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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2023.1236866</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Genetic diversity of <italic>Leptospira</italic> strains circulating in humans and dogs in France in 2019-2021</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Garcia-Lopez</surname>
<given-names>Marta</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lorioux</surname>
<given-names>Celine</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Soares</surname>
<given-names>Anais</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Trombert-Paolantoni</surname>
<given-names>Sabine</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Harran</surname>
<given-names>Elena</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ayral</surname>
<given-names>Florence</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2138817"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Picardeau</surname>
<given-names>Mathieu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/391997"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Djelouadji</surname>
<given-names>Zouheira</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Bourhy</surname>
<given-names>Pascale</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2105204"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Biology of Spirochetes Unit, National Reference Center for Leptospirosis, Institut Pasteur</institution>, <addr-line>Paris</addr-line>, <country>France</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>USC 1223-RS2GP, Laboratory of Leptospira and Veterinary Analysis, VetAgro Sup, University of Lyon</institution>, <addr-line>Marcy l&#x2019;Etoile</addr-line>, <country>France</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Infectiology, Eurofins Biomnis</institution>, <addr-line>Lyon</addr-line>, <country>France</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Cerba Laboratory</institution>, <addr-line>Saint-Ouen L&#x2019;Aum&#xf4;ne</addr-line>, <country>France</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Tao Lin, Baylor College of Medicine, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: B&#xe9;la D&#xe9;nes, University of Veterinary Medicine Budapest, Hungary; Rigoberto Hernandez-Castro, Hospital General Dr. Manuel Gea Gonzalez, Mexico</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Pascale Bourhy, <email xlink:href="mailto:pbourhy@pasteur.fr">pbourhy@pasteur.fr</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>13</volume>
<elocation-id>1236866</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>06</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Garcia-Lopez, Lorioux, Soares, Trombert-Paolantoni, Harran, Ayral, Picardeau, Djelouadji and Bourhy</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Garcia-Lopez, Lorioux, Soares, Trombert-Paolantoni, Harran, Ayral, Picardeau, Djelouadji and Bourhy</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Leptospirosis is a bacterial zoonotic disease. Humans and dogs are susceptible hosts, with similar clinical manifestations ranging from a febrile phase to multiple organ dysfunction. The incidence of leptospirosis in mainland France is relatively high, at about 1 case per 100,000 inhabitants, but our knowledge of the strains circulating in humans and dogs remains limited. We studied the polymorphism of the <italic>lfb1</italic> gene sequences in an exhaustive database, to facilitate the identification of <italic>Leptospira</italic> strains. We identified 46 species-groups (SG) encompassing the eight pathogenic species of <italic>Leptospira</italic>. We sequenced the <italic>lfb1</italic> gene amplification products from 170 biological samples collected from 2019 to 2021: 110 from humans and 60 from dogs. Epidemiological data, including vaccination status in dogs, were also collected. Three <italic>Leptospira</italic> species displaying considerable diversity were identified: <italic>L. interrogans</italic>, with eight <italic>lfb1</italic> species-groups (including five new <italic>lfb1</italic> species-groups) in humans and dogs; <italic>L. kirschneri</italic>, with two <italic>lfb1</italic> species-groups in humans and dogs; and <italic>L. borgpetersenii</italic>, with one <italic>lfb1</italic> species-group in humans only. The <italic>lfb1</italic> species-group <italic>L. interrogans</italic> SG1, corresponding to serovar Icterohaemorrhagiae or Copenhageni, was frequently retrieved from both humans and dogs (<italic>n=</italic>67/110; 60.9% and <italic>n=</italic>59/60; 98.3% respectively). A high proportion of the affected dogs developed the disease despite vaccination (<italic>n=</italic>30/60; 50%). Genotyping with the polymorphic <italic>lfb1</italic> gene is both robust and simple. This approach provided the first global picture of the <italic>Leptospira</italic> strains responsible for acute infections in mainland France, based on biological samples but without the need for culture. Identification of the <italic>Leptospira</italic> strains circulating and their changes over time will facilitate more precise epidemiological monitoring of susceptible and reservoir species. It should also facilitate the monitoring of environmental contamination, making it possible to implement preventive measures and to reduce the burden of this disease.</p>
</abstract>
<kwd-group>
<kwd>leptospirosis</kwd>
<kwd>zoonotic disease</kwd>
<kwd>human</kwd>
<kwd>dog</kwd>
<kwd>France</kwd>
<kwd>lfb1 gene</kwd>
</kwd-group>    <contract-sponsor id="cn001">Institut Pasteur<named-content content-type="fundref-id">10.13039/501100003762</named-content>
</contract-sponsor>    <contract-sponsor id="cn002">VetAgro Sup<named-content content-type="fundref-id">10.13039/501100011073</named-content>
</contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="44"/>
<page-count count="13"/>
<word-count count="5603"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Molecular Bacterial Pathogenesis</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>With an estimated one million cases of severe leptospirosis in humans each year, resulting in 60,000 deaths, leptospirosis is considered one of the commonest zoonoses worldwide. It has been recognized as an emerging global public health problem, because its incidence is increasing in both developing and developed countries (<xref ref-type="bibr" rid="B42">World Health Organization, 2003</xref>; <xref ref-type="bibr" rid="B9">Costa et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B32">Pijnacker et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B8">Bourhy et&#xa0;al., 2017</xref>). Leptospirosis is essentially considered a tropical disease, as high temperatures and humid climates favour the survival of the causal bacterium (<xref ref-type="bibr" rid="B11">Evangelista and Coburn, 2010</xref>; <xref ref-type="bibr" rid="B9">Costa et&#xa0;al., 2015</xref>), and it predominantly affects impoverished populations. Nevertheless, it is also widely reported in temperate areas, including Europe (<xref ref-type="bibr" rid="B13">Goarant, 2016</xref>; <xref ref-type="bibr" rid="B32">Pijnacker et&#xa0;al., 2016</xref>). Leptospirosis also has a major impact on the health of wild and domestic mammals, and can cause major economic losses in the livestock sector (<xref ref-type="bibr" rid="B29">Noguera et&#xa0;al., 2022</xref>). Dogs are particularly susceptible to leptospirosis, and vaccines are available to protect them from disease (<xref ref-type="bibr" rid="B5">Az&#xf3;car-Aedo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B10">Ellis, 2015</xref>).</p>
<p>The genus <italic>Leptospira</italic> is currently subdivided into 68 genomic species, including saprophytic and pathogenic species. Infections in humans and animals are caused by only eight pathogenic species<italic>: L. interrogans, L. kirschneri, L. noguchi, L. santarosai, L. mayottensis, L. borgpetersenii, L. alexanderi</italic> and <italic>L. weilli</italic> (<xref ref-type="bibr" rid="B40">Vincent et&#xa0;al., 2019</xref>). Serological classification based on polymorphism of the lipopolysaccharide (LPS) O-antigen has made it possible to identify more than 300 serovars (sv) grouped into 26 serogroups (sg) (<xref ref-type="bibr" rid="B28">Nieves C et&#xa0;al., 2023</xref>).</p>
<p>Infection with <italic>Leptospira</italic> spp. occurs predominantly through contact between abraded skin or mucous membranes and water or soil contaminated with the urine of infected animals, such as rodents, which are the main reservoir of human leptospirosis (<xref ref-type="bibr" rid="B10">Ellis, 2015</xref>). The rat (<italic>Rattus</italic> spp.) serves as a host for the most widespread serovars worldwide, Icterohaemorrhagiae and Copenhageni (<xref ref-type="bibr" rid="B7">Boey et&#xa0;al., 2019</xref>). Other studies have demonstrated the existence of several other hosts, such as mice, voles, and hedgehogs, harboring other <italic>Leptospira</italic> serovars (<xref ref-type="bibr" rid="B4">Ayral et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B20">Izquierdo-Rodr&#xed;guez et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B21">Jeske et&#xa0;al., 2021</xref>). Moreover, livestock can also be a source of environmental contamination (<xref ref-type="bibr" rid="B43">Zarantonelli et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B38">Sykes et&#xa0;al., 2022</xref>).</p>
<p>Human leptospirosis is not a notifiable disease in France. The French National Reference Center (FNRC) conducts passive surveillance by compiling biologically confirmed cases through a network of partners (hospitals and diagnostic laboratories). The incidence of leptospirosis in mainland France is one of the highest in Europe, with approximately 1 case per 100,000 inhabitants or more than 600 cases per year (<xref ref-type="bibr" rid="B8">Bourhy et&#xa0;al., 2017</xref>). This disease is associated with working in contact with animals, environment-related activities and recreational activities linked to water (<xref ref-type="bibr" rid="B27">Nardone et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B18">Guillois et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B39">Velardo et&#xa0;al., 2022</xref>).</p>
<p>Information about the <italic>Leptospira</italic> strains circulating in susceptible species is scarce in France and, indeed, in Europe generally. There are several reasons for this. The first one is the laborious nature of <italic>Leptospira</italic> culture methods, which require fresh biological samples and reference laboratories capable of identifying the strains concerned. Moreover, molecular diagnostic methods, such as Polymerase Chain Reactions (PCR), are gradually supplanting serological tests, which remain the only available epidemiological tool for serogroup identification in <italic>Leptospira</italic> spp. There is, therefore, a crucial need for a new <italic>Leptospira</italic> genotyping method suitable for direct use on biological samples that is sensitive, discriminant, simple to implement and inexpensive. Identification of the strains in circulation is essential for diagnosis (to ensure that the diagnostic methods used are capable of detecting these strains), epidemiology (to characterise the reservoirs), surveillance (to detect the occurrence of new genotypes) and prevention (to evaluate the efficacy of vaccines and for the development of new vaccines).</p>
