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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">AJPME</journal-id>
      <journal-title-group>
        <journal-title>African Journal of Parasitology, Mycology and Entomology</journal-title>
        <abbrev-journal-title abbrev-type="publisher">Afr. J. Parasitol. Mycol. Entomol.</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="epub">1987-1473</issn>
      <publisher>
        <publisher-name>&#xA0;</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.35995/ajpme02010009</article-id>
      <article-id pub-id-type="publisher-id">AJPME-2-9</article-id>
      <article-categories>
        <subj-group>
          <subject>&#xA0;</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Pilot and Feasibility Study: Morphological, Molecular, and matrix-assisted laser desorption/ionisation time-of-flight mass spectrometry (MALDI-TOF MS) Identification of Mosquitoes and Ticks and Associated Bacteria from C&#xF4;te d&#x2019;Ivoire</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Edwige</surname>
            <given-names>Aka</given-names>
          </name>
          <xref rid="af1-AJPME-2-9" ref-type="aff">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Ngnindji-Youdje</surname>
            <given-names>Yannick</given-names>
          </name>
          <xref rid="af2-AJPME-2-9" ref-type="aff">2</xref>
          <xref rid="af3-AJPME-2-9" ref-type="aff">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Diaha-Kouam&#xE9;</surname>
            <given-names>Claude Aim&#xE9;e</given-names>
          </name>
          <xref rid="af1-AJPME-2-9" ref-type="aff">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Konan</surname>
            <given-names>Kouassi Lambert</given-names>
          </name>
          <xref rid="af1-AJPME-2-9" ref-type="aff">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Ciss&#xE9;</surname>
            <given-names>Souleymane</given-names>
          </name>
          <xref rid="af1-AJPME-2-9" ref-type="aff">1</xref>
        </contrib>
		<contrib contrib-type="author">
          <name>
            <surname>Parola</surname>
            <given-names>Philippe</given-names>
          </name>
          <xref rid="af2-AJPME-2-9" ref-type="aff">2</xref>
          <xref rid="af3-AJPME-2-9" ref-type="aff">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Diarra</surname>
            <given-names>Adama Zan</given-names>
          </name>
          <xref rid="af3-AJPME-2-9" ref-type="aff">3</xref>
          <xref rid="af4-AJPME-2-9" ref-type="aff">4</xref>
          <xref rid="c1-AJPME-2-9" ref-type="corresp">*</xref>
        </contrib>
      </contrib-group>
      <aff id="af1-AJPME-2-9"><label>1</label>Institut Pasteur of C&#xF4;te d&#x2019;Ivoire, Abidjan 01 BP 490, C&#xF4;te d&#x2019;Ivoire</aff>
      <aff id="af2-AJPME-2-9"><label>2</label>Aix Marseille Univ, SSA, RITMES, 13005 Marseille, France</aff>
      <aff id="af3-AJPME-2-9"><label>3</label>IHU-M&#xE9;diterran&#xE9;e Infection, 19-21 Boulevard Jean Moulin, 13005 Marseille, France</aff>
      <aff id="af4-AJPME-2-9"><label>4</label>IRD, MINES, Maladies Infectieuses, n&#xE9;glig&#xE9;es et Emergentes au Sud, 13005 Marseille, France</aff>
	  <author-notes>
        <corresp id="c1-AJPME-2-9"><label>*</label>Corresponding author: <email>adamazandiarra@gmail.com</email>; Tel.: +33-(0)-4-13-73-24-01; Fax: +33-(0)-4-13-73-24-02</corresp>
      </author-notes>
	  
      <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2024-08-16">
        <day>16</day>
        <month>08</month>
        <year>2024</year>
      </pub-date>      
      <volume>2</volume>
      <issue>1</issue>
      <elocation-id>9</elocation-id>
	   <history>
        <date date-type="received">
          <day>22</day>
          <month>04</month>
          <year>2024</year>
        </date>
        <date date-type="accepted">
          <day>08</day>
          <month>04</month>
          <year>2024</year>
        </date>
      </history>	  
	  <permissions>
        <copyright-statement>&#xA9; 2024 Copyright by Authors.</copyright-statement>
        <copyright-year>2024</copyright-year>
        <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
          <license-p>Licensed as an open access article using a CC BY 4.0 license.</license-p>
        </license>
      </permissions>
      <abstract>
        <p><bold>Introduction:</bold> Mosquitoes and ticks are arthropods and are considered to be the main vectors of human and animal diseases worldwide. The aim of this study was to use of matrix-assisted laser desorption/ionisation time-of-flight mass spectrometry (MALDI-TOF MS) to identify ticks and mosquitoes in C&#xF4;te d&#x2019;Ivoire. <bold>Methods</bold>: Ticks were collected from sheep reared at the Institut Pasteur and mosquitoes from the institute&#x2019;s courtyard. Specimens were then identified using morphological and molecular techniques, before MALDI- TOF MS identification was attempted, by testing the obtained spectra against those from an in-house MS arthropod spectra database. Tick-associated bacteria were also identified using molecular tools. <bold>Results:</bold> A total of 16 and 47 mosquito and tick specimens were used, respectively. Morphologically, mosquitoes were only identified as the <italic>Culex</italic> genus and ticks were identified as <italic>Amblyomma variegatum</italic> (n = 36; 76.60%) and <italic>Rhipicephalus</italic> (<italic>Boophilus</italic>) <italic>microplus</italic> (n = 11; 23.43%) species. MALDI-TOF MS combined with molecular biology showed that 14 of the mosquitoes were <italic>Culex quinquefasciatus</italic> and the 36 tick specimens were confirmed to be <italic>A</italic>. <italic>variegatum</italic> and 9 were <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic>. Tick screening showed the presence of DNA of <italic>Rickettsia africae</italic> in <italic>A. variegatum</italic>, and of <italic>Ehrlichia canis</italic> and <italic>Ehrlichia ruminantium</italic> in <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic>. <bold>Conclusion</bold>: MALDI-TOF MS is a fast and efficient tool for identifying arthropods. The transfer of MALDI-TOF MS technology and staff training should be encouraged in African countries for use in medical entomology and microbiology. The detection of pathogen DNA in ticks is evidence of the existence and circulation of tick-borne diseases in humans and animals.</p>
