratified sampling and spatial analysis of entomological indices and arbovirus detection across ecologically distinct zones. The geographical distribution of the study sites is depicted in <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Map of Pune district showing the 21 selected locations surveyed for <italic>Aedes</italic> mosquito collection.</p>
</caption>
<graphic xlink:href="fmicb-17-1766962-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Composite map showing three regions: India with Maharashtra state highlighted, Maharashtra with Pune district highlighted, and a detailed map of Pune district divided into talukas. Red stars indicate multiple collection locations across talukas such as Haveli, Maval, Bhor, Baramati, Mulshi-Paud, and Saswad-Purandhar, with a legend marking collection areas.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Mosquito collection and identification</title>
<p>Immature and adult <italic>Aedes</italic> mosquitoes were collected from 21 locations in Pune District, Maharashtra, which were affected by a confirmed dengue and chikungunya outbreak in mid-2024. Entomological surveillance and mosquito sampling were conducted during the active transmission period from August to November 2024 (08:00&#x2013;12:00&#x202F;h), following notification from the Health Department of Maharashtra. This post-monsoon period is also known to coincide with peak <italic>Aedes</italic>-borne virus activity in the region. A total of 612 households were randomly surveyed using standardized entomological protocols (<xref ref-type="bibr" rid="ref45">Padonou et al., 2023</xref>; <xref ref-type="bibr" rid="ref63">WHO, 2016</xref>; <xref ref-type="bibr" rid="ref29">Kumar et al., 2021</xref>; <xref ref-type="bibr" rid="ref29">Kumar et al., 2021</xref>). Adult mosquitoes were collected from indoor and outdoor environments using oral and mechanical aspirators. Simultaneously, a larval and pupal survey was conducted by inspecting all potential water-holding containers located inside and around the surveyed households (<xref ref-type="bibr" rid="ref8">Balaji et al., 2019</xref>; <xref ref-type="bibr" rid="ref52">Shah and Sani, 2011</xref>; <xref ref-type="bibr" rid="ref41">NCVBDC, 2022</xref>; <xref ref-type="bibr" rid="ref40">NCVBDC, 2020</xref>).</p>
<p>Containers were considered positive if they exhibited the presence of at least one larva or pupa. A household was recorded as positive if it contained at least one such container. Larvae and pupae were collected from positive containers using a dipper or pipette and transferred into labeled 250&#x202F;mL plastic containers. All samples were subsequently transported to the laboratory for further processing. To evaluate the density and spatial distribution of <italic>Aedes</italic> breeding, entomological indices were calculated for each sampling location. These included the Container Index (CI), House Index (HI), Breteau Index (BI), and Free Larva Index (FLI), following standard WHO and NCVBDC guidelines (<xref ref-type="bibr" rid="ref63">WHO, 2016</xref>; <xref ref-type="bibr" rid="ref41">NCVBDC, 2022</xref>; <xref ref-type="bibr" rid="ref40">NCVBDC, 2020</xref>; <xref ref-type="bibr" rid="ref21">Garjito et al., 2020</xref>). In the laboratory, all mosquito specimens were morphologically identified to species level using standard taxonomic keys. Adult specimens were further sorted by species and sex, fed, unfed gravid etc. For molecular analyses, mosquitoes were pooled in groups of up to 20 individuals and stored in sterile 2&#x202F;mL Eppendorf tubes. Larval and pupal samples were also pooled by collection location and stored at &#x2212;80 &#x00B0;C (<xref ref-type="bibr" rid="ref9">Bikangui et al., 2023</xref>; <xref ref-type="bibr" rid="ref45">Padonou et al., 2023</xref>; <xref ref-type="bibr" rid="ref29">Kumar et al., 2021</xref>; <xref ref-type="bibr" rid="ref8">Balaji et al., 2019</xref>; <xref ref-type="bibr" rid="ref21">Garjito et al., 2020</xref>; <xref ref-type="bibr" rid="ref30">Kumar et al., 2012</xref>; <xref ref-type="bibr" rid="ref7">Badolo et al., 2022</xref>; <xref ref-type="bibr" rid="ref50">Sanchez et al., 2006</xref>).</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>DNA extraction</title>
<p>The pooled samples were homogenized in Minimum Essential Medium supplemented with Fetal Bovine Serum. Then the cellular debris was separated using a centrifuge at 8000&#x202F;rpm for 5&#x202F;min, and the supernatant was used for DNA isolation. Extraction of genomic DNA was performed according to the manufacturer&#x2019;s recommendations using a QIAamp DNA Mini Kit (Qiagen). The concentration and quality of isolated DNA was tested by absorbance at 260/280 using a nanodrop spectrophotometer (<xref ref-type="bibr" rid="ref16">Chao and Shih, 2023</xref>; <xref ref-type="bibr" rid="ref23">Hu et al., 2020</xref>; <xref ref-type="bibr" rid="ref55">Somia et al., 2023</xref>; <xref ref-type="bibr" rid="ref67">Zhang et al., 2022</xref>).</p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Molecular identification of mosquito species</title>
<p>The Morphologically identified <italic>Ae. aegypti</italic> samples are further confirmed by amplifying Cytochrome Oxidase I (COI), a mitochondrial gene. The PCR was performed with a total reaction volume of 50&#x202F;&#x03BC;L comprising the following components: 25&#x202F;&#x03BC;L of Takara Emerald Green master mix, 15&#x202F;&#x03BC;L of d. dH2O, 2.5&#x202F;&#x03BC;L of Forward primer, and 2.5&#x202F;&#x03BC;L of Reverse primer, with 5&#x202F;&#x03BC;L of template. The thermal cycle condition for the PCR is as follows: 95 &#x00B0;C for 5&#x202F;min, 1&#x202F;cycle Pre-cycle Denaturation step followed by 35&#x202F;cycles of 94 &#x00B0;C for 30&#x202F;s, 57 &#x00B0;C for 30&#x202F;s, and 72 &#x00B0;C for 45&#x202F;s with a final extension of 72 &#x00B0;C for 10&#x202F;min. Species identification was achieved by sequencing the amplicon (<xref ref-type="bibr" rid="ref16">Chao and Shih, 2023</xref>).</p>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Detection of DENV, CHIKV and ZIKV in mosquito pools</title>
<p>The viral RNA was extracted from 140&#x202F;&#x03BC;L suspension of mosquito pools using a commercial viral RNA extraction kit. The viral RNA was subjected to a two tube real-time RT-PCR assay for detection of DENV serotypes (DENV serotypes 1&#x2013;4) and CHIKV as described earlier (<xref ref-type="bibr" rid="ref4">Alagarasu et al., 2023a</xref>,<xref ref-type="bibr" rid="ref3">b</xref>). ZIKV was detected using a real-time RT-PCR as reported previously (<xref ref-type="bibr" rid="ref31">Lanciotti et al., 2008</xref>).</p>
</sec>
<sec id="sec8">
<label>2.6</label>
<title>Detection of <italic>Wolbachia</italic></title>
<p>A polymerase chain reaction (PCR) assay for amplification of the 16S rRNA gene was used for <italic>Wolbachia</italic> screening. The amplification was performed with <italic>Wolbachia</italic>-specific primers 16S WspecF (5&#x2032;-CATACCTATTCGAAGGGATAG-3&#x2032;) and 16S Wspec (5&#x2032;- AGCTTCGAGTGAAACCAATTC-3&#x2032;) as forward and reverse primers, respectively (<xref ref-type="bibr" rid="ref23">Hu et al., 2020</xref>; <xref ref-type="bibr" rid="ref11">Braig et al., 1998</xref>; <xref ref-type="bibr" rid="ref11">Braig et al., 1998</xref>) which produce an amplicon spanning 438&#x202F;bp within the 16S rRNA region. The PCR was performed with a total reaction volume of 10&#x202F;&#x03BC;L comprising the following components: 5&#x202F;&#x03BC;L of Takara Emerald Green master mix, 3&#x202F;&#x03BC;L of dH2O, 0.5&#x202F;&#x03BC;L of Forward primer, and 0.5&#x202F;&#x03BC;L of Reverse primer, with 1&#x202F;&#x03BC;L of template. The thermal cycle conditions for the PCR are as follows: 95 &#x00B0;C for 5&#x202F;min, followed by 1&#x202F;cycle of pre-cycle denaturation, and then 35&#x202F;cycles of 94 &#x00B0;C for 30&#x202F;s, 55 &#x00B0;C for 30&#x202F;s, and 72 &#x00B0;C for 45&#x202F;s, with a final extension at 72 &#x00B0;C for 10&#x202F;min. 5&#x202F;&#x03BC;L of the product was loaded into a 1.5% agarose gel and resolved by electrophoresis (<xref ref-type="bibr" rid="ref35">Misailidis et al., 2024</xref>; <xref ref-type="bibr" rid="ref37">Muharromah et al., 2023</xref>).</p>
</sec>
<sec id="sec9">
<label>2.7</label>
<title>Strain detection</title>
<p>Three different <italic>wsp</italic> (<italic>Wolbachia</italic> surface protein) gene primers have been used to detect super-group A and super-group B. For super-group A, primers used: 328F: (5&#x2032;-CCAGCAGATACTATTGCG-3&#x2032;) and 691R: (5&#x2032;-AAAAATTAAACGCTACTCCA-3&#x2032;) and for Super-group B, two different primers were used (i) 81F: (TGGTCCAATAAGTGATGAAGAAAC); 522R: (ACCAGCTTTTGCTTGATA) &#x0026; (ii) 183F: (AAGGAACCGAAGTTCATG); 691R: (AAAAATTAAACGCTACTCCA) (<xref ref-type="bibr" rid="ref16">Chao and Shih, 2023</xref>; <xref ref-type="bibr" rid="ref67">Zhang et al., 2022</xref>; <xref ref-type="bibr" rid="ref11">Braig et al., 1998</xref>; <xref ref-type="bibr" rid="ref15">Carvajal et al., 2019</xref>).</p>
<p>The PCR was performed with a total reaction volume of 50&#x202F;&#x03BC;L comprising the following components: 25&#x202F;&#x03BC;L of Takara Emerald Green master mix, 15&#x202F;&#x03BC;L of d. dH2O, 2.5&#x202F;&#x03BC;L of Forward primer, and 2.5&#x202F;&#x03BC;L of Reverse primer, with 5&#x202F;&#x03BC;L of template. The thermal cycle conditions for super-group A and 183F;691R are as follows: 95 &#x00B0;C for 5&#x202F;min, followed by 1&#x202F;cycle of pre-cycle denaturation, and then 35&#x202F;cycles of 94 &#x00B0;C for 30&#x202F;s, 55 &#x00B0;C for 30&#x202F;s, and 72 &#x00B0;C for 45&#x202F;s, with a final extension at 72 &#x00B0;C for 10&#x202F;min. For the primers 81F;522R, the PCR mixture compositions are the same, and the thermal conditions for the primer as follows: 95 &#x00B0;C for 5&#x202F;min, followed by 1&#x202F;cycle of pre-cycle denaturation, and then 35&#x202F;cycles of 94 &#x00B0;C for 30&#x202F;s, 58 &#x00B0;C for 30&#x202F;s, and 72 &#x00B0;C for 45&#x202F;s, with a final extension at 72 &#x00B0;C for 10&#x202F;min. The primers of Supergroup A are expected to amplify a product of approximately 380 base pairs, and the primers of Supergroup B are expected to produce an amplicon of approximately 501&#x202F;bp and 442&#x202F;bp. 5&#x202F;&#x03BC;L of the PCR products with 100&#x202F;bp ladder was loaded into a 1.5% agarose gel and resolved by electrophoresis (<xref ref-type="bibr" rid="ref28">Kittayapong et al., 2000</xref>; <xref ref-type="bibr" rid="ref23">Hu et al., 2020</xref>; <xref ref-type="bibr" rid="ref55">Somia et al., 2023</xref>; <xref ref-type="bibr" rid="ref67">Zhang et al., 2022</xref>; <xref ref-type="bibr" rid="ref35">Misailidis et al., 2024</xref>; <xref ref-type="bibr" rid="ref37">Muharromah et al., 2023</xref>; <xref ref-type="bibr" rid="ref37">Muharromah et al., 2023</xref>; <xref ref-type="bibr" rid="ref15">Carvajal et al., 2019</xref>; <xref ref-type="bibr" rid="ref43">Nugapola et al., 2017</xref>).</p>
</sec>
<sec id="sec10">
<label>2.8</label>
<title>Sequencing and phylogenetic analysis</title>
<sec id="sec11">
<label>2.8.1</label>
<title>Phylogenetic analysis of <italic>Ae. Aegypti</italic> COI gene sequences</title>
<p>To confirm the species identity and assess the phylogenetic placement of field-collected mosquitoes, one representative PCR-amplified sequences of the mitochondrial cytochrome c oxidase subunit I (COI) gene from morphologically identified <italic>Ae. aegypti</italic> specimens were selected. These sequences were compared with 50 closely related sequences retrieved from NCBI GenBank using BLASTn. Multiple sequence alignment was performed using MAFFT v7.490, followed by automatic trimming using trimAl v1.4.rev15, as well as manual curation to remove gaps and ambiguous regions. A neighbor-joining (NJ) phylogenetic tree was constructed in SeaView v4 using default parameters, and node support was assessed with 1,000 bootstrap replicates. The tree was rooted using sequences from <italic>Aedes</italic> japonicus and <italic>Culex gelidus</italic> as outgroup taxa. Tree visualisation was performed using FigTree version 1.4.4.</p>
</sec>
<sec id="sec12">
<label>2.8.2</label>
<title>Phylogenetic analysis of <italic>Wolbachia wsp</italic> gene sequences</title>
<p>PCR products displaying clear, single amplicon bands were directly subjected to Sanger sequencing via capillary electrophoresis. Samples showing nonspecific amplification were first purified using the QIAquick PCR &#x0026; Gel Cleanup Kit (Qiagen, Germany) before sequencing. The resulting chromatograms were quality-checked, and nucleotide sequences were analyzed using BLASTn against the NCBI GenBank database to confirm gene identity. Sequence similarity was determined based on the top BLAST hits retrieved. For phylogenetic analysis, the <italic>Wolbachia</italic> surface protein gene (wsp) was sequenced from 9 <italic>Wolbachia</italic>-positive <italic>Ae. aegypti</italic> isolates. Each sequence was individually analyzed using BLASTn to identify the top four most similar reference sequences available in GenBank. These sequences, along with the corresponding field isolate sequences, were aligned using MAFFT v7.490. The alignments were generated using automatic trimming with trimAl v1.4.rev15, as well as manual curation to remove gaps and ambiguous regions. This process involved manually curated removal of poorly aligned regions, gaps, and ambiguous bases. Phylogenetic relationships were inferred using the neighbor-joining (NJ) implemented in SeaView v4. Branch support was assessed using 1,000 bootstrap replicates. The final NJ phylogenetic trees were visualized using FigTree v1.4.4.</p>
</sec>
</sec>
<sec id="sec13">
<label>2.9</label>
<title>Statistical analysis</title>
