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<article article-type="research-article" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML">
  <front>
    <journal-meta>
      <journal-id journal-id-type="nlm-ta">Vet World</journal-id>
      <journal-title>Veterinary World</journal-title>
      <issn pub-type="ppub">0972-8988</issn>
      <issn pub-type="epub">2231-0916</issn>
      <publisher>
        <publisher-name>Veterinary World</publisher-name>
        <publisher-loc>New Zealand</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.14202/vetworld.2026.4099-4114</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>RESEARCH ARTICLE</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Epidemiological and molecular characterization of recombinant clade 2.5 lumpy skin disease virus in beef cattle across Thailand</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Sripipattanakul</surname>
            <given-names>Phurida</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Phyu</surname>
            <given-names>Eaint Min</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Nasamran</surname>
            <given-names>Chanakarn</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Chaiyawong</surname>
            <given-names>Supassama</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Puyati</surname>
            <given-names>Bopit</given-names>
          </name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Charoenkul</surname>
            <given-names>Kamonpan</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Amonsin</surname>
            <given-names>Alongkorn</given-names>
          </name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
          <xref ref-type="corresp" rid="cor1">*</xref>
        </contrib>
      </contrib-group>
      <aff id="aff1"><label>1</label>Department of Veterinary Public Health, Faculty of Veterinary Science, Chulalongkorn University, Bangkok 10330, Thailand.</aff>
      <aff id="aff2"><label>2</label>National Institute of Animal Health, Department of Livestock Development, Bangkok 10900, Thailand.</aff>
      <aff id="aff3"><label>3</label>Center of Excellence for Emerging and Re-Emerging Infectious Diseases in Animals, Faculty of Veterinary Science, Chulalongkorn University, Bangkok 10330, Thailand.</aff>
      <author-notes>
        <corresp id="cor1"><bold>Corresponding Author:</bold> Alongkorn Amonsin <bold>E-mail:</bold> <email>alongkorn.a@chula.ac.th</email> <bold>Co-authors:</bold> PS: <email>phurida.spk@gmail.com</email>; EMP: <email>eaintmin062@gmail.com</email>; CN: <email>chanakun_n@hotmail.com</email>; SC: <email>supasama@hotmail.com</email>; BP: <email>bpuyati@gmail.com</email>; KC: <email>kamonpan.c@chula.ac.th</email></corresp>
      </author-notes>
      <pub-date pub-type="epub">
        <day>18</day>
        <month>9</month>
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="ppub">
        <day>30</day>
        <month>9</month>
        <year>2026</year>
      </pub-date>
      <volume>19</volume>
      <issue>9</issue>
      <fpage>4099</fpage>
      <lpage>4114</lpage>
      <history>
        <date date-type="received">
          <day>5</day>
          <month>5</month>
          <year>2026</year>
        </date>
        <date date-type="accepted">
          <day>17</day>
          <month>8</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © Sripipattanakul, et al.</copyright-statement>
        <copyright-year>2026</copyright-year>
        <license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0">
          <p>Open Access. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</p>
        </license>
      </permissions>
      <abstract>
        <title>ABSTRACT</title>
        <sec id="st1">
          <title>Background and Aim:</title>
          <p>Lumpy skin disease (LSD), caused by lumpy skin disease virus (LSDV), is an economically important transboundary cattle disease that emerged in Thailand in 2021. Despite its rapid nationwide spread, comprehensive epidemiological and molecular information on subsequent outbreaks remains limited. This study investigated LSDV occurrence and associated animal-level factors in Thai beef cattle during the 2022 outbreaks and characterized circulating viruses using molecular and phylogenetic analyses.</p>
        </sec>
        <sec id="st2">
          <title>Materials and Methods:</title>