      </abstract>
      <kwd-group>
        <kwd>mosquitoes</kwd>
        <kwd>ticks</kwd>
        <kwd>MALDI-TOF MS</kwd>
        <kwd><italic>Rickettsia</italic> sp.</kwd>
        <kwd><italic>Ehrlichia</italic> sp.</kwd>
        <kwd>C&#xF4;te d&#x2019;Ivoire</kwd>
      </kwd-group>	  
	  <counts>
        <page-count count="13"/>
      </counts>	  	  
	  <custom-meta-group>
        <custom-meta>
          <meta-name>How to Cite</meta-name>
          <meta-value>Edwige, A.; Ngnindji-Youdje, Y.; Diaha-Kouam&#xE9;, C.A.; Konan, K.L.; Ciss&#xE9;, S.; Parola, P.; Diarra, A.Z. Pilot and Feasibility Study: Morphological, Molecular, and MALDI-TOF MS Identification of Mosquitoes and Ticks and Associated Bacteria from C&#xF4;te d&#x2019;Ivoire. <italic>Afr. J. Parasitol. Mycol. Entomol.</italic>, 2024, 2(1): 9; doi:<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.35995/ajpme02010009">10.35995/ajpme02010009</ext-link>.</meta-value>
        </custom-meta>
      </custom-meta-group>	  
    </article-meta>
  </front>
  <body>
    <sec id="sec1-AJPME-2-9" sec-type="intro">
      <title>1. Introduction</title>
      <p>Mosquitoes and ticks are hematophagous arthropods which are considered to be of major importance to human and animal public health. These arthropods are currently considered to be the two main vectors of human and animal diseases worldwide [<xref ref-type="bibr" rid="B1-AJPME-2-9">1</xref>,<xref ref-type="bibr" rid="B2-AJPME-2-9">2</xref>,<xref ref-type="bibr" rid="B3-AJPME-2-9">3</xref>]. Mosquitoes belong to the Culicidae family, comprising some 3563 species and subspecies subdivided into 44 genera. Among the mosquito genera, <italic>Anopheles</italic> spp., <italic>Aedes</italic> spp., and <italic>Culex</italic> spp. are the most important vectors, due to their role in the transmission of various pathogens, including parasites, viruses, and bacteria [<xref ref-type="bibr" rid="B4-AJPME-2-9">4</xref>]. Ticks are divided into three families: Argasidae (soft ticks), Ixodidae (hard ticks), and Nuttalliellidae, with around 900 recognised species [<xref ref-type="bibr" rid="B5-AJPME-2-9">5</xref>]. Around ten percent of known tick species can transmit a wide variety of pathogens, including bacteria, viruses, protozoa, and helminths [<xref ref-type="bibr" rid="B6-AJPME-2-9">6</xref>].</p>
      <p>The accurate identification of arthropods and the detection of associated micro-organisms are crucial steps in characterising and mapping competent vectors [<xref ref-type="bibr" rid="B7-AJPME-2-9">7</xref>]. The gold standard technique for identifying arthropods is morphological identification, based mainly on the observation of morphological features [<xref ref-type="bibr" rid="B8-AJPME-2-9">8</xref>]. Morphological identification is, however, limited by a lack of experts capable of identifying arthropods, a lack available dichotomous keys for developmental stages, and the impossibility of identifying species complexes or damaged or gorged specimens for ticks [<xref ref-type="bibr" rid="B7-AJPME-2-9">7</xref>]. The limitations of morphological identification can be overcome using molecular biological techniques. However, this identification technique is time-consuming, laborious, and costly, preventing its widespread use [<xref ref-type="bibr" rid="B9-AJPME-2-9">9</xref>]. From the 2010s to the present day, several studies have demonstrated the effectiveness of MALDI-TOF MS at identifying numerous arthropod species. Today, MALDI-TOF MS is presented as an alternative or complementary method to morphological and molecular identification for arthropods [<xref ref-type="bibr" rid="B9-AJPME-2-9">9</xref>]. MALDI-TOF MS is a simple, rapid technique, with no need for entomological expertise, and less expensive reagents, despite the initial high cost of the machine and its maintenance [<xref ref-type="bibr" rid="B9-AJPME-2-9">9</xref>].</p>
      <p>This study was carried out as part of a partnership aimed at training a visitor in the use of innovative techniques applied to arthropod identification and to transfer the techniques to C&#xF4;te d&#x2019;Ivoire to perform on-site studies on a large number of specimens.</p>
      <p>Our aim was to integrate morphological, proteomic (MALDI-TOF MS), and molecular methods to identify ticks and mosquitoes, and to search for tick-associated micro-organisms using molecular biological tools.</p>
    </sec>
    <sec id="sec2-AJPME-2-9" sec-type="methods">
      <title>2. Methods</title>
      <sec id="sec2dot1-AJPME-2-9">
        <title>2.1. Tick and Mosquito Collection Zones</title>
        <p>Ticks were collected from sheep reared at the Institut Pasteur de C&#xF4;te d&#x2019;Ivoire in Adiopodoum&#xE9; (36&#x2033;42&#x2032; 2&#x2033; N, 8&#x2033;18&#x2033;50&#x2033; E) in the commune of Yopougon, and mosquitoes were collected in the institute&#x2019;s courtyard. This site is located in the extreme northeast of the country and is characterised by Mediterranean climatic conditions and an altitude of 400 m. The hot season extends from May to October, with average temperatures above 20 &#xB0;C, and the cold season extends from November to April, with average temperatures below 16 &#xB0;C. Average annual precipitation is 556 mm, but rainfall is irregular, ranging from 23 mm in summer to 221 mm in winter.</p>
      </sec>
      <sec id="sec2dot2-AJPME-2-9">
        <title>2.2. Collection and Morphological Identification of Mosquitoes and Ticks</title>
        <p>Mosquitoes were collected using a mouth aspirator on site between March and April 2022. Mosquitoes were counted, identified to the genus level, and stored in dry tubes at room temperature. Ticks were collected from sheep reared at the Institut Pasteur in March 2022. Ticks were identified with a binocular magnifying glass using identification keys [<xref ref-type="bibr" rid="B8-AJPME-2-9">8</xref>], then stored in tubes containing 70% ethanol for one to two months before MALDI-TOF MS analysis. Mosquitoes and ticks were transferred to the IHU Mediterranean infection laboratory (Marseille, France) for analysis. In Marseille, the morphological identification of tick specimens was verified by two tick specialists using a magnifying glass (Zeiss Axio Zoom.V16,Zeiss, Marly le Roi, France) using the key developed by Walker et al. [<xref ref-type="bibr" rid="B8-AJPME-2-9">8</xref>]. The number of rows of teeth in the subgenus <italic>Rhipicephalus</italic> (<italic>Boophilus</italic>) column was observed using an electron microscope (SEM Hitachi TM4000 Plus) and photographed for species identification. </p>