<p>Data were analysed at the cluster level (<italic>N</italic>&#x202F;=&#x202F;21) using R software (v4.5.1) with packages including tidyverse, pheatmap, and RColorBrewer. Descriptive statistics were used to summarise entomological indices (HI, CI, BI, MHD), <italic>Wolbachia</italic> strain prevalence (wAlbA, wAlbB, wPip), and arboviral RNA positivity (DENV, CHIKV, ZIKV). Means and 95% confidence intervals were calculated for continuous variables, while proportions were used for categorical data. Pearson&#x2019;s correlation coefficients assessed associations between vector indices, Wolbachia prevalence, and arbovirus detection, with significance set at <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05. A clustered heatmap (<xref ref-type="fig" rid="fig2">Figure 2</xref>) was generated using the pheatmap package. Variables were z-score standardised, and hierarchical clustering (Euclidean distance, Ward&#x2019;s method) was applied to rows (clusters) and columns (indicators). The heatmap colour gradient (blue to red) visualised patterns of variation in entomological risk, endosymbiont presence, and arboviral activity across sites.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Heatmap showing entomological indices, arboviral positivity, and <italic>Wolbachia</italic> strain prevalence across 21 study locations in Pune district, India. The figure illustrates the spatial variation in key entomological indices container index (CI), Breteau index (BI), and house index (HI) alongside arbovirus positivity rates (% CHIKV, ZIKV, and DENV) and <italic>Wolbachia</italic> supergroup prevalence (<italic>wAlbB</italic>, <italic>wAlbA</italic>, and <italic>wPip</italic>) across 21 surveyed sites. The intensity of red indicates higher values, while blue represents lower or absent values. Hierarchical clustering was applied to group locations based on similar entomological and molecular characteristics. Notably, sites such as Vishrantwadi, Lohegaon, and Vaiduwadi Shivajinagar exhibited both high larval indices and <italic>Wolbachia-</italic>positive pools, along with arbovirus detections.</p>
</caption>
<graphic xlink:href="fmicb-17-1766962-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Heatmap displaying vector indices and virus positivity across locations with hierarchical clustering, using red to indicate higher values and blue for lower values. Rows represent locations; columns include indices such as Container Index, Breteau Index, House Index, percent positive for CHIKV, Zika, DENV, and main four density for Ae. albopictus and Ae. aegypti. Dendrograms group locations and metrics based on similarity.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="results" id="sec14">
<label>3</label>
<title>Results</title>
<sec id="sec15">
<label>3.1</label>
<title>Entomological surveillance indicators and vector density</title>
<p>Comprehensive entomological investigations were conducted across 21 outbreak-affected localities in Pune district to assess <italic>Aedes aegypti</italic> larval infestation and adult mosquito density. Standard WHO-recommended indices House Index (HI), Container Index (CI), and Breteau Index (BI) were computed, along with the Larval Free Index (LFI) and Man Hour Density (MHD) to estimate adult vector abundance (<xref ref-type="fig" rid="fig3">Figure 3</xref>). A total of 612 households were surveyed, with an average of 29.1 houses per cluster (95% CI: 24.1&#x2013;34.2). Of these, 7.4 houses per cluster (95% CI: 4.9&#x2013;9.9) were positive for <italic>Aedes</italic> breeding, resulting in a mean House Index (HI) of 23.7% (95% CI: 17.6&#x2013;29.9). The number of inspected water-holding containers per cluster averaged 40.0 (95% CI: 31.5&#x2013;48.5), with 9.7 containers (95% CI: 7.1&#x2013;12.2) found positive for larvae or pupae, yielding a mean Container Index (CI) of 23.2% (95% CI: 18.9&#x2013;27.5) and a mean Breteau Index (BI) of 31.7% (95% CI: 25.5&#x2013;38.0).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Comparison of entomological indices across 21 localities in Pune district, India. The figure displays the distribution of key vector surveillance indices for <italic>Aedes aegypti</italic> house index (HI), container index (CI), Breteau index (BI), larval free index (LFI), and man hour density (MHD) across 21 surveyed areas. The indices provide insights into larval infestation levels, adult mosquito density, and overall vector breeding risk. Higher BI and MHD values in several localities indicate zones with elevated transmission potential requiring targeted vector control interventions.</p>
</caption>
<graphic xlink:href="fmicb-17-1766962-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Grouped vertical bar chart compares five entomological indices&#x2014;Man Hour Density, Larval Free Index, Breuto Index, Container Index, and House Index&#x2014;for various areas labeled along the horizontal axis. Indices vary widely by location and metric, with Breuto and House Index values generally higher across most areas.</alt-text>
</graphic>
</fig>
<p>At the site level, HI varied markedly across study areas, ranging from 4.55% in Morgaon (rural) to 58.62% in Vaiduwadi Shivajinagar (urban), with 10 localities exceeding the WHO threshold of 10%, indicating active transmission risk. Similarly, CI ranged between 3.85% (Maan) and 33.33% (Bodpodi and Vaiduwadi Shivajinagar). BI was highest in Thergaon (47.22%), Bhekrai Nagar (46.43%), and Landae Wadi Bhosari (46.15%), all urban areas exceeding the 20% risk threshold. Comparative analysis revealed that urban and peri-urban clusters demonstrated consistently higher larval indices than rural sites. However, rural sites such as Kunjirwadi and Theur also exhibited high values, indicating active breeding despite lower container density. The Larval Free Index (LFI) was lowest in Bhekrai Nagar (1.72%), Sus Goan (1.74%), and Morgaon (0.78%), suggesting widespread infestation. Only Theur (LFI&#x202F;=&#x202F;20.3%), Vaiduwadi Shivajinagar (16.7%), and Khadaki (15.6%) recorded Larval Free Index (LFI) values exceeding the 10% threshold. Since LFI reflects the percentage of inspected households with no larval presence, higher values indicate more effective control of larval habitats and reduced breeding potential of <italic>Aedes</italic> mosquitoes.</p>
<p>Adult mosquito surveillance yielded a mean Man Hour Density (MHD) of 6.1 (95% CI: 2.1&#x2013;10.1) across sites. On average, 48.6 adult <italic>Ae. aegypti</italic> mosquitoes per cluster were collected (95% CI: 16.5&#x2013;80.7), comprising similar numbers of males (24.9; 95% CI: 5.5&#x2013;44.2) and females (23.7; 95% CI: 10.5&#x2013;36.9). Highest MHDs were observed in Kunjirwadi (35.63), Vaiduwadi Shivajinagar (21.38), and Theur (15.00), correlating with high larval indices and denoting sustained vector abundance. Molecular identification revealed that all adult mosquito pools (100%) tested positive for <italic>Ae. aegypti</italic> (95% CI: 83.9&#x2013;100.0), with no other <italic>Aedes</italic> species detected, confirming mono-vector dominance in the outbreak zone. A detailed summary of household, container, pupal, and adult mosquito data including <italic>Wolbachia</italic> strain prevalence and arboviral screening results is presented in <xref ref-type="table" rid="tab1">Table 1</xref>. <xref ref-type="fig" rid="fig3">Figure 3</xref> displays the comparative entomological indices (HI, CI, BI, LFI, MHD) across all surveyed localities.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Data characteristics of study clusters.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top"><italic>N</italic> =&#x202F;21 clusters<xref ref-type="table-fn" rid="tfn1"><sup>a</sup></xref></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Number of houses</td>
<td align="center" valign="middle">29.1 (24.1, 34.2)</td>
</tr>
<tr>
<td align="left" valign="middle">Number of houses, positive for species</td>
<td align="center" valign="middle">7.4 (4.9, 9.9)</td>
</tr>
<tr>
<td align="left" valign="middle">House index (HI) %</td>
<td align="center" valign="middle">23.7 (17.6, 29.9)</td>
</tr>
<tr>
<td align="left" valign="middle">Number of containers</td>
<td align="center" valign="middle">40.0 (31.5, 48.5)</td>
</tr>
<tr>
<td align="left" valign="middle">Number of positive containers</td>
<td align="center" valign="middle">9.7 (7.1, 12.2)</td>
</tr>
<tr>
<td align="left" valign="middle">Container index (CI) %</td>
<td align="center" valign="middle">23.2 (18.9, 27.5)</td>
</tr>
<tr>
<td align="left" valign="middle">Breteau index (BI) %</td>
<td align="center" valign="middle">31.7 (25.5, 38.0)</td>
</tr>
<tr>
<td align="left" valign="middle">Number of Pupa</td>
<td align="center" valign="middle">11.9 (0.0, 29.4)</td>
</tr>
<tr>
<td align="left" valign="middle">Number of male (adults)</td>
<td align="center" valign="middle">24.9 (5.5, 44.2)</td>
</tr>
<tr>
<td align="left" valign="middle">Number of female (adults)</td>
<td align="center" valign="middle">23.7 (10.5, 36.9)</td>
</tr>
<tr>
<td align="left" valign="middle">Number of <italic>Aedes</italic> (Adults)</td>
<td align="center" valign="middle">48.6 (16.5, 80.7)</td>
</tr>
<tr>
<td align="left" valign="middle">Man hour density (MHD)</td>
<td align="center" valign="middle">6.1 (2.1, 10.1)</td>
</tr>
<tr>
<td align="left" valign="middle">Species</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle"><italic>Aedes aegypti</italic></td>
<td align="center" valign="middle">21 (100.0%, 83.9&#x2013;100.0)</td>
</tr>
<tr>
<td align="left" valign="middle">Number of pools</td>
<td align="center" valign="middle">4.4 (2.9, 6.0)</td>
</tr>
<tr>
<td align="left" valign="middle">% of (w AlbA/A) [Strain]</td>
<td align="center" valign="middle">3.6 (0.0, 9.0)</td>
</tr>
<tr>
<td align="left" valign="middle">% of (w Pip/B) [Strain]</td>
<td align="center" valign="middle">2.7 (0.0, 7.7)</td>
</tr>
<tr>
<td align="left" valign="middle">% of (w AlbB/B) [Strain]</td>
<td align="center" valign="middle">5.0 (0.1, 9.8)</td>
</tr>
<tr>
<td align="left" valign="middle">% of Dengue positive</td>
<td align="center" valign="middle">1.2 (0.0, 3.0)</td>
</tr>
<tr>
<td align="left" valign="middle">% of CHIKV positive</td>
<td align="center" valign="middle">0.0 (0.0, 0.0)</td>
</tr>
<tr>
<td align="left" valign="middle">% of Zika positive</td>
<td align="center" valign="middle">0.0 (0.0, 0.0)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1">
<label>a</label>
<p>Mean (95% CI) or Count [% (95% CI)].</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec16">
<label>3.2</label>
<title>Detection of DENV, CHIKV and ZIKV in mosquito pools</title>
<p>Arboviral screening of a total of 93 mosquito pools revealed dengue virus (DENV) RNA in two pools, representing 2.1% of all tested pools and 2 out of 21 study clusters 1.2% (95% CI: 0.0&#x2013;3.0). Notably, one DENV-2 positive pool from Khadki (ENT 24/MSC 15-2) was also positive for <italic>Wolbachia</italic> strain <italic>wAlb</italic>B, suggesting possible co-occurrence of endosymbiont and virus within the same mosquito pool. The second DENV-2 positive pool (ENT 24/MSC 1, Bopodi) was <italic>Wolbachia</italic>-negative. No pools tested positive for chikungunya virus (CHIKV) or Zika virus (ZIKV) in the current screening. These findings are summarized in <xref ref-type="table" rid="tab1">Tables 1</xref>, <xref ref-type="table" rid="tab2">2</xref>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Pools details of <italic>Wolbachia</italic> and dengue positive.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="top" rowspan="2">Sl. no</th>
<th align="center" valign="top" rowspan="2">Pool ID</th>
<th align="center" valign="top" rowspan="2">Location</th>
<th align="center" valign="top" rowspan="2">Species</th>
<th align="center" valign="top" rowspan="2">Male/Female/Larva/Pupa</th>
<th align="center" valign="top" colspan="3">Strain specific</th>
<th align="left" valign="top">+ve of Dengue/CHICKV/Zika</th>
</tr>
<tr>
<th align="left" valign="top">A</th>
<th align="left" valign="top">B (<italic>Pip</italic>)</th>
<th align="left" valign="top">B (<italic>wAlb</italic>B)</th>
<th align="left" valign="top">-ve</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">1</td>
<td align="left" valign="middle">ENT 24/ MSC 25&#x2013;4</td>
<td align="left" valign="middle">Lohegaon</td>
<td align="left" valign="middle"><italic>Ae. aegypti</italic></td>
<td align="left" valign="middle">Male</td>
<td align="left" valign="middle">-ve</td>
<td align="left" valign="middle">-ve</td>
<td align="left" valign="middle">+ve</td>
<td align="left" valign="top">-ve</td>
</tr>
<tr>
<td align="left" valign="middle">2</td>
<td align="left" valign="middle">ENT 24/ MSC 27&#x2013;7</td>
<td align="left" valign="middle">Loni Kalbhor</td>
<td align="left" valign="middle"><italic>Ae. aegypti</italic></td>
<td align="left" valign="middle">Male</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="middle">-ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
</tr>
<tr>
<td align="left" valign="middle">3</td>
<td align="left" valign="middle">ENT 24/ MSC 23&#x2013;3</td>
<td align="left" valign="middle">Visheantwadi</td>
<td align="left" valign="middle"><italic>Ae. aegypti</italic></td>
<td align="left" valign="middle">Male</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
</tr>
<tr>
<td align="left" valign="middle">4</td>
<td align="left" valign="middle">ENT 24/ MSC 23&#x2013;4</td>
<td align="left" valign="middle">Visheantwadi</td>
<td align="left" valign="middle"><italic>Ae. aegypti</italic></td>
<td align="left" valign="middle">Female</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
</tr>
<tr>
<td align="left" valign="middle">5</td>
<td align="left" valign="middle">ENT 24/ MSC 16&#x2013;10</td>
<td align="left" valign="middle">Kunjirwadi</td>
<td align="left" valign="middle"><italic>Ae. aegypti</italic></td>
<td align="left" valign="middle">Female</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
</tr>
<tr>
<td align="left" valign="middle">6</td>
<td align="left" valign="middle">ENT 24/ MSC 14&#x2013;9</td>
<td align="left" valign="middle">Theur</td>
<td align="left" valign="middle"><italic>Ae. aegypti</italic></td>
<td align="left" valign="middle">Female</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="top">-ve</td>
</tr>
<tr>
<td align="left" valign="middle">7</td>
<td align="left" valign="middle">ENT 24/ MSC 15&#x2013;1</td>
<td align="left" valign="middle">Khadki</td>
<td align="left" valign="middle"><italic>Ae. aegypti</italic></td>
<td align="left" valign="middle">Male</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="top">-ve</td>
</tr>
<tr>
<td align="left" valign="middle">8</td>
<td align="left" valign="middle">ENT 24/ MSC 15&#x2013;2</td>
<td align="left" valign="middle">Khadki</td>
<td align="left" valign="middle"><italic>Ae. aegypti</italic></td>
<td align="left" valign="middle">Male</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="top">DENV-2</td>
</tr>
<tr>
<td align="left" valign="middle">9</td>
<td align="left" valign="middle">ENT 24/ MSC 14&#x2013;1</td>
<td align="left" valign="middle">Theur</td>
<td align="left" valign="middle"><italic>Ae. aegypti</italic></td>
<td align="left" valign="middle">Pupa</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="top">-ve</td>
</tr>
<tr>
<td align="left" valign="middle">10</td>
<td align="left" valign="middle">ENT 24/ MSC 2</td>
<td align="left" valign="middle">Bopodi</td>
<td align="left" valign="middle"><italic>Ae. aegypti</italic></td>
<td align="left" valign="middle">Male</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="top">-ve</td>
</tr>
<tr>
<td align="left" valign="middle">11</td>
<td align="left" valign="middle">ENT 24/ MSC 4</td>