          <p>A cross-sectional study was conducted from July to December 2022 on 208 beef cattle farms across 27 provinces of Thailand. In total, 482 cattle, including clinically affected and asymptomatic animals, were examined, and 523 samples comprising 387 hair and 136 skin lesion samples were collected. LSDV was detected by polymerase chain reaction targeting the <italic>RPO30</italic> gene. Associations between LSDV positivity and epidemiological factors were evaluated using logistic regression. Seventeen representative LSDV-positive samples were selected for <italic>RPO30</italic> and <italic>GPCR</italic> gene sequencing and phylogenetic analysis.</p>
        </sec>
        <sec id="st3">
          <title>Results:</title>
          <p>Overall, 358/482 (74.27%) cattle were LSDV-positive, including 304/405 (75.06%) clinically affected and 54/77 (70.13%) asymptomatic cattle. Weaners and calves had higher odds of LSDV positivity than adults, with adjusted odds ratio (aOR) of 1.89 (95% confidence interval [CI]: 1.02–3.69; p = 0.049) and 1.73 (95% CI: 1.01–3.01; p = 0.048), respectively. Vaccinated cattle had lower odds of positivity than unvaccinated cattle (aOR = 0.62; 95% CI: 0.39–0.98; p = 0.041). Skin lesion samples showed higher positivity (91.91%) than hair samples (69.77%). All 17 characterized Thai LSDVs showed 100% nucleotide identity within the <italic>RPO30</italic> and <italic>GPCR</italic> genes and clustered within recombinant clade 2.5, closely related to strains circulating in China and Southeast Asia. A characteristic 12-bp insertion was identified in the <italic>GPCR</italic> gene.</p>
        </sec>
        <sec id="st4">
          <title>Conclusion:</title>
          <p>The high LSDV positivity in both clinically affected and asymptomatic cattle demonstrates widespread viral circulation during the 2022 outbreaks. Younger age was associated with increased positivity, whereas vaccination was protective. The genetic uniformity and clade 2.5 clustering support regional circulation of closely related recombinant LSDVs. These findings emphasize sustained vaccination, molecular surveillance, animal movement control, and regional cooperation for effective LSD prevention and control.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>beef cattle</kwd>
        <kwd>epidemiology</kwd>
        <kwd>lumpy skin disease</kwd>
        <kwd>molecular characterization</kwd>
        <kwd>phylogenetic analysis</kwd>
        <kwd>recombinant clade 2.5</kwd>
        <kwd>Thailand</kwd>
        <kwd>vaccination</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec1-1" sec-type="intro">
      <title>INTRODUCTION</title>
      <p>Lumpy skin disease (LSD) is a systemic viral disease of cattle caused by lumpy skin disease virus (LSDV), a member of the genus <italic>Capripoxvirus</italic> within the family <italic>Poxviridae</italic> [<xref ref-type="bibr" rid="ref1">1</xref>]. LSD is classified as a notifiable disease by the World Organization for Animal Health (WOAH) and represents a major threat to cattle health and productivity, resulting in substantial economic losses associated with reduced meat and milk production and disruptions to animal trade [<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref3">3</xref>]. LSDV can infect cattle of all ages, sexes, and breeds; however, disease severity tends to be greater in young, lactating, and immunocompromised animals [<xref ref-type="bibr" rid="ref4">4</xref>]. Clinical manifestations commonly include fever, cutaneous edema, enlargement of superficial lymph nodes, and characteristic nodular skin lesions [<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref5">5</xref>]. Subclinical infection is also epidemiologically important because infected cattle without apparent clinical signs may contribute to virus circulation within and between farms [<xref ref-type="bibr" rid="ref6">6</xref>]. LSDV is transmitted predominantly by blood-feeding arthropods, including stable flies and midges, although transmission through direct contact, contaminated fomites, and intrauterine routes has also been reported [<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>].</p>