      </sec>
      <sec id="sec2dot3-AJPME-2-9">
        <title>2.3. Mosquito and Tick Dissection</title>
        <p>Mosquitoes were dissected individually using a sterile surgical blade under a binocular magnifying glass. For each specimen, the legs and thorax (without wings) were harvested and transferred separately into 1.5 ml Eppendorf tubes for MALDI-TOF MS analysis, and the other body parts (abdomens and heads) were transferred into another 1.5 ml Eppendorf tube used for any molecular analysis [<xref ref-type="bibr" rid="B10-AJPME-2-9">10</xref>].</p>
        <p>The four legs on the same side of each tick were cut off using a sterile surgical blade, and the tick body was cut longitudinally into two halves. All four legs were used for MALDI-TOF MS analysis, the half of the tick without legs was selected for molecular analysis, and the second half with the remaining legs was stored at &#x2212;20 &#xB0;C [<xref ref-type="bibr" rid="B11-AJPME-2-9">11</xref>].</p>
      </sec>
      <sec id="sec2dot4-AJPME-2-9">
        <title>2.4. Sample Homogenisation and MALDI-TOF MS Analysis</title>
        <p>Each dissected mosquito and tick compartment were individually homogenised using a TissueLyser (Qiagen) and glass powder (Sigma-Aldrich, Lyon, France) in a homogenisation buffer composed of a mixture of 70% formic acid (Sigma-Aldrich, Lyon, France) and 50% acetonitrile (Fluka, Buchs, Switzerland), as previously described [<xref ref-type="bibr" rid="B10-AJPME-2-9">10</xref>,<xref ref-type="bibr" rid="B11-AJPME-2-9">11</xref>]. After homogenisation of the sample, rapid centrifugation was performed and 1 &#x3BC;L of the supernatant from each sample was deposited on the MALDI-TOF steel target plate in quadruplicate (Bruker Daltonics, Wissembourg, France). After drying at room temperature, 1 &#x3BC;L of the matrix solution composed of saturated &#x3B1;-cyano-4-hydroxycinnamic acid (Sigma-Aldrich, Lyon, France), 50% (v/v) acetonitrile, 2.5% (v/v) trifluoroacetic acid (Sigma-Aldrich, Dorset, UK), and HPLC-grade water was added. To check the quality of the matrix and the performance of the MALDI-TOF device, <italic>A. variegatum</italic> bred in our laboratory were included on each plate and used as positive controls.</p>
      </sec>
      <sec id="sec2dot5-AJPME-2-9">
        <title>2.5. MALDI-TOF MS Parameters</title>
        <p>Protein mass profiles were obtained using a Microflex LT MALDI-TOF Mass Spectrometer (Bruker Daltonics, Bremen, Germany), with detection in the linear positive-ion mode at a laser frequency of 50 Hz within a mass range of 2&#x2013;20 kDa. The setting parameters of the MALDI-TOF MS apparatus were identical to those previously used [<xref ref-type="bibr" rid="B12-AJPME-2-9">12</xref>]. The spectrum profiles obtained were visualised with flexAnalysis v.3.3 software and exported to ClinProTools version v.2.2 and MALDI-Biotyper v.3.0 (Bruker Daltonics, Germany) for data processing (smoothing, baseline subtraction, peak picking) and evaluation with cluster analysis.</p>
      </sec>
      <sec id="sec2dot6-AJPME-2-9">
        <title>2.6. MS Spectral Analysis and Blind Test</title>
        <p>MS spectral profiles were visualised with flexAnalysis v.3.3 software (Bruker Daltonics, Bremen, Germany). The reproducibility of the MS spectra was assessed by comparing the mean spectral profiles (main spectrum profile, MSP) obtained from the four spots for each specimen with MALDI-Biotyper v.3.0 software (Bruker Daltonics, Bremen, Germany) [<xref ref-type="bibr" rid="B10-AJPME-2-9">10</xref>]. Cluster analyses (MS dendrogram) were performed on the basis of MSP comparisons given by MALDI-Biotyper v.3.0 software [<xref ref-type="bibr" rid="B10-AJPME-2-9">10</xref>].</p>
        <p>MS spectra of mosquito legs and thorax, and tick legs were tested against reference MS spectra from the in-house arthropod spectra database containing spectra of several mosquito and tick species (<xref ref-type="app" rid="app1-AJPME-2-9">Supplementary Table S1</xref>) [<xref ref-type="bibr" rid="B13-AJPME-2-9">13</xref>]. The reliability of species identification was estimated using log-score values (LSV) obtained from MALDI-Biotyper v.3.0 software, ranging from 0 to 3. LSV &#x2265; 1.7 was considered reliable for species identification [<xref ref-type="bibr" rid="B14-AJPME-2-9">14</xref>,<xref ref-type="bibr" rid="B15-AJPME-2-9">15</xref>].</p>
      </sec>
      <sec id="sec2dot7-AJPME-2-9">
        <title>2.7. DNA Extraction and Molecular Identification of Mosquitoes and Ticks</title>
        <p>To confirm the morphological and MALDI-TOF MS identification, six mosquito and eight tick specimens were selected and submitted for molecular analysis. Of these, 4/6 mosquitoes had been identified via MALDI-TOF MS as <italic>C. quinquefasciatus</italic> with an LSV &#x2265; 1.7, which was considered a reliable identification [<xref ref-type="bibr" rid="B14-AJPME-2-9">14</xref>]. For the remaining 2/6 mosquitoes, an LSV &lt; 1.7 was obtained. The eight tick specimens tested using molecular tools were four <italic>A. variegatum</italic> and four <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic> identified through MALDI-TOF MS with LSVs &gt; 1.7.</p>
        <p>Genomic DNA was extracted from the abdomen and head of these mosquitoes and from the legless half of these ticks using the EZ1 DNA Tissue Kit (Qiagen), in accordance with the manufacturer&#x2019;s instructions. Mosquitoes and ticks were identified via standard PCR using the cytochrome c oxidase I <italic>(COI)</italic> gene amplifying approximately 720 bp [<xref ref-type="bibr" rid="B4-AJPME-2-9">4</xref>] and the <italic>16S</italic> tick gene amplifying 400 bp [<xref ref-type="bibr" rid="B16-AJPME-2-9">16</xref>]. The amplified products were purified and sequenced as described previously [<xref ref-type="bibr" rid="B17-AJPME-2-9">17</xref>]. The obtained sequences were assembled and corrected using Chromas Pro1.77 (Technelysium Pty. Ltd., Tewantin, Australia) and a BLAST query was performed against the NCBI GenBank database [<xref ref-type="bibr" rid="B18-AJPME-2-9">18</xref>] and COI sequences of mosquitoes against the Barcode of Life Data Systems database (BOLD) [<xref ref-type="bibr" rid="B19-AJPME-2-9">19</xref>]. </p>