<td align="left" valign="middle">Bopodi</td>
<td align="left" valign="middle"><italic>Ae. aegypti</italic></td>
<td align="left" valign="middle">Larvae</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">+ve</td>
<td align="left" valign="top">-ve</td>
</tr>
<tr>
<td align="left" valign="middle">12</td>
<td align="left" valign="bottom">ENT 24/ MSC 1</td>
<td align="left" valign="bottom">Bopodi</td>
<td align="left" valign="bottom"><italic>Ae. aegypti</italic></td>
<td align="left" valign="bottom">Adult</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">-ve</td>
<td align="left" valign="top">DENV-2</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec17">
<label>3.3</label>
<title>Detection and characterization of <italic>Wolbachia</italic> in field-Collected <italic>Ae. Aegypti</italic></title>
<p>A total of 1,020 adult <italic>Ae. aegypti</italic> (522 males and 498 females), along with 750 larvae and 250 pupae, were collected from multiple sites and grouped into 93 pools according to developmental stage, sex, and collection locality. All mosquito pools were confirmed as <italic>Ae. aegypti</italic> through morphological examination and molecular identification based on cox1 gene amplification for one pool. Each pool was individually screened for the presence of <italic>Wolbachia</italic> using 16S rRNA gene-specific primers. <italic>Wolbachia</italic> was detected in 11.8% of mosquito pools (11 out of 93 pools tested), representing pooled samples grouped by mosquito sex, developmental stage, and location. The positive detections were distributed across developmental stages, including six male pools, three female pools, one larval pool, and one pupal pool, indicating the presence of <italic>Wolbachia</italic> across multiple life stages (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<p>To determine the genetic lineage, all <italic>Wolbachia</italic>-positive samples were subjected to supergroup-specific PCR assays. Among the 11 positive pools, two pools were identified as belonging to supergroup A, while the remaining nine pools were assigned to supergroup B. Further strain differentiation within supergroup B revealed that three pools were positive with wsp183F/wsp691R [B(<italic>Pip</italic>)] primers, and seven pools were positive with wsp81F/wsp522R [B(<italic>wAlbB</italic>)] primers. These findings demonstrate the coexistence of multiple <italic>Wolbachia</italic> supergroups within field populations of <italic>Ae. aegypti</italic> in Pune District, with a predominance of supergroup B, particularly the <italic>wAlbB</italic> strain. The detection of <italic>Wolbachia</italic> in both adult and immature stages supports the potential for vertical transmission and suggests natural maintenance of the endosymbiont within local mosquito populations.</p>
<p>Further analysis of <italic>Wolbachia</italic> prevalence revealed low but variable strain detection across clusters: <italic>wAlbA</italic> was present in 3.6% of pools (95% CI: 0.0&#x2013;9.0), wPip/B in 2.7% (95% CI: 0.0&#x2013;7.7), and wAlbB in 5.0% (95% CI: 0.1&#x2013;9.8).</p>
</sec>
<sec id="sec18">
<label>3.4</label>
<title>Correlation between different entomological indices</title>
<p>Correlation analyses revealed strong relationships among entomological indices. The House Index correlated moderately with the Container Index (<italic>r</italic>&#x202F;=&#x202F;0.53, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) and Breteau Index (<italic>r</italic>&#x202F;=&#x202F;0.61, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), while CI and BI were very strongly correlated (<italic>r</italic>&#x202F;=&#x202F;0.92, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Man Hour Density correlated moderately with HI (<italic>r</italic>&#x202F;=&#x202F;0.51, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), suggesting that higher larval infestation was associated with increased adult mosquito abundance.</p>
<p>Among <italic>Wolbachia</italic> strains, <italic>wAlbA</italic> and <italic>wPip</italic>/B were highly correlated (<italic>r</italic>&#x202F;=&#x202F;0.88, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), indicating possible co-circulation patterns, while <italic>wAlbB</italic> showed a significant positive correlation with dengue positivity (<italic>r</italic>&#x202F;=&#x202F;0.64, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01). Interestingly, <italic>Wolbachia</italic> infections did not correlate significantly with larval indices, suggesting their dynamics are not directly dependent on breeding site positivity (<xref ref-type="table" rid="tab3">Table 3</xref>). <xref ref-type="fig" rid="fig2">Figure 2</xref> illustrates a clustered heatmap depicting relationships among entomological indices, <italic>Wolbachia</italic> infection rates, and arboviral positivity across the 21 clusters. Distinct clustering patterns emerged among both clusters and variables, reflecting heterogeneity in vector infestation and infection profiles. Clusters such as Vishrantwadi, Lohegaon, Bodpodi, and Vaiduwadi Shivajinagar exhibited higher infestation levels, indicated by elevated CI, BI, and HI values (red tones), alongside detectable <italic>wAlbB</italic> strain and sporadic dengue positivity. Conversely, clusters including Takave, Malwadi, ceMorgaon, and Maan had low HI, CI, and BI values (blue tones), and absence of <italic>Wolbachia</italic> infection, and no arboviral markers. Intermediate clusters such as Thergaon, SBH Yerawada, and Landae Wadi Bhosari showed moderate entomological indices but low viral detection, indicating possible transitional transmission dynamics or partial infestation control.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Pearson correlation coefficients with significance stars.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top">House index (HI) %</th>
<th align="center" valign="top">Container index (CI) %</th>
<th align="center" valign="top">Breteau index (BI) %</th>
<th align="center" valign="top">Man hour density (MHD)</th>
<th align="center" valign="top">% of (w AlbA/A) [Strain]</th>
<th align="center" valign="top">% of (w Pip/B) [Strain]</th>
<th align="center" valign="top">% of (w AlbB/B) [Strain]</th>
<th align="center" valign="top">% of Dengue positive</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">House index (HI) %</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">0.53&#x002A;</td>
<td align="center" valign="middle">0.61&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.51&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.07</td>
<td align="center" valign="middle">&#x2212;0.09</td>
<td align="center" valign="middle">0.47&#x002A;</td>
<td align="center" valign="middle">0.28</td>
</tr>
<tr>
<td align="left" valign="middle">Container index (CI) %</td>
<td align="center" valign="middle">0.53&#x002A;</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">0.92&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.25</td>
<td align="center" valign="middle">0.04</td>
<td align="center" valign="middle">&#x2212;0.04</td>
<td align="center" valign="middle">0.14</td>
<td align="center" valign="middle">0.13</td>
</tr>
<tr>
<td align="left" valign="middle">Breteau index (BI) %</td>
<td align="center" valign="middle">0.61&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.92&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">0.21</td>
<td align="center" valign="middle">&#x2212;0.09</td>
<td align="center" valign="middle">&#x2212;0.13</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">0.23</td>
</tr>
<tr>
<td align="left" valign="middle">Man hour density (MHD)</td>
<td align="center" valign="middle">0.51&#x002A;</td>
<td align="center" valign="middle">0.25</td>
<td align="center" valign="middle">0.21</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">&#x2212;0.05</td>
<td align="center" valign="middle">0.01</td>
<td align="center" valign="middle">0.13</td>
<td align="center" valign="middle">0.05</td>
</tr>
<tr>
<td align="left" valign="middle">% of (w AlbA/A) [Strain]</td>
<td align="center" valign="middle">&#x2212;0.07</td>
<td align="center" valign="middle">0.04</td>
<td align="center" valign="middle">&#x2212;0.09</td>
<td align="center" valign="middle">&#x2212;0.05</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">0.88&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.14</td>
<td align="center" valign="middle">&#x2212;0.1</td>
</tr>
<tr>
<td align="left" valign="middle">% of (w Pip/B) [Strain]</td>
<td align="center" valign="middle">&#x2212;0.09</td>
<td align="center" valign="middle">&#x2212;0.04</td>
<td align="center" valign="middle">&#x2212;0.13</td>
<td align="center" valign="middle">0.01</td>
<td align="center" valign="middle">0.88&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">&#x2212;0.12</td>
<td align="center" valign="middle">&#x2212;0.08</td>
</tr>
<tr>
<td align="left" valign="middle">% of (w AlbB/B) [Strain]</td>
<td align="center" valign="middle">0.47&#x002A;</td>
<td align="center" valign="middle">0.14</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">0.13</td>
<td align="center" valign="middle">&#x2212;0.14</td>
<td align="center" valign="middle">&#x2212;0.12</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">0.64&#x002A;&#x002A;</td>
</tr>
<tr>
<td align="left" valign="middle">% of Dengue positive</td>
<td align="center" valign="middle">0.28</td>
<td align="center" valign="middle">0.13</td>
<td align="center" valign="middle">0.23</td>
<td align="center" valign="middle">0.05</td>
<td align="center" valign="middle">&#x2212;0.1</td>
<td align="center" valign="middle">&#x2212;0.08</td>
<td align="center" valign="middle">0.64&#x002A;&#x002A;</td>
<td align="center" valign="middle">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p><italic>p</italic> &#x003C; 0.05, &#x002A;&#x002A;<italic>p</italic> &#x003C; 0.01, &#x002A;&#x002A;&#x002A;<italic>p</italic> &#x003C; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Hierarchical clustering grouped HI, CI, and BI tightly, consistent with their biological association in larval and pupal infestation. These indices clustered closely with MHD, representing adult densities. <italic>Wolbachia</italic> strain proportions with weaker correlations to vector density metrics indicated that Wolbachia prevalence was not directly dependent on mosquito abundance at this stage. Overall, the heatmap highlights spatial heterogeneity in vector infestation and infection, underscoring high-risk clusters and viral transmission potential.</p>
</sec>
<sec id="sec19">
<label>3.5</label>
<title>Phylogenetic analysis</title>
<sec id="sec20">
<label>3.5.1</label>
<title>Phylogenetic analysis of <italic>Ae. Aegypti</italic> based on COI gene sequences</title>
<p>Species identity and evolutionary placement of field-collected <italic>Ae. aegypti</italic> specimens were confirmed by analyzing the cytochrome c oxidase subunit I (COI) gene sequence from the NIV isolate (ENT-COI-Ae) for this GenBank assesion No. PX909740 using a neighbor-joining (NJ) phylogenetic approach (<xref ref-type="fig" rid="fig4">Figure 4</xref>). The NJ tree was generated from a curated alignment of the top 50 COI sequences retrieved by BLAST against the NIV sequence, with <italic>Culex gelidus</italic> serving as an outgroup to root the phylogeny. The NIV COI sequence clustered clearly within the <italic>Ae. aegypti</italic> clade and grouped with reference sequences from diverse geographic regions, including Cameroon (JQ926702) and Colombia (KM203151) (<xref ref-type="fig" rid="fig4">Figure 4</xref>). The tree topology indicated limited geographic structuring, which aligns with the conserved nature of mitochondrial COI sequences in <italic>Ae. aegypti</italic>. No evidence of cryptic species or significant genetic divergence was detected, supporting the morphological and molecular identification of the NIV specimen as <italic>Ae. aegypti</italic>. These results demonstrate that, <italic>Ae. aegypti</italic> populations in Pune are genetically consistent with global <italic>Ae. aegypti</italic> populations at the mitochondrial level.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Neighbor-joining (NJ) phylogenetic tree based on partial cytochrome c oxidase subunit I (COI) gene sequences of <italic>Ae. aegypti</italic>. The tree includes the NIV-generated COI sequence (ENT-COI_Ae, shown in red) and representative <italic>Ae. aegypti</italic> reference sequences retrieved from GenBank. Phylogenetic analysis was performed in SeaView using default parameters, with node support assessed by 1,000 bootstrap replicates. <italic>Culex gelidus</italic> were included as outgroup taxa to root the tree. Bootstrap support values greater than 50% are shown at the nodes. The NIV COI sequence clusters unambiguously within the <italic>Ae. aegypti</italic> clade, confirming its species identity.</p>
</caption>
<graphic xlink:href="fmicb-17-1766962-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Phylogenetic tree diagram showing genetic relationships among multiple Aedes aegypti and Aedes albopictus samples, with Culex gelidus as an outgroup. One sample labeled &#x201C;ENT-COI-Ae&#x201D; is highlighted in red, indicating its specific identification or significance within the tree structure.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec21">
<label>3.5.2</label>
<title>Phylogenetic analysis of <italic>Wolbachia wsp</italic> gene sequences</title>
<p>Nine <italic>Wolbachia wsp</italic> gene sequences were obtained from <italic>Ae. aegypti</italic> mosquitoes collected in Pune, India, and analyzed to determine their phylogenetic relationships. A neighbor-joining (NJ) tree was constructed (<xref ref-type="fig" rid="fig5">Figure 5</xref>) using reference <italic>wsp</italic> sequences from GenBank, representing <italic>Wolbachia</italic> strains from various <italic>Aedes</italic> species and other arthropod hosts. The phylogenetic analysis showed that the NIV-derived sequences clustered into three distinct supergroups: A, B, and F. A member of supergroup D (AY527207.1) was used as the outgroup. Within supergroup A, NIV Within supergroup A, the NIV sequences ENT-A13 (PX912129) and ENT-A14 (PX912130) clustered with <italic>Ae. albopictus</italic>-associated reference strains (MK684349.1, KX118690.1, KJ140127.1, AF020058.1, OP393145.1, and EU561894.1).</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Neighbor-joining phylogenetic tree based on the <italic>Wolbachia</italic> surface protein gene (<italic>wsp</italic>) sequences. The tree includes nine sequences obtained from <italic>Ae. aegypti</italic> mosquitoes collected in Pune District (NIV strains, shown in red) and representative similar <italic>wsp</italic> sequences from <italic>Ae. albopictus</italic>, <italic>Ae. aegypti</italic>, and other arthropod hosts retrieved from GenBank. The analysis was performed using Seaview v4, with 1,000 bootstrap replicates. Branch labels indicate bootstrap percentages. The scale bar represents the number of substitutions per site.</p>