<p>Epidemiological studies of circulating strains are difficult to implement because of the lack of clinical isolates. Pathogenic <italic>Leptospira</italic> strains are slow-growing bacteria that can be grown only on complex culture media. Current knowledge about the epidemiology of leptospirosis is based on serological results obtained with the reference microscopic agglutination test (MAT), which can be used to identify the infecting serogroup (<xref ref-type="bibr" rid="B12">Faine and Stallman, 1982</xref>; <xref ref-type="bibr" rid="B31">Picardeau, 2020</xref>). However, this technique has known inconsistencies and weaknesses (<xref ref-type="bibr" rid="B23">Kusum et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B36">Smythe et&#xa0;al., 2009</xref>). Molecular techniques for studying <italic>Leptospira</italic> epidemiology have been described, including a core-genome MLST scheme (cgMLST) for isolates (<xref ref-type="bibr" rid="B17">Guglielmini et&#xa0;al., 2019</xref>). In the absence of isolates, several alternative methods are available for genotyping, including multispacer sequence typing or MST (<xref ref-type="bibr" rid="B44">Zilber et&#xa0;al., 2014</xref>), variable number tandem repeat or VNTR methods (<xref ref-type="bibr" rid="B34">Sala&#xfc;n et&#xa0;al., 2006</xref>), and multilocus sequence typing or MLST (<xref ref-type="bibr" rid="B1">Ahmed et&#xa0;al., 2006</xref>). Various genes, including the 16S rRNA<italic>, lipL32, secY, lfb1</italic>, and <italic>lic12008</italic> genes can also be sequenced for the direct genotyping of strains present in biological samples without the need for isolation in culture (<xref ref-type="bibr" rid="B25">Merien et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B24">Marquez et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B35">Santos et&#xa0;al., 2018</xref>).</p>
<p>Lfb1 is a putative adhesin of the &#x201c;fibronectin-binding protein&#x201d; family (<xref ref-type="bibr" rid="B26">Merien et&#xa0;al., 2000</xref>) and <italic>lfb1</italic> gene sequences have been shown to be congruent with the genomic species classification of pathogenic <italic>Leptospira</italic> strains (<xref ref-type="bibr" rid="B25">Merien et&#xa0;al., 2005</xref>). Perez et&#xa0;al. showed that the <italic>lfb1</italic> locus displayed greater phylogenetic polymorphism than the 16S rRNA gene, making it possible to identify strains down to subspecies level (<xref ref-type="bibr" rid="B30">Perez and Goarant, 2010</xref>). This identification method has since been used in numerous epidemiological studies in humans and/or animals (<xref ref-type="bibr" rid="B15">Gr&#xe9;goire et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B37">Soup&#xe9;-Gilbert et&#xa0;al., 2022</xref>).</p>
<p>The FNRC has an exhaustive database of sequences of strains from many regions of the world and from a wide range of hosts. We used this database to evaluate the <italic>lfb1</italic> marker for large-scale use for identification purposes. The objectives of our study were to validate the robustness of the <italic>lfb1</italic> method for detecting and genotyping <italic>Leptospira</italic> strains directly from DNA and to propose a new classification system. We then applied this method to the genetic characterization of strains circulating in humans and dogs with acute leptospirosis in mainland France from 2019 to 2021. This work is completed to describe the incidence and geographical distribution in humans, and also the vaccination status in dogs.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>
<italic>lfb1</italic>-derived phylogeny &#x201c;reference classification&#x201d;</title>
<p>
<italic>lfb1</italic> sequences were extracted from the genomes of pathogenic species from the <italic>Leptospira</italic> cgMLST database (<ext-link ext-link-type="uri" xlink:href="https://bigsdb.pasteur.fr/leptospira/">https://bigsdb.pasteur.fr/leptospira/</ext-link>). This publicly available web-based database currently contains sequences from 834 pathogenic <italic>Leptospira</italic> strains from different hosts around the world. A clonal group (CG) is defined as a group of cgMLST allelic profiles differing from at least one other member of the group by no more than 40 allelic mismatches over the 545 genetic loci (<xref ref-type="bibr" rid="B17">Guglielmini et&#xa0;al., 2019</xref>).</p>
<p>A phylogenetic tree was generated with BioNumerics V7.6 (Applied-Maths, Saint-Martens-Latem, Belgium). The 46 <italic>lfb1</italic> sequence strains for the production of the phylogenetic tree are summarized in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. The <italic>lfb1</italic> nucleotide sequences have been deposited in Genbank under accession number OR101259 - OR101474.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>List of <italic>Leptospira</italic> species groups (SGs) defined on the basis of <italic>lfb1</italic> sequence polymorphism.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Species/Group (ID)<break/>
<italic>n</italic>=46</th>
<th valign="top" align="center">Serogroup</th>
<th valign="top" align="center">Serovar reference strains</th>
<th valign="top" align="center">Number of genomes<break/>
<italic>n=</italic>834</th>
<th valign="top" align="center">Number of different CGs<break/>
<italic>n=</italic>227</th>
<th valign="top" align="center">Number CGs of cgMLST in BIGSdb</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG1<break/>(245)</td>
<td valign="top" align="center">Icterohaemorrhagiae</td>
<td valign="top" align="center">Icterohaemorrhagiae/Copenhageni</td>
<td valign="top" align="center">119</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG2<break/>(16)</td>
<td valign="top" align="center">Pyrogenes<break/>Autumnalis</td>
<td valign="top" align="center">Pyrogenes<break/>Bim</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">9/10/11/30/39/76/77/81/400</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG3 (1058)</td>
<td valign="top" align="center">Djasiman</td>
<td valign="top" align="center">Djasiman</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">37</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG4 (1052)</td>
<td valign="top" align="center">Grippotyphosa<break/>Pyrogenes<break/>Sejr&#xf6;e<break/>Icterohaemorrhagiae</td>
<td valign="top" align="center">Grippotyphosa/Muelleri<break/>Pyrogenes<break/>Wolfii/Hardjo/Hardjobovis<break/>Lai/Naam</td>
<td valign="top" align="center">56</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">2/3/16/19/27/29/34/112/166/176/180/187/238/240/<break/>275/278/279/280/285/289/290/294/296/302/303/307/311/386</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG5<break/>(843)</td>
<td valign="top" align="center">Australis<break/>Bataviae<break/>Grippotyphosa</td>
<td valign="top" align="center">Bratislava/Lora/Jalna/Muenchen/Fugis<break/>Bataviae<break/>Valbuzzi</td>
<td valign="top" align="center">57</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">4/12/38/40/69/106/108/175/272/281/297/298/306/345</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG6<break/>(25)</td>
<td valign="top" align="center">Grippotyphosa</td>
<td valign="top" align="center">Linhai</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">17</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG7<break/>(37)</td>
<td valign="top" align="center">Pyrogenes</td>
<td valign="top" align="center">Manilae</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG8 (1121)</td>
<td valign="top" align="center">Canicola</td>
<td valign="top" align="center">Kuwait</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">349</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG9 (1055)</td>
<td valign="top" align="center">Hebdomadis</td>
<td valign="top" align="center">Hebdomadis</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">331</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG10 (478)</td>
<td valign="top" align="center">Canicola<break/>Pomona<break/>Sejr&#xf6;e</td>
<td valign="top" align="center">Canicola<break/>Pomona/Kennewicki<break/>Medanensis</td>
<td valign="top" align="center">111</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">5/26/28/41/75/277/284/287/288/300/322</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG11 (802)</td>
<td valign="top" align="center">Grippotyphosa</td>
<td valign="top" align="center">Grippotyphosa</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">31/295</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG12 (511)</td>
<td valign="top" align="center">Grippotyphosa</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">228</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG13 (686)</td>
<td valign="top" align="center">Autumnalis<break/>Louisiana</td>
<td valign="top" align="center">Autumnalis<break/>Lanka</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">74/266/269/271/321</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.kirschneri</italic> SG1<break/>(1046)</td>
<td valign="top" align="center">Grippotyphosa<break/>Cynopteri<break/>Pomona<break/>Mini<break/>Autumnalis<break/>Icterohaemorrhagiae</td>
<td valign="top" align="center">Grippotyphosa/Valbuzzi/Vanderhoedeni<break/>Unknown<break/>Pomona/Mozdok<break/>Unknown<break/>Bim<break/>Mwogolo/Sokoine</td>
<td valign="top" align="center">62</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">20/49/59/62/63/64/65/70/73/83/84/85/123/184/353/354/355</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.kirschneri</italic> SG2<break/>(78)</td>
<td valign="top" align="center">Autumnalis<break/>Australis</td>
<td valign="top" align="center">Bulgarica<break/>Ramisi</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">42/43/57/178/299/323</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.kirschneri</italic> SG3<break/>(1038)</td>
<td valign="top" align="center">Grippotyphosa</td>
<td valign="top" align="center">Grippotyphosa</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">305</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.kirschneri</italic> SG4<break/>(304)</td>
<td valign="top" align="center">Pomona</td>
<td valign="top" align="center">Tsaratsovo</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">139</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.kirschneri</italic> SG5<break/>(619)</td>
<td valign="top" align="center">Canicola<break/>Grippotyphosa</td>
<td valign="top" align="center">Unknown<break/>Ratnapura</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">22/129/185</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.noguchi</italic> SG1<break/>(1048)</td>
<td valign="top" align="center">Louisiana<break/>Panama<break/>Australis</td>
<td valign="top" align="center">Louisiana<break/>Mangus<break/>Rushan</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">113/162/224/225/226/227/385/423/424</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.noguchi</italic> SG2<break/>(254)</td>
<td valign="top" align="center">Australis</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">114/115/116</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.noguchi</italic> SG3<break/>(846)</td>
<td valign="top" align="center">Panama<break/>Australis<break/>Autumnalis</td>
<td valign="top" align="center">Panama<break/>Peruviana<break/>Autumnalis</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">55/99/125/168/193</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.noguchi</italic> SG4<break/>(217)</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">100</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.noguchi</italic> SG5<break/>(429)</td>
<td valign="top" align="center">Australis</td>
<td valign="top" align="center">Bajan/Barbudensis</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">179</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.noguchi</italic> SG6<break/>(495)</td>
<td valign="top" align="center">Australis</td>