      </sec>
      <sec id="sec2dot8-AJPME-2-9">
        <title>2.8. Molecular Detection of Micro-Organisms in Ticks</title>
        <p>Tick and mosquito specimens were qPCR-tested for the presence of <italic>Rickettsia</italic> spp., <italic>Bartonella</italic> spp., Anaplasmataceae, <italic>Borrelia</italic> spp., <italic>Coxiella burnetii,</italic> and Piroplasmida using primers and probes, as previously described [<xref ref-type="bibr" rid="B20-AJPME-2-9">20</xref>,<xref ref-type="bibr" rid="B21-AJPME-2-9">21</xref>]. qPCR was performed using the CFX96 real-time system (Bio-Rad, Marnes-La-Coquette, France). The qPCR reaction contained DNA from <italic>Rickettsia montanensis</italic>, <italic>Bartonella elizabethae</italic>, <italic>Anaplasma phagocytophilum</italic>, <italic>Coxiella burnetii</italic>, <italic>Borrelia crocidurae,</italic> and <italic>Babesia vogeli</italic> from our laboratory cultures as a positive control and DNA from <italic>R. sanguineus</italic> s.l reared in our laboratory, which are known to be free of the bacteria cited above, as a negative control. The samples were considered to be positive when the cycle threshold (Ct) was less than 36 [<xref ref-type="bibr" rid="B21-AJPME-2-9">21</xref>].</p>
        <p>Positive samples for <italic>Rickettsia</italic> spp. were then submitted to a qPCR system specifically for detecting <italic>R. africae</italic> [<xref ref-type="bibr" rid="B21-AJPME-2-9">21</xref>]. Samples positive for Anaplasmataceae spp. were subjected to standard PCR and sequencing by the amplification of a 520 bp fragment of the 23S rRNA gene to identify bacterial species [<xref ref-type="bibr" rid="B21-AJPME-2-9">21</xref>]. The Anaplasmataceae spp. sequences obtained were assembled and analysed with ChromasPro software (Version 1.7.7) (Technelysium Pty. Ltd., Tewantin, QL, Australia), and then compared with the NCBI reference sequence database, which is available in GenBank (<uri>http://blast.ncbi.nlm.nih.gov/</uri>) [<xref ref-type="bibr" rid="B18-AJPME-2-9">18</xref>]. </p>
      </sec>
    </sec>
    <sec id="sec3-AJPME-2-9" sec-type="results">
      <title>3. Results </title>
      <sec id="sec3dot1-AJPME-2-9">
        <title>3.1. Morphological Identification</title>
        <p>A total of 16 mosquito specimens and 47 tick specimens were collected. Morphologically, mosquitoes were all identified as <italic>Culex</italic> spp. Ticks were identified morphologically as <italic>A. variegatum</italic> (n = 36; 76.60%) and <italic>R.</italic> (<italic>B.</italic>) <italic>microplus</italic> (n = 11; 23.43%). The number of rows of hypostomal teeth that we observed under the electron microscope in <italic>Rhipicephalus</italic> spp. was 4+4 columns, hence the identification of these ticks as <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic> (<xref ref-type="fig" rid="AJPME-2-9-f001">Figure 1</xref>A). Photos of female and male <italic>R.</italic> (<italic>B</italic>.) <italic>microplus</italic> (<xref ref-type="fig" rid="AJPME-2-9-f001">Figure 1</xref>B,C) and female and male <italic>A. variegatum</italic> (<xref ref-type="fig" rid="AJPME-2-9-f001">Figure 1</xref>D,E) are presented below. </p>
		
		<fig id="AJPME-2-9-f001" position="anchor">
        <label>Figure 1</label>
        <caption>
          <p>Electron microscope image of the number of hypostomal rows of teeth of <italic>R.</italic> (<italic>B</italic>.) <italic>microplus</italic> (<bold>A</bold>). Dorsal view of <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic> female (<bold>B</bold>), male (<bold>C</bold>) and <italic>A. variegatum</italic> female (<bold>D</bold>), male (<bold>E</bold>).</p>
        </caption>
        <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="image001.png"/>
      </fig>
		
		
		
      </sec>
      <sec id="sec3dot2-AJPME-2-9">
        <title>3.2. Identification of Mosquitoes and Ticks via MALDI-TOF MS</title>
        <p>Analysis of the MS spectra profiles of tick legs showed that 100% (36/36) and 81.81% (9/11) were of high intensity (&gt;3000 arbitrary unit (a.u.)) and quality, respectively, for <italic>A. variegatum</italic> and <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic> (<xref ref-type="table" rid="AJPME-2-9-t001">Table 1</xref>). Similarly for mosquitoes, 100% (16/16) of thorax spectra and 93.75% (15/16) of leg spectra were of high intensity (&gt;3000 a.u.) and quality (<xref ref-type="table" rid="AJPME-2-9-t001">Table 1</xref>). A visual comparison of the MS profiles of mosquito and tick legs and thoraxes shows that they differed considerably (<xref ref-type="fig" rid="AJPME-2-9-f002">Figure 2</xref>A). Cluster analyses of MS spectra from mosquito legs and thoraxes, and tick legs, showed that specimens of the same species were grouped together (<xref ref-type="fig" rid="AJPME-2-9-f002">Figure 2</xref>B). Tick and mosquito spectra used for visual comparison and cluster analysis are available at the following link: <uri>https://doi.org/10.35081/17tx-qm42</uri>. </p>
			 <fig id="AJPME-2-9-f002" position="anchor">
        <label>Figure 2</label>
        <caption>
          <p>Specific MALDI-TOF MS spectra of mosquitoes and ticks species. (<bold>A</bold>) Representation of leg MS spectra from <italic>A. variegatum</italic> (1, 2), <italic>R.</italic> (<italic>B</italic>.) <italic>microplus</italic> (3, 4), <italic>C</italic>. <italic>quinquefasciatus</italic> (5, 6), thorax of <italic>C</italic>. <italic>quinquefasciatus</italic> (7, 8), and the thorax of <italic>Culex</italic> sp. (9, 10). (<bold>B</bold>) Dendrogram constructed using one to two representative MS spectra from mosquito and tick species.</p>
        </caption>
        <graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="image002.png"/>
      </fig>
		
		<table-wrap id="AJPME-2-9-t001" position="anchor">
        <object-id pub-id-type="pii">AJPME-2-9-t001_Table 1</object-id>
        <label>Table 1</label>
        <caption>
          <p>The number of mosquito and tick species used for MALDI-TOF MS analysis and identification percentages.</p>
        </caption>
        <table>
          <thead>