</caption>
<graphic xlink:href="fmicb-17-1766962-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Phylogenetic tree diagram showing relationships among Wolbachia endosymbionts, divided into Supergroup B (red), Supergroup A (green), and Supergroup F (blue). Sample codes are labeled in black and red text for comparison.</alt-text>
</graphic>
</fig>
<p>Supergroup B comprised the majority of NIV-derived sequences, including ENT-WA1B-12 (PX912128), ENT-B15 (PX912131), ENT-B17 (PX912132), ENT-WA1B-21 (PX912133), and ENT-WA1B-22 (PX912134). These sequences grouped with <italic>Wolbachia</italic> reference strains associated with <italic>Ae. albopictus</italic>, <italic>Ae. aegypti</italic>, and other arthropod hosts, such as PV122199.1, MH392331.1, KU738338.1, KY081672.1, MT569500.1, MF999264.1, EU423909.1, and EF612771.1. The clustering was supported by moderate to high bootstrap values (&#x003E;60), confirming their affiliation with the wAlbB lineage, which is widely reported in <italic>Aedes</italic> mosquitoes. Notably, two NIV-derived sequences, ENT-WA1B-23 (PX912135) and ENT-B23A (PX912136), grouped within Wolbachia supergroup F. These sequences formed a well-supported clade (bootstrap&#x202F;=&#x202F;100) with <italic>Wolbachia</italic> reference sequences derived from non-mosquito arthropod hosts, including HM355822.1 and HM355823.1 (<italic>Phasgonophora sulcata</italic>), OQ134138.1 (<italic>Velarifictorus aspersus</italic>), and HM061157.1 (<italic>Amblyomma americanum</italic>). The placement of both Pune-derived sequences within supergroup F suggests divergence from the canonical <italic>Aedes</italic>-associated <italic>Wolbachia</italic> lineages (wAlbA and wAlbB). This pattern may reflect historical horizontal transmission events, environmental acquisition, or transient associations rather than stable vertical inheritance. However, as these observations are based solely on wsp gene sequences from pooled mosquito samples, further confirmation using multilocus sequence typing (MLST), quantitative PCR, and intracellular localization assays will be required to determine whether these sequences represent genuine <italic>Wolbachia</italic> infections in <italic>Ae. aegypti</italic>.</p>
</sec>
</sec>
<sec id="sec22">
<label>3.6</label>
<title>Intergenomic similarity analysis of <italic>Wolbachia wsp</italic> sequences</title>
<p>To further investigate the genomic relationships among <italic>Wolbachia</italic> strains, a pairwise intergenomic similarity matrix was generated based on aligned sequence identities values among 30 <italic>wsp</italic> gene sequences, including nine NIV-derived sequences and reference sequences from <italic>Ae. albopictus</italic>, <italic>Ae. aegypti</italic>, and other arthropod hosts. The resulted clustering heatmap (<xref ref-type="fig" rid="fig6">Figure 6</xref>) using VIRIDIC revealed three distinct genomic clusters that correspond closely with the supergroups identified by our NJ phylogeny (<xref ref-type="fig" rid="fig5">Figure 5</xref>).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Intergenomic similarity heatmap and pairwise comparison matrix of <italic>Wolbachia wsp</italic> sequences. The matrix shows pairwise identity (%) between each sequence pair, with color gradients representing degrees of similarity. The aligned genome fraction and genome length ratio are displayed above the diagonal. NIV sequences from this study are highlighted on both axes. Closely related strains cluster in darker blue (&#x2265;80%), while lower similarity values (white to light blue) suggest divergent or uncharacterized lineages.</p>
</caption>
<graphic xlink:href="fmicb-17-1766962-g006.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Heatmap visualization of pairwise intergenomic similarity among Wolbachia endosymbiont genomes, with values represented by color gradients and percentages. Bar graphs above each column indicate genome length, and color keys at the top denote aligned genome fraction and genome length ratio. Genome names are listed on both axes.</alt-text>
</graphic>
</fig>
<p>Sequences within supergroup A (ENT-A13 and ENT-A14) shared high intergenomic similarity with each other, but exhibited low similarity (~20%&#x2013;35%) to sequences belonging to supergroups B and F, consistent with their placement on a distinct phylogenetic branch. Likewise, supergroup B sequences (ENT-B15, ENT-B17, ENT-WA1B-12, ENT-WA1B-21, and ENT-WA1B-22) displayed moderate to high similarity among themselves, while showing low intergenomic similarity (&#x003C;30&#x2013;40%) when compared with supergroup A and F members, supporting their monophyletic clustering with the wAlbB lineage. Members of supergroup F formed a separate genomic cluster, characterized by higher within-group similarity but consistently low similarity (&#x003C;30%) to both supergroup A and B sequences. Overall, inter-supergroup comparisons (A&#x2013;B, A&#x2013;F, and B&#x2013;F) showed marked genomic divergence, directly reflecting the major phylogenetic splits in the wsp tree and confirming that genome-wide similarity patterns reinforce the inferred evolutionary relationships among <italic>Wolbachia</italic> supergroups. The VIRIDIC similarity matrix quantitatively confirms the three major supergroups (A, B, and F) identified by phylogenetic analysis. The strong agreement between similarity-based clustering and NJ topology supports the conclusion that <italic>Ae. aegypti</italic> populations in Pune contain a mix of <italic>wAlbA</italic>-related, <italic>wAlbB</italic>-derived, and highly divergent F-type <italic>Wolbachia</italic>, indicating substantial endosymbiont diversity and complex evolutionary interactions in Indian mosquito populations.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec23">
<label>4</label>
<title>Discussion</title>
<p>This study presents novel insights into the natural occurrence, genetic diversity, and phylogenetic relationships of <italic>Wolbachia</italic> endosymbionts in <italic>Ae. aegypti</italic> populations collected from a recent chikungunya outbreak region in Pune District, Maharashtra. The detection of <italic>Wolbachia</italic> in 11.8% of mosquito pools, with a predominance of supergroup B (notably <italic>wAlbB</italic> and <italic>wPip</italic>-like strains), aligns with emerging global evidence of a low but notable presence of natural <italic>Wolbachia</italic> infections in <italic>Ae. aegypti</italic> populations across India, China, Saudi Arabia, and Sri Lanka (<xref ref-type="bibr" rid="ref8">Balaji et al., 2019</xref>; <xref ref-type="bibr" rid="ref23">Hu et al., 2020</xref>; <xref ref-type="bibr" rid="ref55">Somia et al., 2023</xref>; <xref ref-type="bibr" rid="ref67">Zhang et al., 2022</xref>; <xref ref-type="bibr" rid="ref43">Nugapola et al., 2017</xref>).</p>
<p>Historically, <italic>Ae. aegypti</italic> was believed to lack natural <italic>Wolbachia</italic> infections (<xref ref-type="bibr" rid="ref28">Kittayapong et al., 2000</xref>; <xref ref-type="bibr" rid="ref26">Iturbe-Ormaetxe et al., 2011</xref>), a belief that underpinned early <italic>Wolbachia</italic>-based vector control strategies using artificially transinfected mosquitoes. However, recent findings including those reported in this study challenge this assumption. In India, <xref ref-type="bibr" rid="ref8">Balaji et al. (2019)</xref> observed a 5.6% prevalence in field-collected <italic>Ae. aegypti</italic> from Tamil Nadu, while <xref ref-type="bibr" rid="ref16">Chao and Shih (2023)</xref> reported 12.9% prevalence in southern Taiwan, comparable to our findings (<xref ref-type="bibr" rid="ref8">Balaji et al., 2019</xref>; <xref ref-type="bibr" rid="ref16">Chao and Shih, 2023</xref>). The detection of both <italic>wAlbA</italic> and <italic>wAlbB</italic> supergroups in this study indicates the co-circulation of multiple <italic>Wolbachia</italic> strains, a phenomenon similarly observed in <italic>Ae. albopictus</italic> populations in China (<xref ref-type="bibr" rid="ref23">Hu et al., 2020</xref>; <xref ref-type="bibr" rid="ref35">Misailidis et al., 2024</xref>) and <italic>Ae. aegypti</italic> in Jeddah (<xref ref-type="bibr" rid="ref55">Somia et al., 2023</xref>). These patterns suggest possible horizontal transmission or introgression between sympatric mosquito species.</p>
<p>Strain-level identification revealed <italic>wAlbB</italic> as the most prevalent, supporting its ecological fitness and vertical transmission capacity, consistent with its persistence in <italic>Ae. albopictus</italic> and its use in population replacement programs (<xref ref-type="bibr" rid="ref47">Pinto et al., 2021</xref>; <xref ref-type="bibr" rid="ref20">Flores and O&#x2019;Neill, 2018</xref>). The unexpected detection of <italic>wPip</italic>-like sequences typically associated with <italic>Culex pipiens</italic> in <italic>Ae. aegypti</italic> may suggest rare inter-species transmission events in ecologically diverse urban habitats like Pune, where multiple mosquito species co-occur (<xref ref-type="bibr" rid="ref32">Laven, 1967</xref>; <xref ref-type="bibr" rid="ref11">Braig et al., 1998</xref>). Phylogenetic analysis based on the <italic>wsp</italic> gene, supported by intergenomic similarity (VIRIDIC) analysis, resolved the detected <italic>Wolbachia</italic> sequences into three distinct supergroups: A, B, and F. Supergroup B was the most prevalent, with sequences clustering closely with <italic>wAlbB</italic> reference strains commonly associated with <italic>Ae. albopictus</italic>. This finding aligns with reports suggesting that <italic>wAlbB</italic> represents one of the most ecologically successful <italic>Wolbachia</italic> lineages, characterized by efficient vertical transmission and persistence across host populations (<xref ref-type="bibr" rid="ref47">Pinto et al., 2021</xref>; <xref ref-type="bibr" rid="ref20">Flores and O&#x2019;Neill, 2018</xref>). Although some sequences displayed moderate divergence from canonical <italic>wAlbB</italic>, their consistent placement within supergroup B across phylogenetic and similarity analyses suggests local strain variation rather than misclassification.</p>
<p>Supergroup A was detected at lower frequency, with sequences clustering with <italic>wAlbA</italic> reference strains from <italic>Ae. albopictus</italic> and other dipteran hosts. The co-occurrence of supergroups A and B within <italic>Ae. aegypti</italic> populations has been reported previously in <italic>Ae. albopictus</italic> and sporadically in <italic>Ae. aegypti</italic> from regions where both species coexist (<xref ref-type="bibr" rid="ref23">Hu et al., 2020</xref>; <xref ref-type="bibr" rid="ref55">Somia et al., 2023</xref>; <xref ref-type="bibr" rid="ref35">Misailidis et al., 2024</xref>). These observations raise the possibility of historical horizontal transfer or introgression facilitated by shared ecological niches, although definitive mechanisms remain unresolved.</p>
<p>Of particular interest was the identification of a divergent sequence clustering within supergroup F, grouping with <italic>Wolbachia</italic> strains from non-dipteran hosts such as <italic>Phasgonophora sulcata</italic> and <italic>Amblyomma americanum</italic>. Intergenomic similarity analysis revealed relatively low nucleotide identity with known mosquito-associated <italic>Wolbachia</italic>, supporting its classification as an atypical lineage. While supergroup F has been primarily reported from arthropods outside Diptera, occasional detections in mosquitoes have been described (<xref ref-type="bibr" rid="ref15">Carvajal et al., 2019</xref>; <xref ref-type="bibr" rid="ref43">Nugapola et al., 2017</xref>). The presence of this lineage in <italic>Ae. aegypti</italic> may reflect an ancestral association, rare horizontal transmission, or an underexplored symbiotic lineage maintained at low prevalence.</p>
<p>The detection of <italic>Wolbachia</italic> in both immature (larvae and pupae) and adult stages supports vertical transmission, though likely at low density and with spatial heterogeneity. Similar trends have been observed in Sri Lanka and the Philippines, where <italic>Wolbachia</italic> infections were localized and strain-specific (<xref ref-type="bibr" rid="ref15">Carvajal et al., 2019</xref>; <xref ref-type="bibr" rid="ref43">Nugapola et al., 2017</xref>). Furthermore, a positive correlation between wAlbB prevalence and DENV detection was observed in our exploratory analysis; however, this was based on only two DENV-positive pools and should be interpreted with caution. The pooled nature of samples and limited number of positive outcomes preclude biological inference. Further individual-level studies are needed to clarify any potential interaction (<xref ref-type="bibr" rid="ref18">Dorigatti et al., 2018</xref>; <xref ref-type="bibr" rid="ref66">Yen and Failloux, 2020</xref>). However, further experimental studies are needed to clarify whether this association reflects antiviral effects, ecological overlap, or confounding vector traits, especially since <italic>Wolbachia</italic> strain effects on virus suppression vary (<xref ref-type="bibr" rid="ref14">Caragata et al., 2019a</xref>; <xref ref-type="bibr" rid="ref13">Caragata et al., 2019b</xref>).</p>
<p>Entomological indices namely, the House Index (HI), Container Index (CI), and Breteau Index (BI) were significantly correlated with adult mosquito densities (MHD), reinforcing their utility for transmission risk assessment (<xref ref-type="bibr" rid="ref52">Shah and Sani, 2011</xref>; <xref ref-type="bibr" rid="ref50">Sanchez et al., 2006</xref>). Clusters such as Vaiduwadi Shivajinagar and Kunjirwadi, which exhibited high larval indices, <italic>Wolbachia</italic> positivity, and dengue detection, represent potential hotspots for targeted interventions. The absence of a direct correlation between <italic>Wolbachia</italic> prevalence and larval indices suggests that symbiont dynamics may operate independently of breeding site density, as similarly reported in Greek <italic>Ae. albopictus</italic> populations (<xref ref-type="bibr" rid="ref35">Misailidis et al., 2024</xref>).</p>