      <p>LSD was first reported in Zambia in 1929 and subsequently became endemic in Africa before spreading to the Middle East, Europe, and Asia [<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref4">4</xref>]. In 2017, a recombinant vaccine-like LSDV associated with increased virulence was reported in Russia [<xref ref-type="bibr" rid="ref9">9</xref>]. By 2019, LSD outbreaks had been reported in several Asian countries, including Bangladesh, China, and India, followed by further spread throughout Southeast Asia during 2020–2022, affecting Cambodia, Indonesia, Laos, Malaysia, Myanmar, Thailand, and Vietnam. In Thailand, LSD was first detected in March 2021 in Roi Et Province in the northeastern region and subsequently spread rapidly throughout the country [<xref ref-type="bibr" rid="ref10">10</xref>]. By August 2022, the Bureau of Disease Control and Veterinary Services (BDCVS), Department of Livestock Development (DLD), Thailand, had reported LSD in 69 provinces, affecting more than 630,000 cattle on 280,000 farms, with cumulative morbidity and mortality rates of 34.09% and 3.60%, respectively [<xref ref-type="bibr" rid="ref10">10</xref>]. Beef cattle were the livestock group most affected by LSD in Thailand, followed by dairy cattle and buffaloes [<xref ref-type="bibr" rid="ref11">11</xref>]. During 2023–2024, the geographic distribution of LSD expanded further into East Asia, with outbreaks reported in South Korea in 2023 [<xref ref-type="bibr" rid="ref12">12</xref>] and Japan in 2024 [<xref ref-type="bibr" rid="ref13">13</xref>]. The continuing emergence and geographic spread of recombinant vaccine-like LSDV strains therefore represent important challenges to livestock production, disease prevention and control, and food security in Southeast Asia, including Thailand, an important regional beef producer.</p>
      <p>Despite the rapid nationwide spread of LSD following its emergence in Thailand in 2021, comprehensive information integrating the epidemiological characteristics of infection with the molecular characteristics of circulating LSDV strains remains limited. Previous investigations have primarily addressed the early phase of the Thai outbreaks or focused on geographically restricted areas [<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>]. Consequently, the distribution of LSDV positivity across multiple cattle-producing regions, the animal-level factors associated with infection, and the molecular relationships among viruses circulating in geographically separated areas of Thailand remain insufficiently characterized. This information is particularly important because the regional emergence of recombinant LSDV strains raises questions regarding the genetic characteristics and phylogenetic relationships of Thai LSDVs with strains circulating elsewhere in Asia. Furthermore, simultaneous epidemiological and molecular investigation is required to determine whether viruses detected across geographically diverse cattle populations belong to a common circulating lineage and to provide evidence relevant to surveillance and disease control strategies.</p>
      <p>To address these knowledge gaps, a broad cross-sectional investigation encompassing beef cattle farms in 27 provinces across Thailand was conducted during the 2022 LSD outbreaks. The study integrated epidemiological assessment of animal-level factors with molecular detection and phylogenetic characterization of LSDV based on the <italic>RPO30</italic> and <italic>GPCR</italic> genes. This integrated approach enabled evaluation of LSDV infection across multiple geographic regions while providing molecular evidence regarding the genetic relatedness and phylogenetic placement of circulating Thai LSDVs. Such information is needed to improve understanding of LSDV epidemiology in Thailand and to provide a molecular basis for evaluating its relationship with recombinant strains circulating in East and Southeast Asia.</p>
      <p>This study aimed to investigate the epidemiological and molecular characteristics of LSDV circulating in beef cattle during the 2022 outbreaks in Thailand. Specifically, the study aimed to determine LSDV positivity among sampled beef cattle; evaluate associations between LSDV positivity and animal-level factors, including age, sex, clinical status, and vaccination history; characterize representative LSDV-positive samples through sequencing of the <italic>RPO30</italic> and <italic>GPCR</italic> genes; and determine the genetic relationships and phylogenetic placement of Thai LSDVs relative to reference strains from different geographic regions and clades. The findings were intended to provide epidemiological and molecular evidence to support LSD surveillance, vaccination strategies, animal movement management, and future disease control programs in Thailand.</p>
    </sec>
    <sec id="sec1-2" sec-type="materials|methods">
      <title>MATERIALS AND METHODS</title>
      <sec id="sec2-1">
        <title>Ethical approval</title>