            <tr>
              <th align="left" valign="middle" style="border-top:solid thin;border-bottom:solid thin">Arthropods Species</th>
              <th align="left" valign="middle" style="border-top:solid thin;border-bottom:solid thin">Number of Specimens Tested</th>
              <th align="left" valign="middle" style="border-top:solid thin;border-bottom:solid thin">Good-Quality Spectra (%)</th>
              <th align="left" valign="middle" style="border-top:solid thin;border-bottom:solid thin">MALDI-TOF MS Identification (n)</th>
              <th align="left" valign="middle" style="border-top:solid thin;border-bottom:solid thin">LSVs Range (Average &#xB1; Standard Deviation)</th>
              <th align="left" valign="middle" style="border-top:solid thin;border-bottom:solid thin">Number with LSVs &#x2265; 17 (%)</th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td rowspan="4" align="left" valign="middle" style="border-bottom:solid thin"><italic>Culex</italic> spp.</td>
              <td rowspan="4" align="left" valign="middle" style="border-bottom:solid thin">16</td>
              <td rowspan="2" align="left" valign="middle" style="border-bottom:solid thin">15L (93.75%)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin"><italic>C. quinquefasciatus</italic> (n = 14) </td>
              <td align="left" valign="middle" style="border-bottom:solid thin">1.915 to 2.505 (2.250 &#xB1; 0.206)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin">14 (100%)</td>
            </tr>
            <tr>
              <td align="left" valign="middle" style="border-bottom:solid thin">Unidentified (n = 1)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin">1.345 </td>
              <td align="left" valign="middle" style="border-bottom:solid thin">/</td>
            </tr>
            <tr>
              <td rowspan="2" align="left" valign="middle" style="border-bottom:solid thin">16T (100%)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin"><italic>C. quinquefasciatus</italic> (n = 14)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin">1.887 to 2.405 (2.159 &#xB1; 0.185)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin">14 (100%)</td>
            </tr>
            <tr>
              <td align="left" valign="middle" style="border-bottom:solid thin">Unidentified (n = 2)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin">1.315 and 1.687 </td>
              <td align="left" valign="middle" style="border-bottom:solid thin">/</td>
            </tr>
            <tr>
              <td align="left" valign="middle" style="border-bottom:solid thin">
                <italic>A. variegatum</italic>
              </td>
              <td align="left" valign="middle" style="border-bottom:solid thin">36</td>
              <td align="left" valign="middle" style="border-bottom:solid thin">36 (100%)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin"><italic>A. variegatum</italic> (n = 36)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin">1.811 to 2.211 (1.975 &#xB1; 0.081)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin">36 (100%)</td>
            </tr>
            <tr>
              <td align="left" valign="middle" style="border-bottom:solid thin"><italic>R.</italic> (<italic>B.</italic>) <italic>microplus</italic></td>
              <td align="left" valign="middle" style="border-bottom:solid thin">11</td>
              <td align="left" valign="middle" style="border-bottom:solid thin">9 (81.81%)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin"><italic>R.</italic> (<italic>B.</italic>) <italic>microplus</italic> (n = 9)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin">1.753 to 2.068 (1.924 &#xB1; 0.094)</td>
              <td align="left" valign="middle" style="border-bottom:solid thin">9 (100%)</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <fn>
            <p>L = Legs, T = thoraxes.</p>
          </fn>
        </table-wrap-foot>
      </table-wrap>
	
        <p>Quality MS spectra with intensity (&gt;3000 a.u.), i.e., mosquito legs (n = 15) and thorax (n = 16), and tick legs (n = 47) were compared to our in-house database of MALDI-TOF MS arthropod spectra. Identification scores (LSVs) ranged from 1.315 to 2.505 with a mean of 2.056 &#xB1; 0.185 for mosquito legs and from 1.224 to 2.405 (mean = 2.156 &#xB1; 0.206) for mosquito thoraxes. The LSVs ranged from 1.811 to 2.211 (mean = 1.975 &#xB1; 0.081) and from 1.753 to 2.068 (mean = 1.924 &#xB1; 0.094) for <italic>A. variegatum</italic> and <italic>R.</italic> (<italic>B.</italic>) <italic>microplus</italic> legs, respectively (<xref ref-type="table" rid="AJPME-2-9-t001">Table 1</xref>). The leg spectra of 14/15 mosquitoes were identified as those of <italic>C. quinquefasciatus,</italic> of which 100% had LSVs &#x2265; 1.7. Also, 1/15 spectrum was unidentified (LSV &lt; 1.7) (<xref ref-type="table" rid="AJPME-2-9-t001">Table 1</xref>). For mosquito thorax spectra, 14/16 were identified as <italic>C. quinquefasciatus</italic>, of which all (14/14) had LSV &#x2265; 1.7, and 2/16 spectra were unidentified. For ticks, 100% (36/36) of the leg spectra of <italic>A. variegatum</italic> and 100% (9/9) of <italic>R.</italic>(<italic>B.</italic>) <italic>microplus</italic> were identified through MALDI-TOF MS as <italic>A. variegatum</italic> and <italic>R.</italic>(<italic>B.</italic>) <italic>microplus</italic> with LSV &#x2265; 1.7 (<xref ref-type="table" rid="AJPME-2-9-t001">Table 1</xref>).</p>
		
				
		
		
      </sec>
      <sec id="sec3dot3-AJPME-2-9">
        <title>3.3. Molecular Identification of Mosquitoes and Ticks</title>
        <p>Four specimens identified via MALDI-TOF MS as <italic>C. quinquefasciatus</italic> specimens and eight tick specimens (four <italic>A. variegatum</italic> and four <italic>R</italic>. (<italic>B.</italic>) <italic>microplus</italic> identified via morphology and MS) were submitted to molecular identification for confirmation. Similarly, the two specimens that had been considered <italic>Culex</italic> sp. on the basis of their morphology, but whose leg and/or thorax spectra had not been identified through MALDI-TOF MS were also subjected to molecular identification in order to determine the species. </p>