<p>The detection of genetically distinct and potentially novel <italic>Wolbachia</italic> strains in this outbreak-affected region adds to the growing evidence of complex symbiont dynamics within <italic>Ae. aegypti</italic> populations. These observations warrant broader genomic investigations to unravel the evolutionary relationships, host interactions, and functional roles of these strains. Furthermore, the presence of both canonical and atypical <italic>Wolbachia</italic> lineages highlights the importance of continued molecular surveillance to inform vector biology and control strategies. Integrating such data with entomological and virological findings will be crucial for guiding future interventions and improving the understanding of arbovirus transmission dynamics in endemic settings.</p>
<p>Our correlation analysis revealed a positive association between wAlbB strain prevalence and dengue virus detection; however, this observation is based on only two DENV-positive mosquito pools and should be interpreted with caution. The pooled nature of the mosquito samples limits the ability to determine individual co-infection status, and the small number of clusters (<italic>n</italic>&#x202F;=&#x202F;21) increases the likelihood that correlations may be influenced by a few extreme values. While these associations may be biologically suggestive, we consider the analysis exploratory in nature. Additionally, given the number of comparisons made, the potential for chance findings is acknowledged. These limitations underscore the need for future individual-level analyses with larger sample sizes and more robust statistical corrections to validate any potential interactions between <italic>Wolbachia</italic> prevalence and arboviral infection status in field populations.</p>
<sec id="sec24">
<label>4.1</label>
<title>Future directions</title>
<p>The detection of three distinct <italic>Wolbachia</italic> supergroups wAlbA, wAlbB, and a putative supergroup F in <italic>Aedes aegypti</italic> populations from Pune reveals notable genetic diversity rarely reported in Indian mosquitoes. While wAlbA and wAlbB have been documented globally, their natural occurrence in <italic>Ae. aegypti</italic> in India is uncommon. The clustering of one sequence within supergroup F typically found in non-dipteran hosts raises the possibility of horizontal transmission or an underexplored endosymbiotic lineage.</p>
<p>Different <italic>Wolbachia</italic> strains have varying effects on vector competence. For example, wAlbB is linked to dengue virus suppression and has been used in successful field-based population replacement programs. However, the biological role of supergroup F remains unknown. Future laboratory studies will assess the virus-inhibitory potential of these strains, focusing on their effects on dengue and chikungunya virus replication, mosquito fitness, and vertical transmission. These investigations will support the development of locally tailored <italic>Wolbachia</italic>-based biocontrol strategies and advance understanding of <italic>Wolbachia</italic> mosquito virus interactions in Indian ecosystems.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec25">
<label>5</label>
<title>Conclusion</title>
<p>This study presents the first comprehensive molecular and phylogenetic analysis of <italic>Wolbachia</italic> endosymbionts in <italic>Ae. aegypti</italic> populations collected from a arbovirus outbreak region in Pune, India. Our findings confirm the natural presence of <italic>Wolbachia</italic> in 11.8% (11/93) of mosquito pools from Pune District. The highest number of positive pools were detected in Bopodi (3), Khadki (2), Visheantwadi (2), and Theur (2). Most infections belonged to supergroup B, including wAlbB and wPip-like lineages, followed by wAlbA, which was detected in pools from Loni Kalbhor and Visheantwadi. Notably, a supergroup F strain was identified in a larval pool from Bopodi, marking a rare finding in Indian <italic>Ae. aegypti</italic> populations. These results highlight the genetic diversity and spatial heterogeneity of <italic>Wolbachia</italic> strains in the region, with implications for future biocontrol strategies. Phylogenetic reconstruction and intergenomic similarity analyses showed strong concordance, consistently resolving NIV-derived sequences into three distinct supergroups. The observed genetic divergence within supergroup B suggests the circulation of locally differentiated <italic>Wolbachia</italic> variants, while the detection of a supergroup F-associated strain points to a previously underexplored dimension of <italic>Wolbachia</italic> diversity in mosquitoes.</p>
<p>The detection of genetically diverse and potentially novel <italic>Wolbachia</italic> strains in <italic>Ae. aegypti</italic>, along with evidence of vertical transmission in both immature and adult stages, contributes to the growing recognition that natural infections may be more widespread than previously assumed. These results provide foundational data for exploring <italic>Wolbachia</italic>-based biocontrol strategies in India and emphasize the importance of incorporating molecular symbiont surveillance into arboviral vector monitoring and integrated vector management programs.</p>
<sec id="sec26">
<label>5.1</label>
<title>Limitations</title>
<p>This study has several limitations that warrant consideration. First, the cluster-level sample size (<italic>n</italic>&#x202F;=&#x202F;21) is relatively small, potentially limiting the statistical power and generalizability of the findings. Second, mosquito specimens were screened in pools rather than individually, which restricts the ability to confirm co-infection status within single mosquitoes and may underestimate low-prevalence infections. While the minimum infection rate (MIR) was used to estimate <italic>Wolbachia</italic> and virus prevalence, this method provides a conservative estimate. A maximum likelihood estimation (MLE) approach would yield more robust prevalence estimates, particularly when the number of positive pools is low, and should be considered in future studies. Third, correlation analyses conducted between <italic>Wolbachia</italic> prevalence, entomological indices, and viral positivity were exploratory in nature. Given the small sample size and multiple comparisons without false discovery rate (FDR) correction, the observed associations may include chance findings and should be interpreted cautiously.</p>
<p>Finally, strain-level identification of <italic>Wolbachia</italic> was based on wsp gene analysis, which, while widely used, has recognized limitations due to recombination, hypervariability, and homoplasy. These issues can obscure true phylogenetic relationships and may result in misclassification or overestimation of strain diversity. Thus, the phylogenetic clustering results should be viewed as preliminary. Future work incorporating multilocus sequence typing (MLST) or whole-genome sequencing will be essential for more accurate and definitive characterization of Wolbachia strains and their evolutionary relationships.</p>
</sec>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec27">
<title>Data availability statement</title>
<p>The nucleotide sequences generated in this study have been deposited in the NCBI GenBank database under the following accession numbers:PX912128 (ENT-WA1B-12), PX912129 (ENT-A13), PX912130 (ENT-A14), PX912131 (ENT-B15), PX912132 (ENT-B17), PX912133 (ENT-WA1B-21), PX912134 (ENT-WA1B-22), PX912135 (ENT-WA1B-23), PX912136 (ENT-B23A), and PX909740 (ENT-COI-Ae).</p>
</sec>
<sec sec-type="author-contributions" id="sec28">
<title>Author contributions</title>
<p>IH: Resources, Funding acquisition, Project administration, Writing &#x2013; original draft, Validation, Formal analysis, Writing &#x2013; review &#x0026; editing, Investigation, Supervision, Data curation, Conceptualization, Software, Methodology, Visualization. TP: Formal analysis, Validation, Project administration, Visualization, Supervision, Methodology, Software, Data curation, Writing &#x2013; original draft, Funding acquisition, Conceptualization, Resources, Investigation. SR: Methodology, Validation, Writing &#x2013; original draft. AK: Investigation, Software, Visualization, Conceptualization, Data curation, Funding acquisition, Resources, Project administration, Formal analysis, Supervision, Methodology, Writing &#x2013; review &#x0026; editing, Validation. VS: Visualization, Methodology, Writing &#x2013; review &#x0026; editing. KT: Visualization, Data curation, Validation, Writing &#x2013; review &#x0026; editing, Formal analysis. KL: Writing &#x2013; review &#x0026; editing. AR: Writing &#x2013; review &#x0026; editing, Methodology, Validation. SH: Writing &#x2013; review &#x0026; editing, Methodology. PA: Visualization, Validation, Writing &#x2013; original draft. PG: Writing &#x2013; original draft, Formal analysis, Validation. KB: Writing &#x2013; review &#x0026; editing. BR: Investigation, Writing &#x2013; review &#x0026; editing. SA: Methodology, Investigation.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors gratefully acknowledge the support of the ICMR-National Institute of Virology (NIV), Pune for facilitating the field and laboratory work. We sincerely thank the Public Health Department of Maharashtra for providing outbreak-related data and necessary permissions for entomological surveillance in Pune District. We are also thankful to the technical staff of entomology and Dengue &#x0026; Chikungunya division who assisted in field sample collection, mosquito rearing, and laboratory procedures. Special thanks to the ICMR-NIV sequencing facility for supporting the molecular and Sanger sequencing work.</p>
</ack>
<sec sec-type="COI-statement" id="sec29">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec30">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec31">
<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>
<ref-list>
<title>References</title>
<ref id="ref1"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Abbasi</surname><given-names>E.</given-names></name></person-group> (<year>2025</year>). <article-title><italic>Aedes</italic> aegypti and dengue: insights into transmission dynamics and viral lifecycle</article-title>. <source>Epidemiol. Infect.</source> <volume>153</volume>:<fpage>e88</fpage>. doi: <pub-id pub-id-type="doi">10.1017/S0950268825100320</pub-id>, <pub-id pub-id-type="pmid">40747604</pub-id></mixed-citation></ref>
<ref id="ref2"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Ahmed</surname><given-names>T.</given-names></name> <name><surname>Hyder</surname><given-names>M. Z.</given-names></name> <name><surname>Liaqat</surname><given-names>I.</given-names></name> <name><surname>Scholz</surname><given-names>M.</given-names></name></person-group> (<year>2019</year>). <article-title>Climatic conditions: conventional and nanotechnology-based methods for the control of mosquito vectors causing human health issues</article-title>. <source>Int. J. Environ. Res. Public Health</source> <volume>16</volume>:<fpage>3165</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph16173165</pub-id>, <pub-id pub-id-type="pmid">31480254</pub-id></mixed-citation></ref>
<ref id="ref3"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Alagarasu</surname><given-names>K.</given-names></name> <name><surname>Patil</surname><given-names>J.</given-names></name> <name><surname>Jadhav</surname><given-names>S.</given-names></name> <name><surname>Chowdhury</surname><given-names>D.</given-names></name> <name><surname>Bote</surname><given-names>M.</given-names></name> <name><surname>Punekar</surname><given-names>M.</given-names></name> <etal/></person-group>. (<year>2023b</year>). <article-title>Understanding the resurgence of chikungunya virus during 2020&#x2212;2021 in Pune, India, based on genomic analyses: a seven year study</article-title>. <source>J. Med. Virol.</source> <volume>95</volume>:<fpage>e29253</fpage>. doi: <pub-id pub-id-type="doi">10.1002/jmv.29253</pub-id>, <pub-id pub-id-type="pmid">38009608</pub-id></mixed-citation></ref>
<ref id="ref4"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Alagarasu</surname><given-names>K.</given-names></name> <name><surname>Tomar</surname><given-names>S.</given-names></name> <name><surname>Patil</surname><given-names>J.</given-names></name> <name><surname>Bachal</surname><given-names>R.</given-names></name> <name><surname>More</surname><given-names>R.</given-names></name> <name><surname>Bote</surname><given-names>M.</given-names></name> <etal/></person-group>. (<year>2023a</year>). <article-title>Seroprevalence of dengue virus infection in Pune City in India, 2019: a decadal change</article-title>. <source>J. Infect. Public Health</source> <volume>16</volume>, <fpage>1830</fpage>&#x2013;<lpage>1836</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jiph.2023.08.020</pub-id>, <pub-id pub-id-type="pmid">37742447</pub-id></mixed-citation></ref>
<ref id="ref5"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Arankalle</surname><given-names>V.</given-names></name> <name><surname>Shrivastava</surname><given-names>S.</given-names></name> <name><surname>Kulkarni</surname><given-names>R.</given-names></name> <name><surname>Patil</surname><given-names>R.</given-names></name> <name><surname>Tiraki</surname><given-names>D.</given-names></name> <name><surname>Mankar</surname><given-names>S.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Dengue in Pune city, India (2017&#x2013;2019): a comprehensive analysis</article-title>. <source>Front. Public Health</source> <volume>12</volume>:<fpage>1354510</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpubh.2024.1354510</pub-id>, <pub-id pub-id-type="pmid">39371216</pub-id></mixed-citation></ref>
<ref id="ref6"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Artsob</surname><given-names>H.</given-names></name> <name><surname>Lindsay</surname><given-names>R.</given-names></name> <name><surname>Drebot</surname><given-names>M.</given-names></name></person-group> (<year>2025</year>). &#x201C;<article-title>Arboviruses</article-title>&#x201D; in <source>International encyclopedia of public health</source> (<publisher-loc>Amsterdam</publisher-loc>: <publisher-name>Elsevier</publisher-name>), <fpage>214</fpage>&#x2013;<lpage>222</lpage>.</mixed-citation></ref>
<ref id="ref7"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Badolo</surname><given-names>A.</given-names></name> <name><surname>Sombi&#x00E9;</surname><given-names>A.</given-names></name> <name><surname>Yam&#x00E9;ogo</surname><given-names>F.</given-names></name> <name><surname>Wangrawa</surname><given-names>D. W.</given-names></name> <name><surname>Sanon</surname><given-names>A.</given-names></name> <name><surname>Pignatelli</surname><given-names>P. M.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>First comprehensive analysis of <italic>Aedes aegypti</italic> bionomics during an arbovirus outbreak in West Africa: dengue in Ouagadougou, Burkina Faso, 2016&#x2013;2017</article-title>. <source>PLoS Negl. Trop. Dis.</source> <volume>16</volume>:<fpage>e0010059</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pntd.0010059</pub-id>, <pub-id pub-id-type="pmid">35793379</pub-id></mixed-citation></ref>