        <p>The study protocol was reviewed and approved by the Chulalongkorn University Animal Care and Use Committee (CU-VET IACUC; protocol no. 2031050, 01-09-2021). All animal-related procedures were conducted in accordance with institutional animal welfare requirements and the ARRIVE 2.0 guidelines. Hair and skin lesion samples, including samples from nodules, fistulas, sit-fasts, scabs, and scars, were collected by licensed veterinarians or appropriately trained personnel using procedures intended to minimize unnecessary discomfort to the animals. Before enrollment and sample collection, the study objectives, sampling procedures, and measures for maintaining data confidentiality were explained to the participating cattle farmers. Verbal informed consent was obtained from all participating cattle owners in accordance with the requirements of CU-VET IACUC. Personal protective equipment was used during field sampling to protect personnel and animals, and all data collected during the study were anonymized to protect the identities of participating farmers and animals.</p>
      </sec>
      <sec id="sec2-2">
        <title>Study period and location</title>
        <p>The cross-sectional study was conducted from July to December 2022 on 208 beef cattle farms across 27 provinces representing all regions of Thailand. The study areas comprised Chiang Rai, Phetchabun, Phitsanulok, and Sukhothai in northern Thailand; Ang Thong, Bangkok, Lopburi, Nonthaburi, Phra Nakhon Si Ayutthaya, Saraburi, and Suphanburi in central Thailand; Buri Ram, Chaiyaphum, Khon Kaen, Mukdahan, Roi Et, and Ubon Ratchathani in northeastern Thailand; Sa Kaeo in eastern Thailand; Kanchanaburi, Phetchaburi, Prachuap Khiri Khan, Ratchaburi, and Tak in western Thailand; and Chumphon, Narathiwat, Pattani, and Trang in southern Thailand (<xref ref-type="fig" rid="F1">Figure 1</xref>). The provinces were selected purposively and included areas where LSD outbreaks in beef cattle had previously been reported. The selected provinces were also associated with beef cattle supply chains, including areas adjacent to international cattle movement routes and areas participating in the project to promote beef cattle production throughout the value chain. Participation was coordinated through the DLD network, with the cooperation of provincial livestock personnel [<xref ref-type="bibr" rid="ref14">14</xref>].</p>
        <fig id="F1">
          <label>Figure 1</label>
          <caption>
            <p>Geographic distribution of the 27 provinces in Thailand included in the study and province locations [Source: GADM.org (Https://gadm.org)].</p>
          </caption>
          <graphic xlink:href="Vetworld-19-4099-g001.png"/>
        </fig>
      </sec>
      <sec id="sec2-3">
        <title>Study design and sample collection</title>
        <p>A purposive cross-sectional study design was used to investigate LSDV infection in beef cattle and characterize circulating viral strains. The study integrated epidemiological data collection, conventional polymerase chain reaction (PCR) detection, and Sanger sequencing of the <italic>RPO30</italic> and <italic>GPCR</italic> genes. The minimum sample size was calculated using the single-proportion sample size function for apparent prevalence in EpiTools (Ausvet, Australia). The calculation assumed an expected prevalence of 10%, based on a previous study [<xref ref-type="bibr" rid="ref15">15</xref>], a precision of 5%, a 99% confidence level, and an estimated beef cattle population of 9,756,642 animals in Thailand. The resulting minimum required sample size was 239 cattle; however, 482 cattle were ultimately enrolled.</p>
        <p>Invitations to participate were distributed through the BDCVS to Provincial Livestock Offices nationwide. Provinces that agreed to participate and reported ongoing or recent LSD outbreaks were included. Eligible farms were required to have at least one animal exhibiting clinical signs consistent with LSD, including skin lesions and enlargement of superficial lymph nodes. Sampled cattle were required to have resided on the participating farm for at least 1 month before sample collection. One or more cattle were purposively selected from each farm according to the availability of eligible animals and feasibility of sampling under field conditions. Farms and cattle that did not meet these eligibility criteria were excluded. If the farm did not have animals showing clinical signs, at least one asymptomatic animal was selected.</p>