        <p>A comparison of the four specimen sequences identified via MALDI-TOF MS as <italic>C. quinquefasciatus</italic> with LSV &gt; 1.7 with sequences from the NCBI GenBank and BOLD databases showed that they were 100% identical to the sequence of <italic>C. quinquefasciatus</italic> (MK575480) contained in both databases. For the two specimens which were not identified via MALDI-TOF MS, the sequence of one of the specimens was 92.26% identical to the sequence of <italic>Coquillettidia maculipennis</italic> (GQ165785) available in the NCBI GenBank and BOLD. The sequence of the other specimen was 99.69% identical to that which was deposited as an unidentified specimen of Chironomidae (MZ634079), available in NCBI GenBank and BOLD. The sequences of <italic>Am. variegatum</italic> and <italic>R</italic>. (<italic>B.</italic>) <italic>microplus</italic> were 100% identical to the sequences of <italic>A. variegatum</italic> (JF949794) and <italic>R</italic>. (<italic>B.</italic>) <italic>microplus</italic> (EU918187).</p>
      </sec>
      <sec id="sec3dot4-AJPME-2-9">
        <title>3.4. Molecular Detection of Micro-Organisms in Ticks</title>
        <p>The screening of DNA extracted from ticks revealed the presence of DNA of <italic>Rickettsia</italic> spp. in 26/36 (72.22%) of <italic>A. variegatum</italic> and of bacteria of the Anaplasmataceae family in 7/11 (63.63%) of <italic>R.</italic> (<italic>B.</italic>) <italic>microplus</italic>. DNA of the other micro-organisms tested (<italic>Bartonella</italic> spp., <italic>Borrelia</italic> spp., <italic>Coxiella burnetii</italic> and <italic>Piroplasmida</italic>) was not found in our ticks. All mosquito specimens were negatives for <italic>Rickettsia</italic> spp., <italic>Bartonella</italic> spp., Anaplasmataceae, <italic>Borrelia</italic> spp., <italic>Coxiella burnetii,</italic> and Piroplasmida. All ticks positive for <italic>Rickettsia</italic> spp. were identified as <italic>R. africae</italic> through specific qPCR. Sequencing of seven specimens positive for bacteria of the Anaplasmataceae family yielded five sequences. The BLAST of these sequences against the NCBI GenBank database showed that four sequences were 98.54% identical with the <italic>Ehrlichia canis</italic> sequence (KY498333) and one was 100% identical with <italic>Ehrlichia ruminantium</italic> (CR925677).</p>
      </sec>
    </sec>
    <sec id="sec4-AJPME-2-9" sec-type="discussion">
      <title>4. Discussion </title>
      <p>In this study, which focused on mosquitoes and ticks, MALDI-TOF MS confirmed the morphological identification of ticks and enabled us to identify all mosquitoes except two specimens which we considered to be mosquitoes, and which were in fact other insects. The limitations of our study could be the small number of specimens and the difference between the number of mosquito and tick specimens. However, the study was conducted to train a visitor in MALDI-TOF MS techniques, whose effectiveness in the identification of  on hundreds or thousands of mosquito and tick specimens has been proven [<xref ref-type="bibr" rid="B11-AJPME-2-9">11</xref>,<xref ref-type="bibr" rid="B13-AJPME-2-9">13</xref>,<xref ref-type="bibr" rid="B14-AJPME-2-9">14</xref>,<xref ref-type="bibr" rid="B21-AJPME-2-9">21</xref>]. In terms of micro-organisms, the presence of DNA from <italic>R. africae</italic>, <italic>E. canis</italic>, and <italic>E. ruminantium</italic> was found in ticks. </p>
      <p>MALDI-TOF MS is a technique for identifying protein macromolecules through sample ionisation. The sample to be analysed is coated with a matrix, then struck by a laser beam which induces the desorption and ionisation of the sample. The ions are generated separately from each other on the basis of a mass-to-charge ratio (m/z) [<xref ref-type="bibr" rid="B9-AJPME-2-9">9</xref>]. Measurement of this ratio is determined by the time-of-flight required for an ion to pass through the tube to the detector (time-of-flight). This process generates a spectrum that reveals information about the protein composition of the sample analysed, and may enable its identification [<xref ref-type="bibr" rid="B9-AJPME-2-9">9</xref>]. </p>
      <p>The MALDI-TOF MS technique has been used in microbiology since the early 2000s to identify bacteria, fungi, and yeasts. Recently, the technique has been successfully applied to identify protozoa, intestinal helminths, and several arthropod species [<xref ref-type="bibr" rid="B9-AJPME-2-9">9</xref>]. The speed, cost-effectiveness, and reliability of this approach have largely contributed to its use in clinical microbiology laboratories for routine diagnosis worldwide. The principle involves comparing MS spectra of unknown microbial organisms with a database containing reference MS spectra of thousands of microbial species [<xref ref-type="bibr" rid="B9-AJPME-2-9">9</xref>]. </p>
      <p>This study highlights the usefulness of MALDI-TOF MS in identifying arthropods, particularly for mosquito specimens that could not be identified morphologically. However, two insect specimens could not be identified either by MALDI-TOF MS or by molecular biology, demonstrating that morphological identification is an essential step in the constitution of molecular and proteomic databases. This shows that the different identification methods, despite the limitations and advantages of each, are complementary and should be used in an integrative way [<xref ref-type="bibr" rid="B16-AJPME-2-9">16</xref>]. </p>
      <p>In this study, all the mosquitoes had only been identified morphologically to the genus level (<italic>Culex</italic> sp.) due to the lack of experts able to differentiate the <italic>Culex</italic> species, and also because the specimens were damaged, which made the typically distinguishable characteristics poorly visible. This explains the interest researchers have toward MALDI-TOF MS, which requires no particular expertise in entomology [<xref ref-type="bibr" rid="B9-AJPME-2-9">9</xref>]. The MALDI-TOF MS tool enabled us to identify all the mosquitoes at the species level, with the exception of two specimens. </p>