<ref id="ref8"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Balaji</surname><given-names>S.</given-names></name> <name><surname>Jayachandran</surname><given-names>S.</given-names></name> <name><surname>Prabagaran</surname><given-names>S. R.</given-names></name></person-group> (<year>2019</year>). <article-title>Evidence for the natural occurrence of <italic>Wolbachia</italic> in <italic>Aedes aegypti</italic> mosquitoes</article-title>. <source>FEMS Microbiol. Lett.</source> <volume>366</volume>:<fpage>fnz055</fpage>. doi: <pub-id pub-id-type="doi">10.1093/femsle/fnz055</pub-id>, <pub-id pub-id-type="pmid">30869785</pub-id></mixed-citation></ref>
<ref id="ref9"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bikangui</surname><given-names>R.</given-names></name> <name><surname>Boussougou-Sambe</surname><given-names>S. T.</given-names></name> <name><surname>Saidou</surname><given-names>M.</given-names></name> <name><surname>Ngossanga</surname><given-names>B.</given-names></name> <name><surname>Doumba Ndalembouly</surname><given-names>A. G.</given-names></name> <name><surname>Djida</surname><given-names>Y.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Distribution of <italic>Aedes</italic> mosquito species along the rural&#x2013;urban gradient in Lambar&#x00E9;n&#x00E9; and its surroundings</article-title>. <source>Parasit. Vectors</source> <volume>16</volume>:<fpage>360</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13071-023-05901-2</pub-id></mixed-citation></ref>
<ref id="ref10"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bouzid</surname><given-names>M.</given-names></name> <name><surname>Brainard</surname><given-names>J.</given-names></name> <name><surname>Hooper</surname><given-names>L.</given-names></name> <name><surname>Hunter</surname><given-names>P. R.</given-names></name></person-group> (<year>2016</year>). <article-title>Public health interventions for <italic>Aedes</italic> control in the time of Zikavirus&#x2013; A Meta-review on effectiveness of vector control strategies</article-title>. <source>PLoS Negl. Trop. Dis.</source> <volume>10</volume>:<fpage>e0005176</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pntd.0005176</pub-id>, <pub-id pub-id-type="pmid">27926934</pub-id></mixed-citation></ref>
<ref id="ref11"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Braig</surname><given-names>H. R.</given-names></name> <name><surname>Zhou</surname><given-names>W.</given-names></name> <name><surname>Dobson</surname><given-names>S. L.</given-names></name> <name><surname>O&#x2019;Neill</surname><given-names>S. L.</given-names></name></person-group> (<year>1998</year>). <article-title>Cloning and characterization of a gene encoding the major surface protein of the bacterial endosymbiont <italic>Wolbachia pipientis</italic></article-title>. <source>J. Bacteriol.</source> <volume>180</volume>, <fpage>2373</fpage>&#x2013;<lpage>2378</lpage>. doi: <pub-id pub-id-type="doi">10.1128/JB.180.9.2373-2378.1998</pub-id>, <pub-id pub-id-type="pmid">9573188</pub-id></mixed-citation></ref>
<ref id="ref12"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Branda</surname><given-names>F.</given-names></name> <name><surname>Cella</surname><given-names>E.</given-names></name> <name><surname>Scarpa</surname><given-names>F.</given-names></name> <name><surname>Slavov</surname><given-names>S. N.</given-names></name> <name><surname>Bevivino</surname><given-names>A.</given-names></name> <name><surname>Moretti</surname><given-names>R.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Wolbachia-based approaches to controlling mosquito-borne viral threats: innovations, AI integration, and future directions in the context of climate change</article-title>. <source>Viruses</source> <volume>16</volume>:<fpage>1868</fpage>. doi: <pub-id pub-id-type="doi">10.3390/v16121868</pub-id>, <pub-id pub-id-type="pmid">39772178</pub-id></mixed-citation></ref>
<ref id="ref13"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Caragata</surname><given-names>E. P.</given-names></name> <name><surname>Rocha</surname><given-names>M. N.</given-names></name> <name><surname>Pereira</surname><given-names>T. N.</given-names></name> <name><surname>Mansur</surname><given-names>S. B.</given-names></name> <name><surname>Dutra</surname><given-names>H. L. C.</given-names></name> <name><surname>Moreira</surname><given-names>L. A.</given-names></name></person-group> (<year>2019b</year>). <article-title>Pathogen blocking in Wolbachia-infected <italic>Aedes aegypti</italic> is not affected by zika and dengue virus co-infection</article-title>. <source>PLoS Negl. Trop. Dis.</source> <volume>13</volume>:<fpage>e0007443</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pntd.0007443</pub-id>, <pub-id pub-id-type="pmid">31107912</pub-id></mixed-citation></ref>
<ref id="ref14"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Caragata</surname><given-names>E. P.</given-names></name> <name><surname>Tikhe</surname><given-names>C. V.</given-names></name> <name><surname>Dimopoulos</surname><given-names>G.</given-names></name></person-group> (<year>2019a</year>). <article-title>Curious entanglements: interactions between mosquitoes, their microbiota, and arboviruses</article-title>. <source>Curr. Opin. Virol.</source> <volume>37</volume>, <fpage>26</fpage>&#x2013;<lpage>36</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.coviro.2019.05.005</pub-id>, <pub-id pub-id-type="pmid">31176069</pub-id></mixed-citation></ref>
<ref id="ref15"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Carvajal</surname><given-names>T. M.</given-names></name> <name><surname>Hashimoto</surname><given-names>K.</given-names></name> <name><surname>Harnandika</surname><given-names>R. K.</given-names></name> <name><surname>Amalin</surname><given-names>D. M.</given-names></name> <name><surname>Watanabe</surname><given-names>K.</given-names></name></person-group> (<year>2019</year>). <article-title>Detection of <italic>Wolbachia</italic> in field-collected <italic>Aedes aegypti</italic> mosquitoes in metropolitan Manila, Philippines</article-title>. <source>Parasit. Vectors</source> <volume>12</volume>:<fpage>361</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13071-019-3629-y</pub-id>, <pub-id pub-id-type="pmid">31340862</pub-id></mixed-citation></ref>
<ref id="ref16"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Chao</surname><given-names>L.-L.</given-names></name> <name><surname>Shih</surname><given-names>C.-M.</given-names></name></person-group> (<year>2023</year>). <article-title>First detection and genetic identification of <italic>Wolbachia</italic> endosymbiont in field-caught <italic>Aedes aegypti</italic> (Diptera: Culicidae) mosquitoes collected from southern Taiwan</article-title>. <source>Microorganisms</source> <volume>11</volume>:<fpage>1911</fpage>. doi: <pub-id pub-id-type="doi">10.3390/microorganisms11081911</pub-id>, <pub-id pub-id-type="pmid">37630471</pub-id></mixed-citation></ref>
<ref id="ref17"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Dinesh</surname><given-names>A.</given-names></name> <name><surname>Bommu</surname><given-names>S. P. R.</given-names></name> <name><surname>Balakrishnan</surname><given-names>A.</given-names></name> <name><surname>Borode</surname><given-names>M.</given-names></name> <name><surname>Bardeskar</surname><given-names>J.</given-names></name> <name><surname>Ramalingam</surname><given-names>A.</given-names></name> <etal/></person-group>. (<year>2025</year>). <article-title>Mapping the outbreaks of dengue and chikungunya and their syndemic in India: a comprehensive analysis over the past decade utilizing the data from the integrated disease surveillance programme (IDSP)</article-title>. <source>Cureus</source> <volume>17</volume>:<fpage>e77193</fpage>. doi: <pub-id pub-id-type="doi">10.7759/cureus.77193</pub-id></mixed-citation></ref>
<ref id="ref18"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Dorigatti</surname><given-names>I.</given-names></name> <name><surname>McCormack</surname><given-names>C.</given-names></name> <name><surname>Nedjati-Gilani</surname><given-names>G.</given-names></name> <name><surname>Ferguson</surname><given-names>N. M.</given-names></name></person-group> (<year>2018</year>). <article-title>Using Wolbachia for dengue control: insights from modelling</article-title>. <source>Trends Parasitol.</source> <volume>34</volume>, <fpage>102</fpage>&#x2013;<lpage>113</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.pt.2017.11.002</pub-id>, <pub-id pub-id-type="pmid">29183717</pub-id></mixed-citation></ref>
<ref id="ref19"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Fallon</surname><given-names>A. M.</given-names></name></person-group> (<year>2021</year>). <article-title>Growth and maintenance of Wolbachia in insect cell lines</article-title>. <source>Insects.</source> <volume>12</volume>:<fpage>706</fpage>. doi: <pub-id pub-id-type="doi">10.3390/insects12080706</pub-id>, <pub-id pub-id-type="pmid">34442272</pub-id></mixed-citation></ref>
<ref id="ref20"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Flores</surname><given-names>H. A.</given-names></name> <name><surname>O&#x2019;Neill</surname><given-names>S. L.</given-names></name></person-group> (<year>2018</year>). <article-title>Controlling vector-borne diseases by releasing modified mosquitoes</article-title>. <source>Nat. Rev. Microbiol.</source> <volume>16</volume>, <fpage>508</fpage>&#x2013;<lpage>518</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41579-018-0025-0</pub-id>, <pub-id pub-id-type="pmid">29777177</pub-id></mixed-citation></ref>
<ref id="ref21"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Garjito</surname><given-names>T. A.</given-names></name> <name><surname>Hidajat</surname><given-names>M. C.</given-names></name> <name><surname>Kinansi</surname><given-names>R. R.</given-names></name> <name><surname>Setyaningsih</surname><given-names>R.</given-names></name> <name><surname>Anggraeni</surname><given-names>Y. M.</given-names></name> <name><surname>Mujiyanto</surname></name> <etal/></person-group>. (<year>2020</year>). <article-title>Stegomyia indices and risk of dengue transmission: a lack of correlation</article-title>. <source>Front. Public Health</source> <volume>8</volume>:<fpage>328</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpubh.2020.00328</pub-id></mixed-citation></ref>
<ref id="ref22"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gurav</surname><given-names>Y. K.</given-names></name> <name><surname>Alagarasu</surname><given-names>K.</given-names></name> <name><surname>Yadav</surname><given-names>P. D.</given-names></name> <name><surname>Sapkal</surname><given-names>G.</given-names></name> <name><surname>Gokhale</surname><given-names>M.</given-names></name> <name><surname>Parashar</surname><given-names>D.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>First case of zika virus infection during an outbreak of chikungunya in a rural region of Maharashtra state, India</article-title>. <source>Trans. R. Soc. Trop. Med. Hyg.</source> <volume>116</volume>, <fpage>974</fpage>&#x2013;<lpage>977</lpage>. doi: <pub-id pub-id-type="doi">10.1093/trstmh/trac022</pub-id>, <pub-id pub-id-type="pmid">35415761</pub-id></mixed-citation></ref>
<ref id="ref23"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hu</surname><given-names>Y.</given-names></name> <name><surname>Xi</surname><given-names>Z.</given-names></name> <name><surname>Liu</surname><given-names>X.</given-names></name> <name><surname>Wang</surname><given-names>J.</given-names></name> <name><surname>Guo</surname><given-names>Y.</given-names></name> <name><surname>Ren</surname><given-names>D.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Identification and molecular characterization of Wolbachia strains in natural populations of <italic>Aedes albopictus</italic> in China</article-title>. <source>Parasit. Vectors</source> <volume>13</volume>:<fpage>28</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13071-020-3899-4</pub-id>, <pub-id pub-id-type="pmid">31937373</pub-id></mixed-citation></ref>
<ref id="ref24"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname><given-names>Y.-J.</given-names></name> <name><surname>Higgs</surname><given-names>S.</given-names></name> <name><surname>Vanlandingham</surname><given-names>D.</given-names></name></person-group> (<year>2017</year>). <article-title>Biological control strategies for mosquito vectors of arboviruses</article-title>. <source>Insects</source> <volume>8</volume>:<fpage>21</fpage>. doi: <pub-id pub-id-type="doi">10.3390/insects8010021</pub-id>, <pub-id pub-id-type="pmid">28208639</pub-id></mixed-citation></ref>
<ref id="ref25"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Huang</surname><given-names>H.-T.</given-names></name> <name><surname>Lin</surname><given-names>C.-C.</given-names></name> <name><surname>Kuo</surname><given-names>T.-C.</given-names></name> <name><surname>Chen</surname><given-names>S.-J.</given-names></name> <name><surname>Huang</surname><given-names>R.-N.</given-names></name></person-group> (<year>2019</year>). <article-title>Phytochemical composition and larvicidal activity of essential oils from herbal plants</article-title>. <source>Planta</source> <volume>250</volume>, <fpage>59</fpage>&#x2013;<lpage>68</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00425-019-03147-w</pub-id>, <pub-id pub-id-type="pmid">30904944</pub-id></mixed-citation></ref>
<ref id="ref26"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Iturbe-Ormaetxe</surname><given-names>I.</given-names></name> <name><surname>Woolfit</surname><given-names>M.</given-names></name> <name><surname>Ranc&#x00E8;s</surname><given-names>E.</given-names></name> <name><surname>Duplouy</surname><given-names>A.</given-names></name> <name><surname>O&#x2019;Neill</surname><given-names>S. L.</given-names></name></person-group> (<year>2011</year>). <article-title>A simple protocol to obtain highly pure Wolbachia endosymbiont DNA for genome sequencing</article-title>. <source>J. Microbiol. Methods</source> <volume>84</volume>, <fpage>134</fpage>&#x2013;<lpage>136</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.mimet.2010.10.019</pub-id>, <pub-id pub-id-type="pmid">21047535</pub-id></mixed-citation></ref>