        <p>A total of 523 samples were collected from 482 beef cattle on 208 farms. These comprised 387 hair samples and 136 skin lesion samples, including nodules, fistulas, sit-fasts, scabs, and scars (<xref ref-type="table" rid="T1">Table 1</xref>). Hair samples were collected by plucking at least 20 hairs with forceps from the skin over suspected lesions. Skin lesion samples of at least 0.5 × 0.5 cm were obtained by biopsy or collected as necropsy tissue. Samples were placed in appropriate collection containers and transported to the laboratory at 4°C within 24 h of collection. Samples were subsequently stored at −20°C until LSDV detection. Animal-level demographic and epidemiological information, including age, sex, clinical signs, and vaccination history, was recorded.</p>
        <table-wrap id="T1" position="float">
          <label>Table 1</label>
          <caption>
            <p>Distribution of beef cattle farms, sampled animals, and sample types across 27 provinces of Thailand.</p>
          </caption>
          <table>
            <thead>
              <tr>
                <th scope="col">
                  <bold>Province</bold>
                </th>
                <th scope="col">
                  <bold>Region</bold>
                </th>
                <th scope="col">
                  <bold>Farms, n</bold>
                </th>
                <th scope="col">
                  <bold>Animals, n</bold>
                </th>
                <th scope="col">
                  <bold>Hair samples, n</bold>
                </th>
                <th scope="col">
                  <bold>Skin lesion samples, n</bold>
                </th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>Chiang Rai</td>
                <td>Northern</td>
                <td>7</td>
                <td>10</td>
                <td>9</td>
                <td>1</td>
              </tr>
              <tr>
                <td>Phetchabun</td>
                <td>Northern</td>
                <td>5</td>
                <td>20</td>
                <td>20</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Phitsanulok</td>
                <td>Northern</td>
                <td>4</td>
                <td>20</td>
                <td>20</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Sukhothai</td>
                <td>Northern</td>
                <td>5</td>
                <td>20</td>
                <td>20</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Ang Thong</td>
                <td>Central</td>
                <td>12</td>
                <td>18</td>
                <td>18</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Bangkok</td>
                <td>Central</td>
                <td>1</td>
                <td>1</td>
                <td>1</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Lop Buri</td>
                <td>Central</td>
                <td>5</td>
                <td>5</td>
                <td>2</td>
                <td>3</td>
              </tr>
              <tr>
                <td>Nonthaburi</td>
                <td>Central</td>
                <td>4</td>
                <td>20</td>
                <td>20</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Phra Nakhon Si Ayutthaya</td>
                <td>Central</td>
                <td>5</td>
                <td>8</td>
                <td>8</td>
                <td>4</td>
              </tr>
              <tr>
                <td>Saraburi</td>
                <td>Central</td>
                <td>4</td>
                <td>13</td>
                <td>13</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Suphan Buri</td>
                <td>Central</td>
                <td>5</td>
                <td>22</td>
                <td>21</td>
                <td>2</td>
              </tr>
              <tr>
                <td>Buri Ram</td>
                <td>Northeastern</td>
                <td>4</td>
                <td>5</td>
                <td>3</td>
                <td>2</td>
              </tr>
              <tr>
                <td>Chaiyaphum</td>
                <td>Northeastern</td>
                <td>15</td>
                <td>30</td>
                <td>22</td>
                <td>15</td>
              </tr>
              <tr>
                <td>Khon Kaen</td>
                <td>Northeastern</td>
                <td>16</td>
                <td>43</td>
                <td>13</td>
                <td>30</td>
              </tr>
              <tr>
                <td>Mukdahan</td>
                <td>Northeastern</td>
                <td>5</td>
                <td>20</td>
                <td>17</td>
                <td>6</td>
              </tr>
              <tr>
                <td>Roi Et</td>
                <td>Northeastern</td>
                <td>22</td>
                <td>22</td>