<td valign="top" align="center">Nicaragua</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">181</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.noguchi</italic> SG<italic>7</italic>
<break/>(515)</td>
<td valign="top" align="center">Australis</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">188</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.borgpetersenii</italic> SG1 (933)</td>
<td valign="top" align="center">Sejr&#xf6;e<break/>Ballum<break/>Javanica<break/>Mini</td>
<td valign="top" align="center">Sejr&#xf6;e<break/>Ballum/Castellonis/Kenya/Arborea/SarMini<break/>Javanica<break/>Mini/Szwajizak</td>
<td valign="top" align="center">193</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">8/15/24/6/78/165/267/309/313/318/348/352</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.borgpetersenii</italic> SG<italic>2</italic> (972)</td>
<td valign="top" align="center">Sejr&#xf6;e</td>
<td valign="top" align="center">Hardjo/Hardjobovis</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">72</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.borgpetersenii</italic> SG3 (205)</td>
<td valign="top" align="center">Sejr&#xf6;e</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">98</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.borgpeterseni</italic>i SG4 (13)</td>
<td valign="top" align="center">Pyrogenes</td>
<td valign="top" align="center">Pyrogenes/Balcanica</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">7/312/356/426</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.borgpetersenii</italic> SG5 (152)</td>
<td valign="top" align="center">Pomona</td>
<td valign="top" align="center">Pomona</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">80/145</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.borgpetersenii</italic> SG6 (786)</td>
<td valign="top" align="center">Tarassovi</td>
<td valign="top" align="center">Tarassovi/Guidae</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">167</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.alexanderi</italic> SG1<break/>(20)</td>
<td valign="top" align="center">Manhao</td>
<td valign="top" align="center">Manhao</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">13</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.alexanderi</italic> SG2 (1249)</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">402</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L. mayottensis</italic> SG1 (178)</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">82</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L. mayottensis</italic> SG2 (1239)</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">366</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L. mayottensis</italic> SG3 (177)</td>
<td valign="top" align="center">Mini</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">79</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.weillii</italic> SG1<break/>(49)</td>
<td valign="top" align="center">Hebdomadis<break/>Javanica</td>
<td valign="top" align="center">Unknown<break/>Coxi</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">18/44/104/273/282/283/320/401/403</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.weillii</italic> SG2<break/>(687)</td>
<td valign="top" align="center">Celledoni</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">45/262/264</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.weillii</italic> SG3<break/>(232)</td>
<td valign="top" align="center">Tarassovi<break/>Sarmin</td>
<td valign="top" align="center">Topaz<break/>Sarmin</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">46/47/109/163/308/346</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.weillii</italic> SG4<break/>(79)</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">32/33/274/292/293</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.santarosai</italic> SG1<break/>(1066)</td>
<td valign="top" align="center">Shermani<break/>Javanica<break/>Sejr&#xf6;e<break/>Grippotyphosa<break/>Hebdomadis</td>
<td valign="top" align="center">Shermani<break/>Arenal<break/>Sejr&#xf6;e/Guaricura<break/>Grippotyphosa<break/>Kambale</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">53/54/56/103/118/119/120/126/310/338/389/391/392/393/395/396/398/404/405/406/409/410/411/412/413/414/415/416/417/422/427</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.santarosai</italic> SG2<break/>(1189)</td>
<td valign="top" align="center">Mini<break/>Pyrogenes<break/>Celledoni<break/>Tarassovi</td>
<td valign="top" align="center">Szwajizak<break/>Unknown<break/>Celledoni<break/>Corresdores</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">50/101/127/128/130/131/132/133/134/196/387/388/394/397/407/408</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.santarosai</italic> SG3<break/>(90)</td>
<td valign="top" align="center">Grippotyphosa</td>
<td valign="top" align="center">Canalzonae</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">51/122/186/399</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.santarosai</italic> SG4<break/>(91)</td>
<td valign="top" align="center">Javanica</td>
<td valign="top" align="center">Arenal</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">52</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.santarosai</italic> SG5<break/>(220)</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">102</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.santarosai</italic> SG6<break/>(1294)</td>
<td valign="top" align="center">Sarmin</td>
<td valign="top" align="center">Unknown</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">117</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Samples from humans and dogs</title>
<p>PCR-positive samples collected from humans and dogs in mainland France between January 2019 and December 2021 were included in this study. Cases imported from French overseas territories were excluded from the study.</p>
<p>The samples studied were obtained from i) the routine diagnosis of human samples by real-time PCR (RT-PCR) SYBR-Green targeting <italic>lfb1</italic> (<xref ref-type="bibr" rid="B25">Merien et&#xa0;al., 2005</xref>), which is performed at the FNRC for Leptospirosis at the Pasteur Institute, and ii) dogs testing positive in routine diagnostic RT-PCR targeting the 16S rRNA <italic>(rrs)</italic> gene of pathogenic <italic>Leptospira</italic> strains (<xref ref-type="bibr" rid="B41">Waggoner et&#xa0;al., 2014</xref>) at the Laboratory of Leptospira and Veterinary Analysis (LAV) at VetAgro Sup (the Veterinary School of Lyon, France).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Data collection and ethics statement</title>
<p>The human samples and associated data were collected and used in the framework of the surveillance activities of the FNRC for Leptospirosis. These activities are performed in accordance with the mandate awarded to the FNRC by the French Ministry of Health and the French Public Health Code. Dog samples and associated data were collected and sent at by veterinarians from across the country in the context of leptospirosis suspicion. The confirmatory tests were performed by the LAV.</p>
<p>Associated clinical and epidemiological data are entered by clinicians on a document accompanying the samples. These data are often scarce, particularly for human infections. They included the sex and age of the human patient or dog, type of sample, sampling date, geographic information (zip code and region), and vaccination status for dogs. In the absence of geographic data for the patients/dogs, the address of the laboratory or the veterinary clinic was used assuming that the patients/dogs were exposed in the same region.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Human case definition/serogroup identification</title>
<p>A case was defined as an individual resident in mainland France at the time of infection with clinical findings suggestive of leptospirosis and either a Microscopic Agglutination Test (MAT) titer &#x2265;100 for at least one pathogenic serovar or other laboratory results indicative of leptospirosis (ELISA for IgM, PCR or culture). The panel of strains used for MAT included the serovars Australis, Autumnalis, Bataviae, Canicola, Castellonis, Copenhageni, Cynopteri, Djasiman, Grippotyphosa, Hardjo, Hebdomadis, Icterohaemorrhagiae, Javanica, Louisiana, Mini, Panama, Pomona, Pyrogenes, Sarmi, Sejroe, Shermani and Tarassovi. The infecting serogroup was determined based on the serovar with the highest titer. If the highest titer was recorded for several different serovars, the serogroup was considered to be undetermined. The incidence of annual leptospirosis in humans was calculated with the French population data for 2019, 2020 and 2021 obtained from the National Institute of Statistics and Economic Studies (INSEE: <ext-link ext-link-type="uri" xlink:href="https://www.insee.fr/">https://www.insee.fr/</ext-link>).</p>
<p>The map of the estimated mean annual incidence of leptospirosis in humans by region and the distribution of the different infecting species-groups were performed with R Studio version 2022.12.0 software, produced with the GeoJSON and Scatter Pie Plot functions. Background map was extracted from <ext-link ext-link-type="uri" xlink:href="https://www.data.gouv.fr/fr/datasets/contours-des-regions-francaises-sur-openstreetmap/">https://www.data.gouv.fr/fr/datasets/contours-des-regions-francaises-sur-openstreetmap/</ext-link>and centroid data was extracted from <ext-link ext-link-type="uri" xlink:href="https://www.ign.fr/reperes/centre-geographique-des-regions-metropolitaines">https://www.ign.fr/reperes/centre-geographique-des-regions-metropolitaines</ext-link>.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Application of <italic>lfb1</italic> genotyping to clinical samples</title>
<p>The <italic>lfb1</italic> genotyping method was applied to 170 clinical samples: 110 DNA samples from humans and 60 from dogs testing positive by RT-PCR for <italic>lfb1</italic> and 16S rRNA, respectively (<xref ref-type="bibr" rid="B25">Merien et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B41">Waggoner et&#xa0;al., 2014</xref>). The human DNA samples were obtained from 60 blood samples, 17 urine samples, 4 cerebrospinal fluid samples and 29 DNA extracts from associated laboratories. The dog DNA samples were extracted from 34 blood samples, 21 urine samples and 5 kidney tissue samples.</p>
<p>For both humans and dogs, DNA was extracted with the QIAamp DNA mini kit (Qiagen, Germany), and PCR was performed as described by <xref ref-type="bibr" rid="B25">Merien et&#xa0;al. (2005)</xref>. The CFX96 real-time PCR detection system (Bio-Rad) was used for qPCR SYBR green assays. The amplification mixture consisted of 0.4 &#x3bc;M primers (lfb1-F 3&#x2019;-CATTCATGTTTCGAATCATTTCAAA-5&#x2019; and lfb1-R 3&#x2019;-GGCCCAAGTTCCTTCTAAAAG-5&#x2019;), 10 &#x3bc;l of SsoFast EvaGreen supermix (Bio-Rad), and 5 &#x3bc;l sample DNA in a total volume of 20 &#x3bc;l. Samples were amplified with the following program: initial denaturation at 98&#xb0;C for 2&#xa0;min, followed by 50 cycles of denaturation for 5 s at 98&#xb0;C and annealing/elongation for 30 s at 57&#xb0;C. A 331-bp fragment was amplified corresponding to the complete gene <italic>lfb1</italic> for <italic>L.interrogans</italic> serovar Icterohaemorrhagiae.</p>
<p>All positive PCR products were subjected to Sanger sequencing (Eurofins Scientific, Colonia, Germany and Genoscreen, Lille, France).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>
<italic>lfb1</italic>-derived phylogeny &#x201c;reference classification&#x201d;</title>