<ref id="ref27"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Jangir</surname><given-names>P. K.</given-names></name> <name><surname>Prasad</surname><given-names>A.</given-names></name></person-group> (<year>2022</year>). <article-title>Spatial distribution of insecticide resistance and susceptibility in <italic>Aedes aegypti</italic> and <italic>Aedes albopictus</italic> in India</article-title>. <source>Int. J. Trop. Insect Sci.</source> <volume>42</volume>, <fpage>1019</fpage>&#x2013;<lpage>1044</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s42690-021-00670-w</pub-id></mixed-citation></ref>
<ref id="ref28"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kittayapong</surname><given-names>P.</given-names></name> <name><surname>Baisley</surname><given-names>K. J.</given-names></name> <name><surname>Baimai</surname><given-names>V.</given-names></name> <name><surname>O&#x2019;Neill</surname><given-names>S. L.</given-names></name></person-group> (<year>2000</year>). <article-title>Distribution and diversity of <italic>Wolbachia</italic> infections in southeast Asian mosquitoes (Diptera: Culicidae)</article-title>. <source>J. Med. Entomol.</source> <volume>37</volume>, <fpage>340</fpage>&#x2013;<lpage>345</lpage>. doi: <pub-id pub-id-type="doi">10.1093/jmedent/37.3.340</pub-id>, <pub-id pub-id-type="pmid">15535575</pub-id></mixed-citation></ref>
<ref id="ref29"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kumar</surname><given-names>N. P.</given-names></name> <name><surname>Kumar</surname><given-names>A.</given-names></name> <name><surname>Panneer</surname><given-names>D.</given-names></name> <name><surname>Abidha</surname><given-names>S.</given-names></name> <name><surname>Muthukumaravel</surname><given-names>S.</given-names></name> <name><surname>Sankari</surname><given-names>T.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Nation-wide vector surveillance on zika and dengue did not indicate transmission of the American lineage-pandemic zika virus in India</article-title>. <source>Int. J. Infect. Dis.</source> <volume>113</volume>, <fpage>119</fpage>&#x2013;<lpage>124</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ijid.2021.09.074</pub-id>, <pub-id pub-id-type="pmid">34601144</pub-id></mixed-citation></ref>
<ref id="ref30"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kumar</surname><given-names>N. P.</given-names></name> <name><surname>Sabesan</surname><given-names>S.</given-names></name> <name><surname>Krishnamoorthy</surname><given-names>K.</given-names></name> <name><surname>Jambulingam</surname><given-names>P.</given-names></name></person-group> (<year>2012</year>). <article-title>Detection of chikungunya virus in wild populations of <italic>Aedes albopictus</italic> in Kerala state, India</article-title>. <source>Vector Borne Zoonotic Dis.</source> <volume>12</volume>, <fpage>907</fpage>&#x2013;<lpage>911</lpage>. doi: <pub-id pub-id-type="doi">10.1089/vbz.2012.0969</pub-id>, <pub-id pub-id-type="pmid">22925018</pub-id></mixed-citation></ref>
<ref id="ref31"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Lanciotti</surname><given-names>R. S.</given-names></name> <name><surname>Kosoy</surname><given-names>O. L.</given-names></name> <name><surname>Laven</surname><given-names>J. J.</given-names></name> <name><surname>Velez</surname><given-names>J. O.</given-names></name> <name><surname>Lambert</surname><given-names>A. J.</given-names></name> <name><surname>Johnson</surname><given-names>A. J.</given-names></name> <etal/></person-group>. (<year>2008</year>). <article-title>Genetic and serologic properties of zika virus associated with an epidemic, yap state, Micronesia, 2007</article-title>. <source>Emerg. Infect. Dis.</source> <volume>14</volume>, <fpage>1232</fpage>&#x2013;<lpage>1239</lpage>. doi: <pub-id pub-id-type="doi">10.3201/eid1408.080287</pub-id>, <pub-id pub-id-type="pmid">18680646</pub-id></mixed-citation></ref>
<ref id="ref32"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Laven</surname><given-names>H.</given-names></name></person-group> (<year>1967</year>). <article-title>Eradication of <italic>Culex pipiens</italic> fatigans through cytoplasmic incompatibility</article-title>. <source>Nature</source> <volume>216</volume>, <fpage>383</fpage>&#x2013;<lpage>384</lpage>. doi: <pub-id pub-id-type="doi">10.1038/216383a0</pub-id>, <pub-id pub-id-type="pmid">4228275</pub-id></mixed-citation></ref>
<ref id="ref33"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Mayer</surname><given-names>S. V.</given-names></name> <name><surname>Tesh</surname><given-names>R. B.</given-names></name> <name><surname>Vasilakis</surname><given-names>N.</given-names></name></person-group> (<year>2017</year>). <article-title>The emergence of arthropod-borne viral diseases: A global prospective on dengue, chikungunya and zika fevers</article-title>. <source>Acta Trop.</source> <volume>166</volume>, <fpage>155</fpage>&#x2013;<lpage>163</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.actatropica.2016.11.020</pub-id>, <pub-id pub-id-type="pmid">27876643</pub-id></mixed-citation></ref>
<ref id="ref34"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Minwuyelet</surname><given-names>A.</given-names></name> <name><surname>Petronio</surname><given-names>G. P.</given-names></name> <name><surname>Yewhalaw</surname><given-names>D.</given-names></name> <name><surname>Sciarretta</surname><given-names>A.</given-names></name> <name><surname>Magnifico</surname><given-names>I.</given-names></name> <name><surname>Nicolosi</surname><given-names>D.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Symbiotic Wolbachia in mosquitoes and its role in reducing the transmission of mosquito-borne diseases: updates and prospects</article-title>. <source>Front. Microbiol.</source> <volume>14</volume>:<fpage>1267832</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2023.1267832</pub-id>, <pub-id pub-id-type="pmid">37901801</pub-id></mixed-citation></ref>
<ref id="ref35"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Misailidis</surname><given-names>M.</given-names></name> <name><surname>Kotsiou</surname><given-names>N.</given-names></name> <name><surname>Moulistanos</surname><given-names>A.</given-names></name> <name><surname>Gewehr</surname><given-names>S.</given-names></name> <name><surname>Augustinos</surname><given-names>A. A.</given-names></name> <name><surname>Mourelatos</surname><given-names>S.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>The molecular detection, characterization, and temperature dependence of <italic>Wolbachia</italic> infections in field populations of <italic>Aedes albopictus</italic> (Diptera: Culicidae) mosquitoes in Greece</article-title>. <source>Diversity</source> <volume>16</volume>:<fpage>43</fpage>. doi: <pub-id pub-id-type="doi">10.3390/d16010043</pub-id></mixed-citation></ref>
<ref id="ref36"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Montenegro</surname><given-names>D.</given-names></name> <name><surname>Cort&#x00E9;s-Cort&#x00E9;s</surname><given-names>G.</given-names></name> <name><surname>Balbuena-Alonso</surname><given-names>M. G.</given-names></name> <name><surname>Warner</surname><given-names>C.</given-names></name> <name><surname>Camps</surname><given-names>M.</given-names></name></person-group> (<year>2024</year>). <article-title>Wolbachia-based emerging strategies for control of vector-transmitted disease</article-title>. <source>Acta Trop.</source> <volume>260</volume>:<fpage>107410</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.actatropica.2024.107410</pub-id>, <pub-id pub-id-type="pmid">39349234</pub-id></mixed-citation></ref>
<ref id="ref37"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Muharromah</surname><given-names>A. F.</given-names></name> <name><surname>Reyes</surname><given-names>J. I. L.</given-names></name> <name><surname>Kagia</surname><given-names>N.</given-names></name> <name><surname>Watanabe</surname><given-names>K.</given-names></name></person-group> (<year>2023</year>). <article-title>Genome-wide detection of Wolbachia in natural <italic>Aedes aegypti</italic> populations using ddRAD-Seq</article-title>. <source>Front. Cell. Infect. Microbiol.</source> <volume>13</volume>:<fpage>1252656</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2023.1252656</pub-id>, <pub-id pub-id-type="pmid">38162582</pub-id></mixed-citation></ref>
<ref id="ref38"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Naik</surname><given-names>B. R.</given-names></name> <name><surname>Tyagi</surname><given-names>B. K.</given-names></name> <name><surname>Xue</surname><given-names>R.-D.</given-names></name></person-group> (<year>2023</year>). <article-title>Mosquito-borne diseases in India over the past 50 years and their global public health implications: A systematic review</article-title>. <source>J. Am. Mosq. Control Assoc.</source> <volume>39</volume>, <fpage>258</fpage>&#x2013;<lpage>277</lpage>. doi: <pub-id pub-id-type="doi">10.2987/23-7131</pub-id>, <pub-id pub-id-type="pmid">38108431</pub-id></mixed-citation></ref>
<ref id="ref39"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nayak</surname><given-names>P. P.</given-names></name> <name><surname>Pai</surname><given-names>B. J.</given-names></name> <name><surname>Govindan</surname><given-names>S.</given-names></name> <name><surname>Sanagapalli</surname><given-names>V.</given-names></name></person-group> (<year>2025</year>). <article-title>Spatial epidemiology of dengue and chikungunya in Karnataka using GIS-based analysis</article-title>. <source>Glob. Health Action</source> <volume>18</volume>:<fpage>2543198</fpage>. doi: <pub-id pub-id-type="doi">10.1080/16549716.2025.2543198</pub-id>, <pub-id pub-id-type="pmid">40836677</pub-id></mixed-citation></ref>
<ref id="ref40"><mixed-citation publication-type="other"><person-group person-group-type="author"><collab id="coll1">NCVBDC</collab></person-group>. <source>Guidelines on mosquito and other vector control response</source>. (<year>2020</year>). <publisher-loc>Delhi, India</publisher-loc>: <publisher-name>National Center for Vector Borne Diseases Control</publisher-name>.</mixed-citation></ref>
<ref id="ref41"><mixed-citation publication-type="other"><person-group person-group-type="author"><collab id="coll2">NCVBDC</collab></person-group>. <source>Manual on invtergated vector managment in India</source>. (<year>2022</year>). <publisher-loc>Delhi, India</publisher-loc>: <publisher-name>National Center for Vector Borne Diseases Control</publisher-name>.</mixed-citation></ref>
<ref id="ref42"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nebbak</surname><given-names>A.</given-names></name> <name><surname>Almeras</surname><given-names>L.</given-names></name> <name><surname>Parola</surname><given-names>P.</given-names></name> <name><surname>Bitam</surname><given-names>I.</given-names></name></person-group> (<year>2022</year>). <article-title>Mosquito vectors (Diptera: Culicidae) and mosquito-borne diseases in North Africa</article-title>. <source>Insects.</source> <volume>13</volume>:<fpage>962</fpage>. doi: <pub-id pub-id-type="doi">10.3390/insects13100962</pub-id>, <pub-id pub-id-type="pmid">36292910</pub-id></mixed-citation></ref>
<ref id="ref43"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Nugapola</surname><given-names>N. W. N. P.</given-names></name> <name><surname>De Silva</surname><given-names>W. A. P. P.</given-names></name> <name><surname>Karunaratne</surname><given-names>S. H. P. P.</given-names></name></person-group> (<year>2017</year>). <article-title>Distribution and phylogeny of Wolbachia strains in wild mosquito populations in Sri Lanka</article-title>. <source>Parasit. Vectors</source> <volume>10</volume>:<fpage>230</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13071-017-2174-9</pub-id>, <pub-id pub-id-type="pmid">28490339</pub-id></mixed-citation></ref>
<ref id="ref44"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Onen</surname><given-names>H.</given-names></name> <name><surname>Luzala</surname><given-names>M. M.</given-names></name> <name><surname>Kigozi</surname><given-names>S.</given-names></name> <name><surname>Sikumbili</surname><given-names>R. M.</given-names></name> <name><surname>Muanga</surname><given-names>C.-J. K.</given-names></name> <name><surname>Zola</surname><given-names>E. N.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Mosquito-borne diseases and their control strategies: an overview focused on green synthesized plant-based metallic nanoparticles</article-title>. <source>Insects</source> <volume>14</volume>:<fpage>221</fpage>. doi: <pub-id pub-id-type="doi">10.3390/insects14030221</pub-id>, <pub-id pub-id-type="pmid">36975906</pub-id></mixed-citation></ref>
<ref id="ref45"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Padonou</surname><given-names>G. G.</given-names></name> <name><surname>Konkon</surname><given-names>A. K.</given-names></name> <name><surname>Salako</surname><given-names>A. S.</given-names></name> <name><surname>Zoungb&#x00E9;dji</surname><given-names>D. M.</given-names></name> <name><surname>Oss&#x00E8;</surname><given-names>R.</given-names></name> <name><surname>Sovi</surname><given-names>A.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Distribution and abundance of <italic>Aedes aegypti</italic> and <italic>Aedes albopictus</italic> (Diptera: Culicidae) in Benin, West Africa</article-title>. <source>Trop. Med. Infect. Dis.</source> <volume>8</volume>:<fpage>439</fpage>. doi: <pub-id pub-id-type="doi">10.3390/tropicalmed8090439</pub-id>, <pub-id pub-id-type="pmid">37755900</pub-id></mixed-citation></ref>
<ref id="ref46"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Paix&#x00E3;o</surname><given-names>E. S.</given-names></name> <name><surname>Teixeira</surname><given-names>M. G.</given-names></name> <name><surname>Rodrigues</surname><given-names>L. C.</given-names></name></person-group> (<year>2018</year>). <article-title>Zika, chikungunya and dengue: the causes and threats of new and re-emerging arboviral diseases</article-title>. <source>BMJ Glob. Health</source> <volume>3</volume>:<fpage>e000530</fpage>. doi: <pub-id pub-id-type="doi">10.1136/bmjgh-2017-000530</pub-id>, <pub-id pub-id-type="pmid">29435366</pub-id></mixed-citation></ref>
<ref id="ref47"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Pinto</surname><given-names>S. B.</given-names></name> <name><surname>Riback</surname><given-names>T. I. S.</given-names></name> <name><surname>Sylvestre</surname><given-names>G.</given-names></name> <name><surname>Costa</surname><given-names>G.</given-names></name> <name><surname>Peixoto</surname><given-names>J.</given-names></name> <name><surname>Dias</surname><given-names>F. B. S.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Effectiveness of Wolbachia-infected mosquito deployments in reducing the incidence of dengue and other Aedes-borne diseases in Niter&#x00F3;i, Brazil: a quasi-experimental study</article-title>. <source>PLoS Negl. Trop. Dis.</source> <volume>15</volume>:<fpage>e0009556</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pntd.0009556</pub-id>, <pub-id pub-id-type="pmid">34252106</pub-id></mixed-citation></ref>