                <td>6</td>
                <td>16</td>
              </tr>
              <tr>
                <td>Ubon Ratchathani</td>
                <td>Northeastern</td>
                <td>15</td>
                <td>32</td>
                <td>17</td>
                <td>15</td>
              </tr>
              <tr>
                <td>Sa Kaeo</td>
                <td>Eastern</td>
                <td>5</td>
                <td>14</td>
                <td>14</td>
                <td>8</td>
              </tr>
              <tr>
                <td>Kanchanaburi</td>
                <td>Western</td>
                <td>5</td>
                <td>20</td>
                <td>18</td>
                <td>3</td>
              </tr>
              <tr>
                <td>Phetchaburi</td>
                <td>Western</td>
                <td>5</td>
                <td>19</td>
                <td>17</td>
                <td>12</td>
              </tr>
              <tr>
                <td>Prachuap Khiri Khan</td>
                <td>Western</td>
                <td>2</td>
                <td>8</td>
                <td>8</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Ratchaburi</td>
                <td>Western</td>
                <td>23</td>
                <td>39</td>
                <td>27</td>
                <td>16</td>
              </tr>
              <tr>
                <td>Tak</td>
                <td>Western</td>
                <td>1</td>
                <td>20</td>
                <td>20</td>
                <td>1</td>
              </tr>
              <tr>
                <td>Chumphon</td>
                <td>Southern</td>
                <td>7</td>
                <td>20</td>
                <td>20</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Narathiwat</td>
                <td>Southern</td>
                <td>1</td>
                <td>4</td>
                <td>4</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Pattani</td>
                <td>Southern</td>
                <td>20</td>
                <td>20</td>
                <td>20</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Trang</td>
                <td>Southern</td>
                <td>5</td>
                <td>9</td>
                <td>9</td>
                <td>2</td>
              </tr>
              <tr>
                <td>Total</td>
                <td> </td>
                <td>208</td>
                <td>482</td>
                <td>387</td>
                <td>136</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="t1f1">
              <p>A total of 523 samples were obtained from 482 cattle because paired hair and skin lesion samples were collected from 41 animals. – = No sample collected.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec id="sec2-4">
        <title>DNA extraction and LSDV detection</title>
        <p>All samples were pretreated using an Omni Bead Ruptor 12 bead mill homogenizer (Omni International, Kennesaw, GA, USA). Approximately 0.5 cm³ of each skin lesion sample or 10–20 hairs were mixed with 300 µL of phosphate-buffered saline (PBS; pH 7.4) and homogenized according to the manufacturer's instructions. Viral DNA was subsequently extracted from 200 µL of each pretreated sample using the DNA/RNA GENTi™ 32 Automated Nucleic Acid Extraction System (GeneAll Biotechnology Co., Ltd., Seoul, Republic of Korea) according to the manufacturer's instructions. Extracted DNA was stored at −20°C until analysis.</p>
        <p>LSDV was detected using conventional PCR targeting the <italic>RPO30</italic> gene. The forward primer 5′-TCTATGTC TTGATATGTGGTGGTAG-3′ and reverse primer 5′-AGTGATTAGGTGGTGTATTATTTTCC-3′ were used as previously described [<xref ref-type="bibr" rid="ref16">16</xref>]. The assay was performed according to the validated protocol described by Lamien <italic>et al.</italic> [<xref ref-type="bibr" rid="ref16">16</xref>], which had a reported analytical detection limit of 250 copies/mL and high analytical specificity. PCR amplification consisted of initial denaturation at 95°C for 15 min, followed by 40 cycles of denaturation at 94°C for 30 s, annealing at 50°C for 30 s, and extension at 72°C for 30 s, followed by a final extension at 72°C for 5 min. PCR products were analyzed by agarose gel electrophoresis, with an expected amplicon size of 172 bp. A DNA sample previously confirmed as LSDV-positive using a validated PCR assay was included as the positive control in each PCR run, and nuclease-free water served as the no-template negative control. DNA extraction and PCR detection were performed at the Center of Excellence for Emerging and Re-emerging Infectious Diseases in Animals (CUEIDAs), Faculty of Veterinary Science, Chulalongkorn University, Bangkok, Thailand.</p>