      <p>Most of the mosquitoes had been identified by MALDI-TOF MS as <italic>C. quinquefasciatus</italic>. The MS profiles of the legs and thorax of <italic>Culex</italic> specimens are different, as shown in the dendrogram. This difference is linked to the different protein composition of <italic>Culex</italic> legs and thoraxes. Previous studies had already shown a difference between the MS profiles of different body parts of the same arthropod [<xref ref-type="bibr" rid="B16-AJPME-2-9">16</xref>,<xref ref-type="bibr" rid="B22-AJPME-2-9">22</xref>,<xref ref-type="bibr" rid="B23-AJPME-2-9">23</xref>,<xref ref-type="bibr" rid="B24-AJPME-2-9">24</xref>]. This identification was confirmed by molecular biology using randomly selected specimens. <italic>Culex quinquefasciatus</italic> is a mosquito which is widespread in tropical urban areas. It feeds on the blood of humans and animals, and this behaviour enables it to play an important role in the amplification and transmission of zoonotic diseases [<xref ref-type="bibr" rid="B25-AJPME-2-9">25</xref>]. This mosquito is responsible for the transmission of a wide variety of pathogens, including <italic>Wuchereria bancrofti</italic> (which is responsible for lymphatic filariasis), the parasite of avian malaria (<italic>Plasmodium relictum</italic>), West Nile virus, Japanese encephalitis, St. Louis fever, and Rift Valley fever [<xref ref-type="bibr" rid="B25-AJPME-2-9">25</xref>]. In addition to their role as vectors, <italic>C</italic>. <italic>quinquefasciatus</italic> also cause serious harm to humans by biting them while they are taking their blood meals [<xref ref-type="bibr" rid="B25-AJPME-2-9">25</xref>]. In C&#xF4;te d&#x2019;Ivoire, <italic>C. quinquefasciatus</italic> has been reported in several localities, representing the most abundant mosquito species [<xref ref-type="bibr" rid="B26-AJPME-2-9">26</xref>,<xref ref-type="bibr" rid="B27-AJPME-2-9">27</xref>]. </p>
      <p>Interestingly, the COI gene sequences of two specimens thought to be <italic>Culex</italic> sp. were closer to the sequences of <italic>C. maculipennis</italic> and an insect of the Chironomidae family, according to the molecular results. However, given the percent identity of these sequences, the two specimens are undoubtedly other insects whose species have not yet been identified. Ultimately, these two specimens were not identified at the species level by either MALDI-TOF MS or molecular biology.</p>
      <p>Chironomids (Diptera: Chironomidae), known as &#x201C;non-biting midges&#x201D;, are the most numerous family of freshwater insects [<xref ref-type="bibr" rid="B28-AJPME-2-9">28</xref>]. The Chironomidae are mosquito-like insects, but lack the wing scales and elongated mouthparts of the Culicidae; they are distributed worldwide and divided into eleven subfamilies. More than 5000 species have been described [<xref ref-type="bibr" rid="B28-AJPME-2-9">28</xref>]. The genus <italic>Coquillettidia</italic> (Culicidae, Diptera) are mosquitoes considered natural vectors of avian malaria in Africa, and adults of <italic>Coquillettidia</italic> spp. are easily confused with <italic>Aedes and Culex</italic> [<xref ref-type="bibr" rid="B29-AJPME-2-9">29</xref>]. </p>
      <p>Two tick species were identified in our study: <italic>A. variegatum</italic> and <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic>. In ticks, <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic> 4+4 columns of hypostomal teeth [<xref ref-type="bibr" rid="B8-AJPME-2-9">8</xref>], which is one of the discriminating criteria, could be clearly observed. The tick <italic>A. variegatum</italic> is widely distributed in sub-Saharan Africa, causing substantial economic losses in domestic ruminants through exsanguination or physical injury, and also through the transmission of <italic>Ehrlichia ruminantium</italic>, the agent of cowdriosis (&#x201C;heartwater&#x201D;) [<xref ref-type="bibr" rid="B30-AJPME-2-9">30</xref>]. This tick is also the main vector of <italic>R. africae</italic>, the agent of African tick bite fever (ATBF) in sub-Saharan Africa [<xref ref-type="bibr" rid="B31-AJPME-2-9">31</xref>]. The <italic>Amblyomma variegatum</italic> tick has been found in several studies in C&#xF4;te d&#x2019;Ivoire [<xref ref-type="bibr" rid="B31-AJPME-2-9">31</xref>,<xref ref-type="bibr" rid="B32-AJPME-2-9">32</xref>,<xref ref-type="bibr" rid="B33-AJPME-2-9">33</xref>,<xref ref-type="bibr" rid="B34-AJPME-2-9">34</xref>] and used to represent the most predominant species on cattle before the discovery of <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic> in 2007 [<xref ref-type="bibr" rid="B35-AJPME-2-9">35</xref>]. <italic>Rhipicephalus</italic> (<italic>Boophilus</italic>) <italic>microplus</italic> is a Southeast Asian tick, introduced into West Africa probably through the uncontrolled importation of live cattle from Brazil [<xref ref-type="bibr" rid="B36-AJPME-2-9">36</xref>]. This exotic tick was first discovered in C&#xF4;te d&#x2019;Ivoire in 2007 [<xref ref-type="bibr" rid="B37-AJPME-2-9">37</xref>] after its introduction, and has since gradually spread to other West African countries [<xref ref-type="bibr" rid="B35-AJPME-2-9">35</xref>]. This tick is an effective vector of <italic>Babesia bovis</italic>, <italic>Babesia bigemina,</italic> and <italic>Anaplasma marginale</italic>, the pathogens of babesiosis, and anaplasmosis, respectively, in cattle [<xref ref-type="bibr" rid="B35-AJPME-2-9">35</xref>,<xref ref-type="bibr" rid="B38-AJPME-2-9">38</xref>].</p>
      <p>With regard to tick-borne micro-organisms, we found the DNA of <italic>R. africae</italic> in <italic>A. variegatum</italic>, the DNA of <italic>E. ruminantium</italic>, and a bacterium close to <italic>E. canis</italic> in <italic>R. (B.) microplus</italic>. </p>
      <p>ATBF is a rickettsial disease caused by <italic>R. africae</italic>, an obligate intracellular Gram-negative bacterium transmitted by ticks of the genus <italic>Amblyomma</italic>, mainly <italic>A</italic>. <italic>variegatum</italic> in sub-Saharan Africa [<xref ref-type="bibr" rid="B39-AJPME-2-9">39</xref>]. Although ATBF is an acute febrile illness, it is often undiagnosed or misdiagnosed in Africa due to the lack of effective laboratory diagnostic tools, but also because the disease is most often benign, and eschars and mild rashes are more difficult to detect in black-skinned people [<xref ref-type="bibr" rid="B39-AJPME-2-9">39</xref>,<xref ref-type="bibr" rid="B40-AJPME-2-9">40</xref>,<xref ref-type="bibr" rid="B41-AJPME-2-9">41</xref>]. However, after malaria, ATBF is the most frequently documented fever aetiology in travellers returning from sub-Saharan Africa [<xref ref-type="bibr" rid="B41-AJPME-2-9">41</xref>].</p>