<p>We selected a total of 834 genomes of pathogenic <italic>Leptospira</italic> isolates (corresponding to 227 different cgMLST clonal groups or CGs), from which <italic>lfb1</italic> sequences were extracted for phylogenetic analysis (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). A single-nucleotide polymorphism (SNP) in the alignment between two sequences was considered significant for the creation of <italic>Leptospira</italic> species-groups (SGs).</p>
<p>The selected genomes belong to the eight pathogenic <italic>Leptospira</italic> species and the analysis of a 334 bp fragment from <italic>lfb1</italic> identified 46 different <italic>Leptospira</italic> SGs, distributed as follows: 13 groups for <italic>L. interrogans</italic>, corresponding to 76 CGs, 5 groups for <italic>L. kirschneri</italic> (28 CGs), 7 groups for <italic>L. noguchii</italic> (21 CGs), 6 for <italic>L. borgpetersenii</italic> (21 CGs), 2 groups for <italic>L. alexanderi</italic> (2 CGs), 3 groups for <italic>L. mayottensis</italic> (3 CGs), 4 groups for <italic>L. weilli</italic> (23 CGs), and 6 groups for <italic>L. santarosai</italic> (53 CGs) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Maximum likelihood tree inferred from a <italic>Leptospira</italic> spp. <italic>Ifb 1</italic> partial gene in 46 reference strains. The ID BIGSdb accession numbers are indicated for the reference strains. Further information about the reference strains is provided in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1236866-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Application of <italic>lfb1</italic> genotyping to clinical samples</title>
<p>From 2019 to 2021, we collected 110 samples from humans and 60 samples from dogs that had tested positive for leptospirosis by RT-PCR. The <italic>lfb1</italic> gene was sequenced from these samples. The sequences obtained and compiled with the classification data proposed above (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) revealed considerable genetic diversity in samples from humans and dogs, which could be subdivided into three <italic>Leptospira</italic> species: <italic>L. interrogans</italic>, <italic>L. kirschneri</italic> and <italic>L. borgpetersenii</italic>, corresponding to a total of 11 SGs. We detected <italic>L. interrogans</italic> in 67/110 (60.9%) of humans and in 59/60 (98.3%) of dog samples, and <italic>L. kirschneri</italic> in 39/110 (35.5%) of humans and 1/60 (1.7%) in dog samples. <italic>L. borgpetersenii</italic> was detected only in 4/110 (3.6%) of human samples.</p>
<p>Based on the classification established above, we detected <italic>L. interrogans</italic> with eight <italic>lfb1</italic> SGs and <italic>L. kirschneri</italic> with two <italic>lfb1</italic> SGs in humans and dogs; <italic>L. borgpetersenii</italic> was represented by a single <italic>lfb1</italic> SG found exclusively in humans. More detailed information is provided in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>
<italic>lfb1</italic> species-groups identification for positive human and dog samples, by year.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">
<italic>lfb1</italic> Species-group</th>
<th valign="top" rowspan="2" align="center">Serogroup</th>
<th valign="top" rowspan="2" align="center">Serovar</th>
<th valign="top" colspan="3" align="center">Humans <italic>n</italic>=110</th>
<th valign="top" colspan="3" align="center">Dogs <italic>n</italic>=60</th>
</tr>
<tr>
<th valign="top" align="center">2019</th>
<th valign="top" align="center">2020</th>
<th valign="top" align="center">2021</th>
<th valign="top" align="center">2019</th>
<th valign="top" align="center">2020</th>
<th valign="top" align="center">2021</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG1</td>
<td valign="top" align="center">Icterohaemorrhagiae</td>
<td valign="top" align="center">Icterohaemorrhagiae/Copenhageni</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">24</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG5</td>
<td valign="top" align="center">Australis<break/>Bataviae<break/>Grippotyphosa</td>
<td valign="top" align="center">Bratislava/Lora/Jalna/Muenchen/Fugis<break/>Bataviae<break/>Valbuzzi</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG10</td>
<td valign="top" align="center">Canicola<break/>Pomona<break/>Sejr&#xf6;e</td>
<td valign="top" align="center">Canicola<break/>Pomona/Kennewicki<break/>Medanensis</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG14</td>
<td valign="top" align="center">New group - Unknown</td>
<td valign="top" align="center">New group - Unknown</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG15</td>
<td valign="top" align="center">New group - Unknown</td>
<td valign="top" align="center">New group - Unknown</td>
<td valign="top" align="center"/>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG16</td>
<td valign="top" align="center">New group - Unknown</td>
<td valign="top" align="center">New group - Unknown</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">2</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG17</td>
<td valign="top" align="center">New group - Unknown serogroup</td>
<td valign="top" align="center">New group - Unknown</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.interrogans</italic> SG18</td>
<td valign="top" align="center">New group - Unknown serogroup</td>
<td valign="top" align="center">New group - Unknown</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.kirschneri</italic> SG1</td>
<td valign="top" align="center">Grippotyphosa<break/>Cynopteri<break/>Pomona<break/>Mini<break/>Autumnalis<break/>Icterohaemorrhagiae</td>
<td valign="top" align="center">Grippotyphosa/Valbuzzi/Vanderhoedeni<break/>Unknown<break/>Pomona/Mozdok<break/>Unknown<break/>Bim<break/>Mwogolo/Sokoine</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.kirschneri</italic> SG4</td>
<td valign="top" align="center">Pomona</td>
<td valign="top" align="center">Tsaratsovo</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">5</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>L.borgpetersenii</italic> SG1</td>
<td valign="top" align="center">Sejr&#xf6;e<break/>Ballum<break/>Javanica<break/>Mini</td>
<td valign="top" align="center">Sejr&#xf6;e<break/>Ballum/Castellonis/Kenya/Arborea/SarMini<break/>Javanica<break/>Mini/Szwajizak</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">4</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Total number</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">23</td>
<td valign="top" align="center">68</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">36</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The <italic>lfb1</italic> phylogenetic analyses of the distribution <italic>Leptospira</italic> strains from human and dog samples are shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>. In human samples, <italic>L. interrogans</italic> SG1 (sv Icterohaemorrhagiae/Copenhageni) was detected in 53/110 (48.2%), <italic>L. interrogans</italic> SG5 (sv Bratislava/Lora/Jalna/Muenchen/Bataviae) in 9/110 (8.2%), <italic>L. interrogans</italic> SG10 (sv Canicola/Pomona) in 2/110 (1.8%), <italic>L. kirschneri</italic> SG1 (sv Grippotyphosa/Valbuzzi) in 34/110 (30.9%), <italic>L. kirschneri</italic> SG4 (sv Tsaratsovo) in 5/110 (4.5%), and <italic>L. borgpetersenii</italic> SG1 (sv Sejro&#xeb;/Ballum/Castellonis/Mini) in 4/110 (3.6%) samples. Three new <italic>L. interrogans</italic> SGs were detected in 3/110 (2.7%) samples: SG15, SG17 and SG18. In patients, the diversity SGs were retrieved in all types of biological matrices (blood, urine and CSF) with no particular tropism for an organ, such as the kidney or the brain. For example, the four CSF extracts were identified as <italic>L. interrogans</italic> SG1 (<italic>n=</italic>1), <italic>L. interrogans</italic> SG10 (<italic>n=</italic>1) and <italic>L. kirschneri</italic> SG1 (<italic>n=</italic>2).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Phylogenetic tree based on <italic>fbl 1</italic> sequences from human and dog samples. Maximum likelihood tree inferred from <italic>Leptospira</italic> spp. <italic>lfb 1</italic> partial gene polymorphism in clinical specimens and reference strains. Gray boxes indicate reference strains, orange boxes indicate infected humans and blue boxes indicate infected dogs. The colors on the right (green, red, and purple) correspond to three different species of <italic>Leptospira</italic>. The ID BIGSdb numbers of the reference strains are indicated. Further information about the reference strains is provided in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1236866-g002.tif"/>
</fig>
<p>
<italic>L. interrogans</italic> SG1 (sv Icterohaemorrhagiae/Copenhageni) was the most frequently detected SG in dog samples, being found in 39/60 samples (65.0%), followed by <italic>L. interrogans</italic> SG5 (sv Bratislava/Lora/Jalna/Muenchen/Bataviae) in 15/60 (25.0%), <italic>L. interrogans</italic> SG10 (sv Canicola/Pomona) in 2/60 (3.3%) and <italic>L. kirschneri</italic> SG4 (sv Tsaratsovo) in 1/60 (1.7%). Two new <italic>L. interrogans</italic> SGs, SG14 and SG16, were identified in 3/60 (5.0%) samples.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Epidemiology of leptospirosis in both humans and dogs in France, 2019-2021</title>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Incidence in general human population, seasonality and serotyping</title>
<p>676 human cases in 2019, 450 human cases in 2020, and 708 human cases in 2021 of leptospirosis were diagnosed clinically and biologically in mainland France, corresponding to an average incidence per 100,000 inhabitants of 1.04 for 2019, 0.69 for 2020, and 1.08 for 2021 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). The number of cases clearly increased from July to November in 2019 and 2021, and increased to a lesser extent over this period in 2020 (<xref ref-type="bibr" rid="B31">Picardeau, 2020</xref>). Detailed information is available from <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>. For cases with positive MAT results, the most frequently identified serogroup was Icterohaemorrhagiae (34.4%). More detailed information is provided in <xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Figure S2</bold>
</xref>.</p>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Epidemiology of positive samples identified by <italic>lfb1</italic> sequencing</title>
<p>Over the study period, the number of human specimens analyzed was highest for 2021 (68 cases, 61.8%), followed by 2020 (23 cases) and 2019 (19 cases). In dogs, the number of cases was highest in 2021 (36 cases, 60%), followed by 2020 (12 cases) and 2019 (12 cases). More detailed information is provided in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Epidemiological observations.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Characteristics</th>
<th valign="top" rowspan="2" colspan="2" align="center">
<italic>n</italic>=170</th>
<th valign="top" colspan="3" align="center">Year</th>
<th valign="top" colspan="2" align="center">Sex</th>
<th valign="top" colspan="4" align="center">Age group</th>
<th valign="top" colspan="4" align="center">Vaccine</th>
</tr>
<tr>
<th valign="top" align="center">2019</th>
<th valign="top" align="center">2020</th>
<th valign="top" align="center">2021</th>
<th valign="top" align="center">M</th>
<th valign="top" align="center">F</th>
<th valign="top" align="center">Young &#x2264;18 years<break/>(Dogs &#x2264;2 years)</th>
<th valign="top" align="center">Adult 18-65 years<break/>(Dogs 3-9 years)</th>
<th valign="top" align="center">Old &#x2265; 65 years<break/>(Dogs &#x2265; 10 years)</th>
<th valign="top" align="center">Median<break/>(range)</th>