      </sec>
      <sec id="sec2-5">
        <title>Characterization of LSDV by <italic>RPO30</italic> and <italic>GPCR</italic> gene sequencing</title>
        <p>For molecular characterization, the <italic>RPO30</italic> and <italic>GPCR</italic> genes of LSDV were amplified by PCR using specific primers with minor modifications to a previously described method [<xref ref-type="bibr" rid="ref5">5</xref>]. Seventeen LSDV-positive samples were selected for sequencing based on DNA quality, geographic location, and collection date. DNA concentration and purity were assessed using a NanoDrop spectrophotometer, with a concentration &gt;20 ng/µL and an A260/A280 ratio &gt;1.80 used as the stated quality criteria.</p>
        <p>Each 50-µL PCR mixture contained 5 µL of viral DNA, 0.4 µM each of the forward and reverse primers, 1× HotStarTaq Plus Master Mix (Qiagen, Valencia, CA, USA), and nuclease-free water to a final volume of 50 µL. Amplification consisted of initial denaturation at 95°C for 15 min, followed by 40 cycles of denaturation at 94°C for 30 s, annealing at 45°C for 30 s, and extension at 72°C for 90 s, followed by a final extension at 72°C for 15 min. PCR products were separated on a 1.5% agarose gel prepared in 0.5× Tris-borate-EDTA (TBE) buffer. A 100-bp GeneRuler DNA ladder (Thermo Scientific) was used to verify product sizes. The expected amplicon sizes were 606 bp for <italic>RPO30</italic> and 1,134 bp for <italic>GPCR</italic>.</p>
        <p>Following electrophoresis, PCR products were purified using the NucleoSpin Gel and PCR Clean-up Kit (Macherey-Nagel, Landsmeer, The Netherlands) according to the manufacturer's instructions and subjected to bidirectional Sanger sequencing by U2Bio (Bangkok, Thailand). Forward and reverse chromatograms were manually inspected, edited, validated, and assembled using SeqMan version 5.03 (DNASTAR Inc., Madison, WI, USA) to generate consensus sequences. Ambiguous nucleotide calls were resolved by comparison of the corresponding forward and reverse reads. Consensus sequences were compared with sequences available in the National Center for Biotechnology Information database using the Basic Local Alignment Search Tool (BLAST) to confirm sequence identity and were subsequently exported in FASTA format for further analysis. The nucleotide sequences generated in this study were deposited in GenBank under accession numbers PZ284682–PZ284715.</p>
      </sec>
      <sec id="sec2-6">
        <title>Phylogenetic and genetic analyses of LSDV</title>
        <p>Phylogenetic analyses were performed by comparing the nucleotide sequences of the <italic>RPO30</italic> and <italic>GPCR</italic> genes generated in this study with reference sequences of members of the genus <italic>Capripoxvirus</italic>, including goatpox virus (GTPV), sheeppox virus (SPPV), and LSDV strains representing different clades and geographic origins in Africa, Asia, and Europe available in GenBank. Phylogenetic trees based on the <italic>RPO30</italic> and <italic>GPCR</italic> sequences were constructed using MEGA version 11.0 with the neighbor-joining method, Kimura two-parameter model, and 1,000 bootstrap replicates. The Kimura two-parameter model was chosen <italic>a priori</italic>.</p>
        <p>For genetic analysis, the <italic>GPCR</italic> nucleotide sequences of Thai LSDVs were aligned with reference LSDV sequences representing clades 1.1, 1.2, 2.1–2.4, and 2.5. Multiple sequence alignment and pairwise nucleotide identity analyses were performed using MEGA version 11.0.</p>
      </sec>
      <sec id="sec2-7">
        <title>Statistical analysis</title>
        <p>Associations between LSDV positivity and animal age, sex, clinical status, and vaccination history were evaluated using individual cattle as the unit of analysis. The statistical model uses individual cattle as the unit of analysis, while farm-level clustering was not considered. Univariable logistic regression and chi-square tests were initially performed. Variables with p &lt; 0.20 in the initial analysis were considered for inclusion in the multivariable logistic regression model. Multivariable logistic regression was subsequently performed to identify factors independently associated with LSDV positivity, and adjusted odds ratio (aOR) with 95% confidence intervals (CIs) were calculated. Statistical significance was established at p &lt; 0.05. Statistical analyses were performed using R software version 4.2 and IBM SPSS Statistics version 29.0.1.0.</p>