      <p>In C&#xF4;te d&#x2019;Ivoire, DNA of <italic>R. africae</italic> has already been reported in several tick species [<xref ref-type="bibr" rid="B31-AJPME-2-9">31</xref>,<xref ref-type="bibr" rid="B42-AJPME-2-9">42</xref>], as well as in ticks from several African countries [<xref ref-type="bibr" rid="B39-AJPME-2-9">39</xref>]. <italic>Ehrlichia ruminantium</italic>, the causative agent of cowdriosis in wild and domestic ruminants, is transmitted mainly by ticks of the genus <italic>Amblyomma</italic> [<xref ref-type="bibr" rid="B43-AJPME-2-9">43</xref>]. The disease is present in most of sub-Saharan Africa, with the exception of the very dry southwest [<xref ref-type="bibr" rid="B43-AJPME-2-9">43</xref>]. In C&#xF4;te d&#x2019;Ivoire, <italic>E. ruminantium</italic> DNA was detected in <italic>A. variegatum</italic>, the main vector [<xref ref-type="bibr" rid="B31-AJPME-2-9">31</xref>], and <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic>. In other West African countries, notably Benin, Burkina Faso, Gambia, Nigeria, and Mali, <italic>E. ruminantium</italic> DNA has been detected in <italic>Am. variegatum</italic> and several tick species, including <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic> [<xref ref-type="bibr" rid="B21-AJPME-2-9">21</xref>,<xref ref-type="bibr" rid="B44-AJPME-2-9">44</xref>,<xref ref-type="bibr" rid="B45-AJPME-2-9">45</xref>,<xref ref-type="bibr" rid="B46-AJPME-2-9">46</xref>,<xref ref-type="bibr" rid="B47-AJPME-2-9">47</xref>]. <italic>Ehrlichia canis</italic> is an obligate intracellular bacterium that causes canine monocytotropic ehrlichiosis (CME) in dogs, mainly transmitted by <italic>Rhipicephalus sanguineus</italic>, the brown dog tick [<xref ref-type="bibr" rid="B48-AJPME-2-9">48</xref>]. The presence of <italic>E. canis</italic> DNA and antibodies against <italic>E. canis</italic> have been reported in <italic>R. sanguineus</italic> ticks and dog blood, respectively, in previous studies in C&#xF4;te d&#x2019;Ivoire [<xref ref-type="bibr" rid="B49-AJPME-2-9">49</xref>,<xref ref-type="bibr" rid="B50-AJPME-2-9">50</xref>,<xref ref-type="bibr" rid="B51-AJPME-2-9">51</xref>]. In this study, <italic>E. canis</italic> DNA was detected in <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic>, which is not the main vector of this bacterium. However, the presence of <italic>Ehrlichia</italic> DNA, close to <italic>E. canis,</italic> in <italic>R</italic>. (<italic>B</italic>.) <italic>microplus</italic> has been reported in some studies [<xref ref-type="bibr" rid="B52-AJPME-2-9">52</xref>,<xref ref-type="bibr" rid="B53-AJPME-2-9">53</xref>].</p>
    </sec>
    <sec id="sec5-AJPME-2-9">
      <title>5. Conclusion</title>
      <p>This study shows that MALDI-TOF MS is a powerful tool for arthropod identification. Although this tool is currently more widely used in developed countries, it remains little used, if at all, in developing countries, particularly in Africa. This study enabled us to train personnel in the use of the MALDI-TOF MS technique and to transfer the MALDI-TOF MS technology. The use of MALDI-TOF MS in future entomology studies on a large number of specimens in C&#xF4;te d&#x2019;Ivoire will improve and facilitate the identification of infectious disease vectors such as mosquitoes and ticks. Limitations to the use of this technique include the development of the protocol (choice of compartment, sample grinding time), sample storage conditions, the construction of a reliable database with the spectra of specimens formally identified morphologically and/or molecularly, and the cost of the device. However, the device can be used on bacteriology, mycology, and entomology platforms [<xref ref-type="bibr" rid="B9-AJPME-2-9">9</xref>]. We believe that the MALDI-TOF MS tool could be of substantial benefit of medical interest in terms of cost or added value for the diagnosis of arthropods such as ticks and mosquitoes, despite the fact that resources are limited in Africa.</p>
    </sec>
  </body>
  <back>
    <app-group>
      <app id="app1-AJPME-2-9">
        <title>Supplementary Materials</title>
        <p>The following are available online at <uri>https://ajpme.jams.pub/article/conversion/supplementary/f0b00c5ed691e3cf566df6bc7b02d5e2</uri>, Table S1:  Lists of arthropod species contained in our MALDI-TOF MS database, modes of consevation and compartment used for MALDI-TOF MS analysis.</p>
        <supplementary-material xmlns:xlink="http://www.w3.org/1999/xlink" id="AJPME-2-9-s001" xlink:href="AJPME-2-9-s001.zip"/>
      </app>
    </app-group>
    <notes>
      <title>Author Contributions</title>
      <p>Conceptualisation: A.E., C.A.D.-K., S.C. and P.P.; Formal analysis: A.E., Y.N.-Y. and A.Z.D.; Investigation: A.E.; Methodology: A.E., Y.N.-Y., P.P. and A.Z.D.; Project administration: P.P.; Resources: P.P.; Supervision: A.Z.D. and P.P.; Validation: A.E., A.Z.D., and P.P.; Writing&#x2014;original draft preparation: A.E. and A.Z.D.; Writing&#x2014;review and editing: A.E., Y.N.-Y., A.Z.D. and P.P.; C.A.D.-K. provided the ticks for this study; K.L.K. provided the mosquitoes for this study. All authors have read and agreed to the published version of the manuscript.</p>
    </notes>
	  <notes>
      <title>Funding</title>
      <p>This study was supported by the Institut Hospitalo-Universitaire (IHU) M&#xE9;diterran&#xE9;e Infection, the French National Research Agency under the &#x201C;Investissements d&#x2019;avenir&#x201D; programme, reference ANR-10-IAHU-03, the R&#xE9;gion Provence Alpes C&#xF4;te d&#x2019;Azur and European ERDF PRIMI funding. A.E. was supported by AMRUGE-CI (Support for the Modernization and Reform of Universities and Grandes Ecoles of C&#xF4;te d&#x2019;Ivoire), developed within the framework of the Debt Reduction and Development Contract (C2D).</p>
    </notes>	
    <ack>
      <title>Acknowledgements</title>
      <p>We would like to thank all those who participated in sample collection and the Institut Pasteur sheep breeders.</p>
    </ack>
    <notes notes-type="COI-statement">
      <title>Conflicts of Interest</title>
      <p>The authors declare that there are no conflicts of interest.</p>
    </notes>
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