<th valign="top" align="center">No</th>
<th valign="top" align="center">Yes</th>
<th valign="top" align="center">Unknown</th>
<th valign="top" align="center">Vaccination status</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="2" align="left">
<bold>Humans</bold>
</td>
<td valign="top" rowspan="2" align="center">110</td>
<td valign="top" align="center">n</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">23</td>
<td valign="top" align="center">68</td>
<td valign="top" align="center">96</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">67</td>
<td valign="top" align="center">31</td>
<td valign="top" rowspan="2" align="center">49<break/>(5-84)</td>
<td valign="top" align="center">110</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" rowspan="2" align="center">0%</td>
</tr>
<tr>
<td valign="top" align="center">%</td>
<td valign="top" align="center">17.3</td>
<td valign="top" align="center">20.9</td>
<td valign="top" align="center">61.8</td>
<td valign="top" align="center">87.3</td>
<td valign="top" align="center">12.7</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">61</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">100</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">
<bold>Dogs</bold>
</td>
<td valign="top" rowspan="2" align="center">60</td>
<td valign="top" align="center">n</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">5</td>
<td valign="top" rowspan="2" align="center">4<break/>(0-13)</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">6</td>
<td valign="top" rowspan="2" align="center">50%</td>
</tr>
<tr>
<td valign="top" align="left">%</td>
<td valign="top" align="center">60</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">66.7</td>
<td valign="top" align="center">33.3</td>
<td valign="top" align="center">43.3</td>
<td valign="top" align="center">48.3</td>
<td valign="top" align="center">8.3</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">10</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The month with the largest number of notifications of leptospirosis in humans was August with an average number of 30 cases (27.3%) whereas the numbers of notifications for dogs were highest in July and September, with 11 cases in each of these months (18.3%). For human samples, a male preponderance was observed, with 96/110 (87.3%) of cases obtained from male individuals <italic>vs</italic>. 14/110 (12.7%) from female individuals. More than four fifths (89%) of the patients were adults and the median age was 49 years (5&#x2013;84 years). A male preponderance was also observed in dogs, with 66.7% of cases (40/60) occurring in male dogs <italic>vs</italic>. 33.3% (20/60) in females. Just over half the dogs were adults (56.7%) and the median age was four years (0-13 years) (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<p>The predominant SG in humans was <italic>L. interrogans</italic> SG1 - Icterohaemorrhagiae/Copenhageni in the 13 regions of mainland France (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The genotypes circulating in human cases were identified in 34 departments (an administrative area equivalent to a county) and 12 regions. The largest number of cases in a region was recorded for Auvergne-Rh&#xf4;ne-Alpes in 2021 (<xref ref-type="bibr" rid="B4">Ayral et&#xa0;al., 2016</xref>), followed by Pays de la Loire in 2020 (<xref ref-type="bibr" rid="B10">Ellis, 2015</xref>), and Bourgogne-Franche-Comt&#xe9; in 2019 (<xref ref-type="bibr" rid="B13">Goarant, 2016</xref>). The genotypes in canine cases were identified in 30 departments and 10 regions, with Auvergne-Rh&#xf4;ne-Alpes having the largest number of cases in both 2021 (<xref ref-type="bibr" rid="B4">Ayral et&#xa0;al., 2016</xref>) and 2020 (<xref ref-type="bibr" rid="B32">Pijnacker et&#xa0;al., 2016</xref>). More detailed information is provided in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Estimated three-year mean annual human incidence of leptospirosis by region in mainland France (2019-2021). Mean annual incidence is represented as an exponential color gradient from light grey (0.5-0.8) to dark gray (&#x2265;1.5), in cases per 100,000 population. Circles indicate the distribution of the different infecting species-groups, identified in 110 humans from our study.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-13-1236866-g003.tif"/>
</fig>
<p>The human population included in this study had not been vaccinated against <italic>Leptospira</italic> spp. By contrast, 50% (<italic>n=</italic>30/60) of the infected dogs included in this study had completed the full vaccination protocol for <italic>Leptospira</italic>. The dogs had mostly been vaccinated with L4 vaccines (63.3% of dogs; vaccine active against serovars Icterohaemorrhagiae, Canicola, Grippotyphosa, and Pomona), L3 vaccines (20%, serovars Icterohaemorrhagiae, Canicola and Grippotyphosa), or L2 vaccines (16.7%, serovars Icterohaemorrhagiae and Canicola). More detailed information is provided in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>.</p>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>
<italic>lfb1</italic>-derived phylogeny &#x201c;reference classification&#x201d;</title>
<p>The <italic>lfb1</italic> gene is found only in pathogenic species of the P1 clade (<xref ref-type="bibr" rid="B40">Vincent et&#xa0;al., 2019</xref>). It encodes a putative adhesin of the &#x201c;fibronectin-binding protein&#x201d; family (<xref ref-type="bibr" rid="B26">Merien et&#xa0;al., 2000</xref>), suggesting that it may be important for virulence and/or colonization. This gene appears to have changed little during evolution, and is a potentially interesting marker for studies of the genetic diversity of pathogenic strains. Comparative analyses of the <italic>lfb1</italic> sequences extracted from available <italic>Leptospira</italic> genomes can be used to define different clusters or species-groups differing by between 1 and 74 nucleotides over a total length of 281 nucleotides. We found that 119 <italic>lfb1</italic> sequences from strains belonging to serovars Icterohaemorrhagiae or Copenhageni isolated from all continents and corresponding <italic>to L. interrogans</italic> SG1 (cgMLST 6) had identical <italic>lfb1</italic> sequences. A single SNP may, therefore, be sufficient to define a new species-group. However, some <italic>lfb1</italic> species-groups may contain several serovars or clonal groups, precluding precise identification. For example, <italic>L. interrogans</italic> SG2 is found in 32 genomes corresponding to different CGs (9, 10, 30, 39, 76, 77, 81 and 400) and different serovars. In this case, identification is less precise and may be a limitation of the proposed method.</p>
<p>The diversity of reservoir hosts for leptospirosis is an important parameter to be taken into account when considering the evolution of <italic>Leptospira</italic> spp. All these arguments suggest that this gene should be a robust phylogenetic marker.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Application of <italic>lfb1</italic> genotyping to clinical samples</title>
<p>SG diversity was greatest in the species <italic>L. interrogans</italic> (<italic>n=</italic>13), for which five new SGs were identified in human or dog samples. <italic>L. interrogans</italic> is isolated more frequently from both humans and animals than the other pathogenic species. The discovery of new SGs was unexpected and suggests that our knowledge of the strains responsible for disease remains incomplete. The <italic>Ifb1</italic> genogroups circulating in humans and dogs were identical for <italic>L. interrogans</italic> SG1/SG5/SG10, with a strong representation of <italic>L. interrogans</italic> SG1 (sv Icterohaemorrhagiae or Copenhageni), which is responsible for the most severe forms and for which the predominant reservoir in France is the rat (<xref ref-type="bibr" rid="B7">Boey et&#xa0;al., 2019</xref>).</p>
<p>The genogroups of species <italic>L. kirschneri</italic> were frequent in humans and displayed very little diversity (<italic>L. kirschneri</italic> SG1 and SG4) probably because the <italic>L. kirschneri</italic> SG1 group contains many different serovars/cgMLST, rendering high-resolution strain discrimination impossible. Similarly, <italic>L. interrogans</italic> SG5 and <italic>L. borgpetersenii</italic> SG1 may correspond to several different clonal groups or serovars. The combination of this approach with more refined tools, such as MLST and VNTR, might facilitate more precise identification in such cases. However, our previous analysis of the core genome of strains isolated from several patients (<xref ref-type="bibr" rid="B16">Grillova et&#xa0;al., 2023</xref>) showed that strains belonging to cgMLST CG64 (<italic>n=</italic>10/12) corresponding to <italic>L. kirschneri</italic> sv Grippotyphosa sg Grippotyphosa (<italic>L. kirschneri</italic> SG1) and to cgMLST CG72 corresponding to <italic>L. borgpetersenii</italic> sg Sejroe sv Sejroe predominated in France. The <italic>L. kirschneri</italic> SG1 genogroup was not detected in any of the dog samples, possibly due to the low level of exposure of dogs to infected environments or a lower susceptibility to <italic>L. kirschneri</italic> SG1 strains. Indeed, dogs with few symptoms are not presented to veterinarians and recover spontaneously. The <italic>L. kirschneri</italic> SG4 group was represented by only two strains isolated from a mouse in Bulgaria (identified as serovar Tsaratsovo sg Pomona) and a strain isolated from a French patient in 1990. Samples corresponding to this group were identified only in 2021, and were obtained from five human patients and one dog. The number of samples analyzed was much larger in 2021 than in 2019 and 2020, and this may have made it possible to identify less frequent genogroups.</p>
<p>
<italic>L. borgpetersenii</italic> SG1 was found exclusively in samples from four patients in 2021. It was not found in dogs. It is possible that the human patients were contaminated by cattle, mice or bats, as previously suggested (<xref ref-type="bibr" rid="B15">Gr&#xe9;goire et&#xa0;al., 2020</xref>).</p>
<p>Our data indicate that leptospirosis is common in dogs in mainland France. <italic>L. interrogans</italic> SG1 (sv Icterohaemorrhagiae/Copenhageni) and <italic>L. interrogans</italic> SG5 (sv Bratislava/Lora/Jalna/Muenchen/Bataviae) predominate in our study and were clearly linked to clinical leptospirosis, whereas <italic>L. kirschneri</italic> infections may be associated with mild clinical symptoms or possibly be linked to asymptomatic carriage (<xref ref-type="bibr" rid="B33">Renaud et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B14">Goy-Thollot et al., 2018</xref>). The genotype distribution in dogs were consistent with the findings of previous studies in France (<xref ref-type="bibr" rid="B33">Renaud et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B3">Ayral et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B2">Andr&#xe9;-Fontaine and Triger, 2018</xref>; <xref ref-type="bibr" rid="B19">Hidalgo Friaz et&#xa0;al., 2023</xref>). Prevention is the best way to protect dogs from leptospirosis. It can be achieved through vaccination, avoiding contact with contaminated water and infected animals. In this study, the human patients were not vaccinated, because vaccination against leptospirosis is reserved for individuals in certain high-risk professions in France. By contrast, the leptospirosis vaccine is one of the recommended the core vaccines for dogs in France. Nevertheless, 50% of dogs included in this study were diagnosed with leptospirosis despite complete vaccination annually. Several studies have reported similar results, demonstrating the relative nature of the efficacy of current vaccines in France (<xref ref-type="bibr" rid="B3">Ayral et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B2">Andr&#xe9;-Fontaine and Triger, 2018</xref>; <xref ref-type="bibr" rid="B6">Bertasio et&#xa0;al., 2020</xref>). However, quadrivalent vaccines (L4, directed against serogroups Canicola, Icterohaemorrhagiae, Grippotyphosa and Australis) would be a more appropriate vaccine for preventing severe forms and deaths from leptospirosis (<xref ref-type="bibr" rid="B22">Klaasen et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B19">Hidalgo Friaz et&#xa0;al., 2023</xref>), provided that vaccination protocols are properly respected by owners and veterinarians.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Incidence of human of leptospirosis</title>