<ref id="ref48"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Qadri</surname><given-names>M.</given-names></name> <name><surname>Short</surname><given-names>S.</given-names></name> <name><surname>Gast</surname><given-names>K.</given-names></name> <name><surname>Hernandez</surname><given-names>J.</given-names></name> <name><surname>Wong</surname><given-names>A. C.-N.</given-names></name></person-group> (<year>2020</year>). <article-title>Microbiome innovation in agriculture: development of microbial based tools for insect pest management</article-title>. <source>Front. Sustain. Food Syst.</source> <volume>4</volume>:<fpage>547751</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fsufs.2020.547751</pub-id></mixed-citation></ref>
<ref id="ref49"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Rafikov</surname><given-names>M.</given-names></name> <name><surname>Rafikova</surname><given-names>E.</given-names></name> <name><surname>Yang</surname><given-names>H. M.</given-names></name></person-group> (<year>2015</year>). <article-title>Optimization of the <italic>Aedes aegypti</italic> control strategies for integrated vector management</article-title>. <source>J. Appl. Math.</source> <volume>2015</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1155/2015/918194</pub-id></mixed-citation></ref>
<ref id="ref50"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sanchez</surname><given-names>L.</given-names></name> <name><surname>Vanlerberghe</surname><given-names>V.</given-names></name> <name><surname>Alfonso</surname><given-names>L.</given-names></name> <name><surname>Marquetti</surname><given-names>M. D. C.</given-names></name> <name><surname>Guzman</surname><given-names>M. G.</given-names></name> <name><surname>Bisset</surname><given-names>J.</given-names></name> <etal/></person-group>. (<year>2006</year>). <article-title><italic>Aedes aegypti</italic> larval indices and risk for dengue epidemics</article-title>. <source>Emerg. Infect. Dis.</source> <volume>12</volume>, <fpage>800</fpage>&#x2013;<lpage>806</lpage>. doi: <pub-id pub-id-type="doi">10.3201/eid1205.050866</pub-id>, <pub-id pub-id-type="pmid">16704841</pub-id></mixed-citation></ref>
<ref id="ref51"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sarwar</surname><given-names>M. S.</given-names></name> <name><surname>Jahan</surname><given-names>N.</given-names></name> <name><surname>Ali</surname><given-names>A.</given-names></name> <name><surname>Yousaf</surname><given-names>H. K.</given-names></name> <name><surname>Munzoor</surname><given-names>I.</given-names></name></person-group> (<year>2022</year>). <article-title>Establishment of Wolbachia infection in <italic>Aedes aegypti</italic> from Pakistan via embryonic microinjection and semi-field evaluation of general fitness of resultant mosquito population</article-title>. <source>Parasit. Vectors</source> <volume>15</volume>:<fpage>191</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13071-022-05317-4</pub-id>, <pub-id pub-id-type="pmid">35668540</pub-id></mixed-citation></ref>
<ref id="ref52"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Shah</surname><given-names>S. A.</given-names></name> <name><surname>Sani</surname><given-names>J. A.</given-names></name></person-group> (<year>2011</year>). <article-title>Effectiveness of Aedes index and Breteau index in predicting dengue outbreaks in Selangor, Malaysia</article-title>. <source>Epidemiology</source> <volume>22</volume>:<fpage>S144</fpage>. doi: <pub-id pub-id-type="doi">10.1097/01.ede.0000392114.75536.dc</pub-id></mixed-citation></ref>
<ref id="ref53"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Shaw</surname><given-names>W. R.</given-names></name> <name><surname>Catteruccia</surname><given-names>F.</given-names></name></person-group> (<year>2018</year>). <article-title>Vector biology meets disease control: using basic research to fight vector-borne diseases</article-title>. <source>Nat. Microbiol.</source> <volume>4</volume>, <fpage>20</fpage>&#x2013;<lpage>34</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41564-018-0214-7</pub-id>, <pub-id pub-id-type="pmid">30150735</pub-id></mixed-citation></ref>
<ref id="ref54"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Socha</surname><given-names>W.</given-names></name> <name><surname>Kwasnik</surname><given-names>M.</given-names></name> <name><surname>Larska</surname><given-names>M.</given-names></name> <name><surname>Rola</surname><given-names>J.</given-names></name> <name><surname>Rozek</surname><given-names>W.</given-names></name></person-group> (<year>2022</year>). <article-title>Vector-borne viral diseases as a current threat for human and animal health&#x2014;one health perspective</article-title>. <source>J. Clin. Med.</source> <volume>11</volume>:<fpage>3026</fpage>. doi: <pub-id pub-id-type="doi">10.3390/jcm11113026</pub-id>, <pub-id pub-id-type="pmid">35683413</pub-id></mixed-citation></ref>
<ref id="ref55"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Somia</surname><given-names>E. S.</given-names></name> <name><surname>Ullah</surname><given-names>I.</given-names></name> <name><surname>Alyahya</surname><given-names>H. S.</given-names></name> <name><surname>Mahyoub</surname><given-names>J. A.</given-names></name></person-group> (<year>2023</year>). <article-title>Identification of Wolbachia new strains from <italic>Aedes aegypti</italic> mosquitoes, the vector of dengue fever in Jeddah Province</article-title>. <source>BMC Microbiol.</source> <volume>23</volume>:<fpage>287</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12866-023-03010-9</pub-id>, <pub-id pub-id-type="pmid">37803282</pub-id></mixed-citation></ref>
<ref id="ref56"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Soni</surname><given-names>S.</given-names></name> <name><surname>Gill</surname><given-names>V. J. S.</given-names></name> <name><surname>Anusheel</surname></name> <name><surname>Singh</surname><given-names>J.</given-names></name> <name><surname>Chhabra</surname><given-names>J.</given-names></name> <name><surname>Gill</surname><given-names>G. J. S.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Dengue, chikungunya, and zika: the causes and threats of emerging and re-emerging arboviral diseases</article-title>. <source>Cureus.</source> <volume>15</volume>:<fpage>e41717</fpage>. doi: <pub-id pub-id-type="doi">10.7759/cureus.41717</pub-id></mixed-citation></ref>
<ref id="ref57"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Stouthamer</surname><given-names>R.</given-names></name> <name><surname>Breeuwer</surname><given-names>J. A. J.</given-names></name> <name><surname>Hurst</surname><given-names>G. D. D.</given-names></name></person-group> (<year>1999</year>). <article-title><italic>Wolbachia Pipientis</italic>: microbial manipulator of arthropod reproduction</article-title>. <source>Ann. Rev. Microbiol.</source> <volume>53</volume>, <fpage>71</fpage>&#x2013;<lpage>102</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev.micro.53.1.71</pub-id>, <pub-id pub-id-type="pmid">10547686</pub-id></mixed-citation></ref>
<ref id="ref58"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sumitha</surname><given-names>M.</given-names></name> <name><surname>Kalimuthu</surname><given-names>M.</given-names></name> <name><surname>Senthil</surname><given-names>M.</given-names></name> <name><surname>Paramasivan</surname><given-names>R.</given-names></name> <name><surname>Kumar</surname><given-names>A.</given-names></name> <name><surname>Gupta</surname><given-names>B.</given-names></name></person-group> (<year>2023</year>). <article-title>Status of insecticide resistance in the dengue vector <italic>Aedes aegypti</italic> in India: A review</article-title>. <source>J. Vector Borne Dis.</source> <volume>60</volume>, <fpage>116</fpage>&#x2013;<lpage>124</lpage>. doi: <pub-id pub-id-type="doi">10.4103/0972-9062.361174</pub-id>, <pub-id pub-id-type="pmid">37417161</pub-id></mixed-citation></ref>
<ref id="ref59"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Tajudeen</surname><given-names>Y. A.</given-names></name> <name><surname>Oladunjoye</surname><given-names>I. O.</given-names></name> <name><surname>Mustapha</surname><given-names>M. O.</given-names></name> <name><surname>Mustapha</surname><given-names>S. T.</given-names></name> <name><surname>Ajide-Bamigboye</surname><given-names>N. T.</given-names></name></person-group> (<year>2021</year>). <article-title>Tackling the global health threat of arboviruses: an appraisal of the three holistic approaches to health</article-title>. <source>Health Promot. Perspect.</source> <volume>11</volume>, <fpage>371</fpage>&#x2013;<lpage>381</lpage>. doi: <pub-id pub-id-type="doi">10.34172/hpp.2021.48</pub-id>, <pub-id pub-id-type="pmid">35079581</pub-id></mixed-citation></ref>
<ref id="ref60"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Tejo</surname><given-names>A. M.</given-names></name> <name><surname>Hamasaki</surname><given-names>D. T.</given-names></name> <name><surname>Menezes</surname><given-names>L. M.</given-names></name> <name><surname>Ho</surname><given-names>Y.-L.</given-names></name></person-group> (<year>2024</year>). <article-title>Severe dengue in the intensive care unit</article-title>. <source>J Intensive Med.</source> <volume>4</volume>, <fpage>16</fpage>&#x2013;<lpage>33</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jointm.2023.07.007</pub-id>, <pub-id pub-id-type="pmid">38263966</pub-id></mixed-citation></ref>
<ref id="ref61"><mixed-citation publication-type="book"><person-group person-group-type="author"><name><surname>Vlaiculescu</surname><given-names>A.</given-names></name> <name><surname>Varrone</surname><given-names>C.</given-names></name></person-group> (<year>2022</year>). &#x201C;<article-title>Sustainable and eco-friendly alternatives to reduce the use of pesticides</article-title>&#x201D; in <source>Pesticides in the natural environment</source> (<publisher-loc>Amsterdam</publisher-loc>: <publisher-name>Elsevier</publisher-name>), <fpage>329</fpage>&#x2013;<lpage>364</lpage>.</mixed-citation></ref>
<ref id="ref62"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Washim</surname><given-names>M.</given-names></name> <name><surname>Manda</surname><given-names>P.</given-names></name> <name><surname>Das</surname><given-names>R.</given-names></name></person-group> (<year>2024</year>). <article-title>Pesticide resistance in insects: challenges and sustainable solutions for modern agriculture</article-title>. <source>Int. J. Agric. Food Sci.</source> <volume>6</volume>, <fpage>121</fpage>&#x2013;<lpage>127</lpage>. doi: <pub-id pub-id-type="doi">10.33545/2664844X.2024.v6.i2b.215</pub-id></mixed-citation></ref>
<ref id="ref63"><mixed-citation publication-type="book"><person-group person-group-type="author"><collab id="coll3">WHO</collab></person-group> (<year>2016</year>). <source>Entomological surveillance for Aedes spp. in the context of zika virus</source>. <publisher-loc>Geneva</publisher-loc>: <publisher-name>World Health Organization</publisher-name>.</mixed-citation></ref>
<ref id="ref64"><mixed-citation publication-type="other"><person-group person-group-type="author"><collab id="coll4">WHO</collab></person-group>. Vector-borne diseases. <year>2025</year>. Available online at: <ext-link xlink:href="https://www.who.int/news-room/fact-sheets/detail/vector-borne-diseases" ext-link-type="uri">https://www.who.int/news-room/fact-sheets/detail/vector-borne-diseases</ext-link>. (Accessed 27 Oct 2025).</mixed-citation></ref>
<ref id="ref65"><mixed-citation publication-type="other"><person-group person-group-type="author"><collab id="coll5">WPR</collab></person-group>. <year>2025</year>. Pune population 2025. Available online at: <ext-link xlink:href="https://worldpopulationreview.com/cities/india/pune" ext-link-type="uri">https://worldpopulationreview.com/cities/india/pune</ext-link>. (Accessed 27 Oct 2025).</mixed-citation></ref>
<ref id="ref66"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Yen</surname><given-names>P.-S.</given-names></name> <name><surname>Failloux</surname><given-names>A.-B.</given-names></name></person-group> (<year>2020</year>). <article-title>A review: Wolbachia-based population replacement for mosquito control shares common points with genetically modified control approaches</article-title>. <source>Pathogens.</source> <volume>9</volume>:<fpage>404</fpage>. doi: <pub-id pub-id-type="doi">10.3390/pathogens9050404</pub-id>, <pub-id pub-id-type="pmid">32456036</pub-id></mixed-citation></ref>
<ref id="ref67"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname><given-names>H.</given-names></name> <name><surname>Gao</surname><given-names>J.</given-names></name> <name><surname>Ma</surname><given-names>Z.</given-names></name> <name><surname>Liu</surname><given-names>Y.</given-names></name> <name><surname>Wang</surname><given-names>G.</given-names></name> <name><surname>Liu</surname><given-names>Q.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Wolbachia infection in field-collected <italic>Aedes aegypti</italic> in Yunnan Province, southwestern China</article-title>. <source>Front. Cell. Infect. Microbiol.</source> <volume>12</volume>:<fpage>1082809</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2022.1082809</pub-id>, <pub-id pub-id-type="pmid">36530420</pub-id></mixed-citation></ref>
<ref id="ref68"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname><given-names>Y.</given-names></name> <name><surname>Wang</surname><given-names>M.</given-names></name> <name><surname>Huang</surname><given-names>M.</given-names></name> <name><surname>Zhao</surname><given-names>J.</given-names></name></person-group> (<year>2024</year>). <article-title>Innovative strategies and challenges mosquito-borne disease control amidst climate change</article-title>. <source>Front. Microbiol.</source> <volume>15</volume>:<fpage>1488106</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2024.1488106</pub-id>, <pub-id pub-id-type="pmid">39564491</pub-id></mixed-citation></ref>
</ref-list>
<fn-group>
<fn fn-type="custom" custom-type="edited-by" id="fn0002"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3152571/overview">Ran Mo</ext-link>, Yale University, United States</p></fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0003"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/393491/overview">Muhammad Fahim</ext-link>, Islamia College University, Pakistan</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/498921/overview">Ozge Erisoz Kasap</ext-link>, Hacettepe University, T&#x00FC;rkiye</p></fn>
</fn-group>
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</article>