<p>The incidence of leptospirosis in humans over the three years of the study was about 1 per 100,000 inhabitants, but was lower, at only 0.69 per 100,000 inhabitants, in 2020. This decrease is probably related to the COVID-19 pandemic, during which recreational activities were limited and the number of imported cases was decreased by travel restrictions. Similarly, little seasonality was observed in 2020.</p>
<p>Incidence was highest in regions with livestock production, high rainfall, and large rivers. However, some fluctuation was observed from year to year and the data may not necessarily reflect the situation on the ground at a particular time point. For example, people may become infected during their summer vacation but are not diagnosed until they return to their home region.</p>
<p>The French Ministry of Health plans to declare leptospirosis to be a notifiable disease in the near future. This initiative will improve the follow-up of cases and provide associated epidemiological data (number of cases, disease severity, site of exposure, mode of contamination). The FNRC will play an important role in confirming the biological diagnosis and tracking the serogroups/genogroups involved in these infections. The follow-up of serogroups based on MAT shows that Icterohaemorrhagiae is the most frequently encountered serogroup, consistent with the results of <italic>Ifb1</italic> genotyping. However, very little information is available for the other serogroups. The regional distribution of origin of samples and of the <italic>lfb1</italic> genogroups to identify in mainland France appears to be generally homogeneous for human infection, but not for dogs, for which samples were mostly obtained in the Rhone-Alpes region, in which the LAV laboratory location. More regular surveillance of canine cases in different French regions over a period of several years would be useful as it would provide a more precise idea of the <italic>Leptospira</italic> genotypes circulating in this species, and would make it possible to establish the epidemiological basis of transmission between humans and dogs. Such surveillance would also make it possible to update preventive measures in humans and animals.</p>
</sec>
<sec id="s4_4" sec-type="conclusions">
<label>4.4</label>
<title>Conclusion</title>
<p>We provide here the first global description of the <italic>Leptospira</italic> strains responsible for acute infections in humans and dogs in mainland France. We demonstrate that polymorphism of the <italic>lfb1</italic> gene is a robust method to provide rapid identification using biological samples. This tool has enabled us to also identify five <italic>lfb1 L. interrogans</italic> species-groups never before described. The availability of more precise epidemiological data in the future should facilitate the identification of sources of animal and environmental contamination, making it possible to establish public health control interventions.</p>
</sec>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/genbank/">https://www.ncbi.nlm.nih.gov/genbank/</ext-link>, OR101259 - OR101474.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>MG-L: Data curation and analyses. CL, EH: Data curation. AS, ST-P: Samples for diagnostic. FA: Data analysis and review. PB contributed to conception and design of the study and data analyses. MG-L, ZD, MP, PB contributed to the writing and editing of manuscript. All authors contributed to manuscript revision, read, and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported and financed by the Pasteur Institute of Paris and the Veterinary Analysis Laboratory (LAV) at VetAgro Sup, Lyon, France.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We would like to thank the sampling department of Sant&#xe9; Pulique France for providing the laboratory with samples from hospitals. We thank the staff of the Reference Center for Leptospirosis at the Pasteur Institute, Farida Zinini, Jean-Fran&#xe7;ois Mariet and Vallier Sordoillet, for processing the human samples. We also thank the Laboratoire des analyses v&#xe9;t&#xe9;rinaires (LAV) at VetAgro Sup, and Marine Le Guyader, Elisa Boissy and Angeli Kodjo in particular, for providing the samples from dogs.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that they have no known competing financial interests or personal relationships that could appear to influence the work reported in this paper.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcimb.2023.1236866/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2023.1236866/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Image_1.jpg" id="SF1" mimetype="image/jpeg"/>
<supplementary-material xlink:href="Image_2.jpg" id="SF2" mimetype="image/jpeg"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ahmed</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Devi</surname> <given-names>S. M.</given-names>
</name>
<name>
<surname>Valverde M de los</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Vijayachari</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Machang&#x2019;u</surname> <given-names>R. S.</given-names>
</name>
<name>
<surname>Ellis</surname> <given-names>W. A.</given-names>
</name>
<etal/>
</person-group>. (<year>2006</year>). <article-title>Multilocus sequence typing method for identification and genotypic classification of pathogenic Leptospira species</article-title>. <source>Ann. Clin. Microbiol. Antimicrob.</source> <volume>5</volume>, <fpage>28</fpage>. doi: <pub-id pub-id-type="doi">10.1186/1476-0711-5-28</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Andr&#xe9;-Fontaine</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Triger</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>MAT cross-reactions or vaccine cross-protection: retrospective study of 863 leptospirosis canine cases</article-title>. <source>Heliyon [Internet]</source> <volume>4</volume> (<issue>11</issue>), <elocation-id>e00869</elocation-id>. doi: <pub-id pub-id-type="doi">10.1016/j.heliyon.2018.e00869</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ayral</surname> <given-names>F. C.</given-names>
</name>
<name>
<surname>Bicout</surname> <given-names>D. J.</given-names>
</name>
<name>
<surname>Pereira</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Artois</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Kodjo</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Distribution of leptospira serogroups in cattle herds and dogs in France</article-title>. <source>Am. J. Trop. Med. Hygiene</source> <volume>91</volume> (<issue>4</issue>), <fpage>756</fpage>. doi: <pub-id pub-id-type="doi">10.4269/ajtmh.13-0416</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ayral</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Djelouadji</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Raton</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Zilber</surname> <given-names>A. L.</given-names>
</name>
<name>
<surname>Gasqui</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Faure</surname> <given-names>E.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>Hedgehogs and mustelid species: major carriers of pathogenic leptospira, a survey in 28 animal species in France (20122015)</article-title>. <source>PloS One</source> <volume>11</volume> (<issue>9</issue>), <elocation-id>e0162549</elocation-id>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0162549</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Az&#xf3;car-Aedo</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Smits</surname> <given-names>H. L.</given-names>
</name>
<name>
<surname>Monti</surname> <given-names>G.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Leptospirosis in dogs and cats: epidemiology, clinical disease, zoonotic implications and prevention</article-title>. <source>Archivos med. veterinaria</source> <volume>46</volume> (<issue>3</issue>), <fpage>337</fpage>&#x2013;<lpage>348</lpage>. doi: <pub-id pub-id-type="doi">10.4067/S0301-732X2014000300002</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bertasio</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Boniotti</surname> <given-names>M. B.</given-names>
</name>
<name>
<surname>Lucchese</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Ceglie</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Bellinati</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Mazzucato</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Detection of new leptospira genotypes infecting symptomatic dogs: is a new vaccine formulation needed</article-title>? <source>Pathogens</source> <volume>9</volume> (<issue>6</issue>), <fpage>484</fpage>. doi: <pub-id pub-id-type="doi">10.3390/pathogens9060484</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Boey</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Shiokawa</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Rajeev</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Leptospira infection in rats: A literature review of global prevalence and distribution</article-title>. <source>PloS Negl. Trop. Dis.</source> <volume>13</volume> (<issue>8</issue>), <elocation-id>e0007499</elocation-id>. doi: <pub-id pub-id-type="doi">10.1371/journal.pntd.0007499</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bourhy</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Septfons</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Picardeau</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Diagnostic, surveillance et &#xe9;pid&#xe9;miologie de la leptospirose en France. Num&#xe9;ro th&#xe9;matique. La leptospirose dans les r&#xe9;gions et d&#xe9;partements fran&#xe7;ais d&#x2019;outre-mer</article-title>. <source>Bull. Epidemiol. Hebd</source> <volume>8</volume>, <fpage>131</fpage>&#x2013;<lpage>137</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.medmal.2017.03.364</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Costa</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Hagan</surname> <given-names>J. E.</given-names>
</name>
<name>
<surname>Calcagno</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Kane</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Torgerson</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Martinez-Silveira</surname> <given-names>M. S.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Global morbidity and mortality of leptospirosis: A systematic review</article-title>. <source>PloS Negl. Trop. Dis.</source> <volume>9</volume> (<issue>9</issue>), <elocation-id>e0003898</elocation-id>. doi: <pub-id pub-id-type="doi">10.1371/journal.pntd.0003898</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ellis</surname> <given-names>W. A.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Animal leptospirosis</article-title>. <source>Curr. Top. Microbiol. Immunol.</source> <volume>387</volume>, <fpage>99</fpage>&#x2013;<lpage>137</lpage>. doi: <pub-id pub-id-type="doi">10.1007/978-3-662-45059-8_6</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Evangelista</surname> <given-names>K. V.</given-names>
</name>
<name>
<surname>Coburn</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Leptospira as an emerging pathogen: a review of its biology, pathogenesis and host immune responses</article-title>. <source>Future Microbiol.</source> <volume>5</volume> (<issue>9</issue>), <fpage>1413</fpage>&#x2013;<lpage>1425</lpage>. doi: <pub-id pub-id-type="doi">10.2217/fmb.10.102</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Faine</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Stallman</surname> <given-names>N. D.</given-names>
</name>
</person-group> (<year>1982</year>). <article-title>Amended Descriptions of the Genus Leptospira Noguchi 1917 and the Species L. interrogans (Stimson 1907) Wenyon 1926 and L. biflexa (Wolbach and Binger 1914) Noguchi 1918</article-title>. <source>Int. J. Sys. Evol. Microbiol.</source> <volume>32</volume> (<issue>4</issue>), <fpage>461</fpage>&#x2013;<lpage>463</lpage>.</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Goarant</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Leptospirosis: risk factors and management challenges in developing countries</article-title>. <source>Res. Rep. Trop. Med.</source> <volume>7</volume>, <fpage>49</fpage>&#x2013;<lpage>62</lpage>. doi: <pub-id pub-id-type="doi">10.2147/RRTM.S102543</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Goy-Thollot</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Djelouadji</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Nennig</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Hazart</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Hugonnard</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Screening for Leptospira DNA in blood and urine from 30 apparently healthy dogs</article-title>. <source>Rev. V&#xe9;t&#xe9;rinaire Clinique</source> <volume>53</volume> (<issue>3</issue>), <fpage>79</fpage>&#x2013;<lpage>86</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.anicom.2018.06.003</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gr&#xe9;goire</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Bakinahe</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Petitjean</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Boarbi</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Delooz</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Fretin</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Laboratory diagnosis of bovine abortions caused by non-maintenance pathogenic leptospira spp.: necropsy, serology and molecular study out of a Belgian experience</article-title>. <source>Pathogens</source> <volume>9</volume> (<issue>6</issue>), <fpage>413</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/pathogens9060413</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Grillova</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Cokelaer</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Mariet</surname> <given-names>J. F.</given-names>
</name>
<name>
<surname>da Fonseca</surname> <given-names>J. P.</given-names>
</name>
<name>
<surname>Picardeau</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Core genome sequencing and genotyping of Leptospira interrogans in clinical samples by target capture sequencing</article-title>. <source>BMC Infect. Dis.</source> <volume>23</volume> (<issue>1</issue>), <fpage>157</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12879-023-08126-x</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guglielmini</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Bourhy</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Schiettekatte</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Zinini</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Brisse</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Picardeau</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Genus-wide Leptospira core genome multilocus sequence typing for strain taxonomy and global surveillance</article-title>. <source>PloS Negl. Trop. Dis.</source> <volume>13</volume> (<issue>4</issue>), <elocation-id>e0007374</elocation-id>. doi: <pub-id pub-id-type="doi">10.1371/journal.pntd.0007374</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guillois</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Bourhy</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Ayral</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Pivette</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Decors</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Aranda Grau</surname> <given-names>J. H.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>An outbreak of leptospirosis among kayakers in Brittany, North-West France, 2016</article-title>. <source>Euro Surveill</source> <volume>23</volume> (<issue>48</issue>), <fpage>1700848</fpage>. doi: <pub-id pub-id-type="doi">10.2807/1560-7917.ES.2018.23.48.1700848</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hidalgo Friaz</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Barth&#xe9;lemy</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Savoie</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Freyburger</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Hugonnard</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Vaccination contre la leptospirose canine en France : enqu&#xea;te sur les pratiques v&#xe9;t&#xe9;rinaires et leurs motivations</article-title>. <source>Rev. V&#xe9;t&#xe9;rinaire Clinique</source> <volume>58</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>11</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.anicom.2022.12.001</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Izquierdo-Rodr&#xed;guez</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Fern&#xe1;ndez-&#xc1;lvarez</surname> <given-names>&#xc1;</given-names>
</name>
<name>
<surname>Mart&#xed;n-Carrillo</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Marchand</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Feliu</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Miquel</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Pathogenic Leptospira species in rodents from Corsica (France)</article-title>. <source>PloS One</source> <volume>15</volume> (<issue>6</issue>), <elocation-id>e0233776</elocation-id>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0233776</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jeske</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Jacob</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Drewes</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Pfeffer</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Heckel</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Ulrich</surname> <given-names>R. G.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Hantavirus&#x2013;Leptospira coinfections in small mammals from central Germany</article-title>. <source>Epidemiol. Infect.</source> <volume>149</volume>, <elocation-id>e97</elocation-id>. doi: <pub-id pub-id-type="doi">10.1017/S0950268821000443</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Klaasen</surname> <given-names>H. L. B. M.</given-names>
</name>
<name>
<surname>van der Veen</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Dorrestein-Spierenburg</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>Q.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>An assessment and comparison of the efficacy of two licensed tetravalent leptospira vaccines for dogs using an improved challenge model</article-title>. <source>Vaccines (Basel)</source> <volume>10</volume> (<issue>9</issue>), <fpage>1472</fpage>. doi: <pub-id pub-id-type="doi">10.3390/vaccines10091472</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kusum</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Boonsarthorn</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Biaklang</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Sina</surname> <given-names>U.</given-names>
</name>
<name>
<surname>Sawanpanyalert</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Naigowit</surname> <given-names>P.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Comparison of leptospiral serovars identification by serology and cultivation in northeastern region, Thailand</article-title>. <source>J. Med. Assoc. Thai</source> <volume>88</volume> (<issue>8</issue>), <fpage>1098</fpage>&#x2013;<lpage>1102</lpage>.</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Marquez</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Djelouadji</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Lattard</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Kodjo</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Overview of laboratory methods to diagnose Leptospirosis and to identify and to type leptospires</article-title>. <source>Int. Microbiol. Off. J. Spanish Soc. Microbiol.</source> <volume>20)</volume>, <fpage>184</fpage>&#x2013;<lpage>193</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2436/20.1501.01.302</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Merien</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Portnoi</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Bourhy</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Charavay</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Berlioz-Arthaud</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Baranton</surname> <given-names>G.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>A rapid and quantitative method for the detection of Leptospira species in human leptospirosis</article-title>. <source>FEMS Microbiol. Lett.</source> <volume>249</volume> (<issue>1</issue>), <fpage>139</fpage>&#x2013;<lpage>147</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.femsle.2005.06.011</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Merien</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Truccolo</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Baranton</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Perolat</surname> <given-names>P.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Identification of a 36-kDa fibronectin-binding protein expressed by a virulent variant of Leptospira interrogans serovar icterohaemorrhagiae</article-title>. <source>FEMS Microbiol. Lett.</source> <volume>185</volume> (<issue>1</issue>), <fpage>17</fpage>&#x2013;<lpage>22</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1574-6968.2000.tb09034.x</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nardone</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Capek</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Baranton</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Camp&#xe8;se</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Postic</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Vaillant</surname> <given-names>V.</given-names>
</name>
<etal/>
</person-group>. (<year>2004</year>). <article-title>Risk factors for leptospirosis in metropolitan France: results of a national case-control study, 1999-2000</article-title>. <source>Clin. Infect. Dis.</source> <volume>39</volume> (<issue>5</issue>), <fpage>751</fpage>&#x2013;<lpage>753</lpage>. doi: <pub-id pub-id-type="doi">10.1086/423272</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Nieves C</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Huete</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Veyrier</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Picardeau</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2023</year>). &#x201c;<article-title>Taxonomy and Phylogenomics of Leptospira</article-title>,&#x201d; in <source>Phylogenomics: Foundations, Methods, and Pathogen Analysis</source>. Eds. <person-group person-group-type="editor">
<name>
<surname>Egor Shitikov</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Moksrousov</surname> <given-names>I.</given-names>
</name>
</person-group> (<publisher-loc>Cambridge, Massachussets</publisher-loc>: <publisher-name>Academic Press</publisher-name>).</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Noguera</surname> <given-names>Z. L. P.</given-names>
</name>
<name>
<surname>Charypkhan</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Hartnack</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Torgerson</surname> <given-names>P. R.</given-names>
</name>
<name>
<surname>R&#xfc;egg</surname> <given-names>S. R.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>The dual burden of animal and human zoonoses: A systematic review</article-title>. <source>PloS Negl. Trop. Dis.</source> <volume>16</volume> (<issue>10</issue>), <elocation-id>e0010540</elocation-id>. doi: <pub-id pub-id-type="doi">10.1371/journal.pntd.0010540</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Perez</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Goarant</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Rapid Leptospira identification by direct sequencing of the diagnostic PCR products in New Caledonia</article-title>. <source>BMC Microbiol.</source> <volume>10</volume>, <fpage>325</fpage>. doi: <pub-id pub-id-type="doi">10.1186/1471-2180-10-325</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="web">
<person-group person-group-type="author">
<name>
<surname>Picardeau</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2020</year>) <source>Rapports d&#x2019;activit&#xe9; du CNR de la Leptospirose</source>. Available at: <uri xlink:href="https://www.pasteur.fr/fr/sante-publique/CNR/les-cnr/leptospirose/rapports-d-activite">https://www.pasteur.fr/fr/sante-publique/CNR/les-cnr/leptospirose/rapports-d-activite</uri>.</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pijnacker</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Goris</surname> <given-names>M. G. A.</given-names>
</name>
<name>
<surname>Te Wierik</surname> <given-names>M. J. M.</given-names>
</name>
<name>
<surname>Broens</surname> <given-names>E. M.</given-names>
</name>
<name>
<surname>van der Giessen</surname> <given-names>J. W. B.</given-names>
</name>
<name>
<surname>de Rosa</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>Marked increase in leptospirosis infections in humans and dogs in the Netherlands, 2014</article-title>. <source>Euro Surveill</source> <volume>21</volume> (<issue>17</issue>). doi: <pub-id pub-id-type="doi">10.2807/1560-7917.ES.2016.21.17.30211</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Renaud</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Andrews</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Djelouadji</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Lecheval</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Corrao-Revol</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Buff</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>Prevalence of the Leptospira serovars bratislava, grippotyphosa, mozdok and pomona in French dogs</article-title>. <source>Vet. J.</source> <volume>196</volume> (<issue>1</issue>), <fpage>126</fpage>&#x2013;<lpage>127</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tvjl.2012.10.002</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sala&#xfc;n</surname> <given-names>L.</given-names>
</name>
<name>
<surname>M&#xe9;rien</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Gurianova</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Baranton</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Picardeau</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Application of multilocus variable-number tandem-repeat analysis for molecular typing of the agent of leptospirosis</article-title>. <source>J. Clin. Microbiol.</source> <volume>44</volume> (<issue>11</issue>), <fpage>3954</fpage>&#x2013;<lpage>3962</lpage>. doi: <pub-id pub-id-type="doi">10.1128/JCM.00336-06</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Santos</surname> <given-names>L. A.</given-names>
</name>
<name>
<surname>Adhikarla</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Yan</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Fouts</surname> <given-names>D. E.</given-names>
</name>
<name>
<surname>Vinetz</surname> <given-names>J. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Genomic comparison among global isolates of L. interrogans serovars copenhageni and icterohaemorrhagiae identified natural genetic variation caused by an indel</article-title>. <source>Front. Cell Infect. Microbiol.</source> <volume>8</volume>, <elocation-id>193</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fcimb.2018.00193</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Smythe</surname> <given-names>L. D.</given-names>
</name>
<name>
<surname>Wuthiekanun</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Chierakul</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Suputtamongkol</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Tiengrim</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Dohnt</surname> <given-names>M. F.</given-names>
</name>
<etal/>
</person-group>. (<year>2009</year>). <article-title>The microscopic agglutination test (MAT) is an unreliable predictor of infecting Leptospira serovar in Thailand</article-title>. <source>Am. J. Trop. Med. Hyg</source> <volume>81</volume> (<issue>4</issue>), <fpage>695</fpage>&#x2013;<lpage>697</lpage>. doi: <pub-id pub-id-type="doi">10.4269/ajtmh.2009.09-0252</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Soup&#xe9;-Gilbert</surname> <given-names>M. E.</given-names>
</name>
<name>
<surname>Oedin</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Kainiu</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Girault</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Figuet</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Brescia</surname> <given-names>F.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Original Leptospira spp. in island&#x2019;s native terrestrial mammals: A case study in Pteropus spp. bats of New Caledonia</article-title>. <source>Transbound Emerg. Dis.</source> <volume>69</volume> (<issue>5</issue>), <fpage>e2852</fpage>&#x2013;<lpage>e2862</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/tbed.14635</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sykes</surname> <given-names>J. E.</given-names>
</name>
<name>
<surname>Reagan</surname> <given-names>K. L.</given-names>
</name>
<name>
<surname>Nally</surname> <given-names>J. E.</given-names>
</name>
<name>
<surname>Galloway</surname> <given-names>R. L.</given-names>
</name>
<name>
<surname>Haake</surname> <given-names>D. A.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Role of diagnostics in epidemiology, management, surveillance, and control of leptospirosis</article-title>. <source>Pathogens</source> <volume>11</volume> (<issue>4</issue>), <fpage>395</fpage>. doi: <pub-id pub-id-type="doi">10.3390/pathogens11040395</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Velardo</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Bouziri</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Ad&#xe9;la&#xef;de</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Oliosi</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Layan</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Descamps</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>A cross-sectional study on infectious health risks regarding freshwater sports practice in Brittany, France</article-title>. <source>J. Water Health</source> <volume>20</volume> (<issue>2</issue>), <fpage>356</fpage>&#x2013;<lpage>368</lpage>. doi: <pub-id pub-id-type="doi">10.2166/wh.2022.232</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vincent</surname> <given-names>A. T.</given-names>
</name>
<name>
<surname>Schiettekatte</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Goarant</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Neela</surname> <given-names>V. K.</given-names>
</name>
<name>
<surname>Bernet</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Thibeaux</surname> <given-names>R.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Revisiting the taxonomy and evolution of pathogenicity of the genus Leptospira through the prism of genomics</article-title>. <source>PloS Negl. Trop. Dis.</source> <volume>13</volume> (<issue>5</issue>), <elocation-id>e0007270</elocation-id>. doi: <pub-id pub-id-type="doi">10.1371/journal.pntd.0007270</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Waggoner</surname> <given-names>J. J.</given-names>
</name>
<name>
<surname>Balassiano</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Abeynayake</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Sahoo</surname> <given-names>M. K.</given-names>
</name>
<name>
<surname>Mohamed-Hadley</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>Sensitive real-time PCR detection of pathogenic leptospira spp. and a comparison of nucleic acid amplification methods for the diagnosis of leptospirosis</article-title>. <source>PloS One</source> <volume>9</volume> (<issue>11</issue>), <elocation-id>e112356</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0112356</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="book">
<person-group person-group-type="author">
<collab>World Health Organization</collab>
</person-group> (<year>2003</year>). <source>Human Leptospirosis: Guidance for Diagnosis, Surveillance and Control</source> (<publisher-loc>Geneva</publisher-loc>: <publisher-name>World Health Organization</publisher-name>). Available at: <uri xlink:href="https://apps.who.int/iris/handle/10665/42667">https://apps.who.int/iris/handle/10665/42667</uri>. Report No.: WHO/CDS/CSR/EPH 2002.23.</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zarantonelli</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Suanes</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Meny</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Buroni</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Nieves</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Salaberry</surname> <given-names>X.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Isolation of pathogenic Leptospira strains from naturally infected cattle in Uruguay reveals high serovar diversity, and uncovers a relevant risk for human leptospirosis</article-title>. <source>PloS Negl. Trop. Dis.</source> <volume>12</volume> (<issue>9</issue>), <elocation-id>e0006694</elocation-id>. doi: <pub-id pub-id-type="doi">10.1371/journal.pntd.0006694</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zilber</surname> <given-names>A. L.</given-names>
</name>
<name>
<surname>Picardeau</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Ayral</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Artois</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Demont</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Kodjo</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>High-resolution typing of Leptospira interrogans strains by multispacer sequence typing</article-title>. <source>J. Clin. Microbiol.</source> <volume>52</volume> (<issue>2</issue>), <fpage>564</fpage>&#x2013;<lpage>571</lpage>. doi: <pub-id pub-id-type="doi">10.1128/JCM.02482-13</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>