      </sec>
    </sec>
    <sec id="sec1-3" sec-type="results">
      <title>RESULTS</title>
      <sec id="sec2-8">
        <title>Epidemiological findings of LSD outbreaks in Thailand in 2022</title>
        <p>Farm characteristics and management practices were assessed using the epidemiological questionnaire, and the findings are presented in <xref ref-type="table" rid="T2">Table 2</xref>. Among the 208 beef cattle farms surveyed, 129 (62.02%) were classified as small farms (1–10 animals/farm), 54 (25.96%) as medium farms (&gt;10 to &lt;30 animals/farm), and 25 (12.02%) as large farms (≥30–277 animals/farm).</p>
        <p>Regarding management actions taken for cattle suspected of LSDV infection (multiple responses were permitted), 200/208 (96.15%) farms reported treating affected cattle with antibiotics. In addition, 13/208 (6.25%) farms reported treatment combined with selling cattle for slaughter, and 8/208 (3.85%) reported treatment combined with selling cattle to another farm. One farm reported all three practices, whereas 8/208 (3.85%) farms reported taking no action.</p>
        <p>For insect control, 58/208 (27.88%) farms reported no control measures, whereas 50/208 (24.04%) used nets only, 22/208 (10.58%) used insecticides only, 26/208 (12.50%) used smoke only, and 1/208 (0.48%) used native herbs only. Multiple insect control methods were used concurrently on 50/208 (24.04%) farms. Regarding farm cleaning, 181/208 (87.02%) farms were reported as always being cleaned, whereas 27/208 (12.98%) were reported as never being cleaned. Soil flooring was used on 169/208 (81.25%) farms, concrete flooring on 21/208 (10.10%), and a combination of soil and concrete flooring on 18/208 (8.65%). New animals had been purchased by 24/208 (11.54%) farms, whereas 184/208 (88.46%) reported no recent animal purchases. In addition, 89/208 (42.79%) farms allowed contact between their cattle and cattle from outside the farm (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
        <table-wrap id="T2" position="float">
          <label>Table 2</label>
          <caption>
            <p>Farm characteristics and management practices during lumpy skin disease outbreaks in Thailand in 2022.</p>
          </caption>
          <table>
            <thead>
              <tr>
                <th scope="col">
                  <bold>Category</bold>
                </th>
                <th scope="col">
                  <bold>Variable</bold>
                </th>
                <th scope="col">
                  <bold>Farms, n (N = 208)</bold>
                </th>
                <th scope="col">
                  <bold>Percentage</bold>
                </th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>Farm size</td>
                <td>Small (1–10 animals)</td>
                <td>129</td>
                <td>62.02</td>
              </tr>
              <tr>
                <td> </td>
                <td>Medium (&gt;10 to &lt;30 animals)</td>
                <td>54</td>
                <td>25.96</td>
              </tr>
              <tr>
                <td> </td>
                <td>Large (≥30–277 animals)</td>
                <td>25</td>
                <td>12.02</td>
              </tr>
              <tr>
                <td>Treatment actionsᵃ</td>
                <td>Treated with antibiotics</td>
                <td>200</td>
                <td>96.15</td>
              </tr>
              <tr>
                <td> </td>
                <td>Treated and sold for slaughter</td>
                <td>13</td>
                <td>6.25</td>
              </tr>
              <tr>
                <td> </td>
                <td>Treated and sold to another farm</td>
                <td>8</td>
                <td>3.85</td>
              </tr>
              <tr>
                <td> </td>
                <td>Performed all three actions</td>
                <td>1</td>
                <td>0.48</td>
              </tr>
              <tr>
                <td> </td>
                <td>Took no action</td>
                <td>8</td>
                <td>3.85</td>
              </tr>
              <tr>
                <td>Insect control</td>
                <td>No measures taken</td>
                <td>58</td>
                <td>27.88</td>
              </tr>
              <tr>
                <td> </td>
                <td>Nets only</td>
                <td>50</td>
                <td>24.04</td>
              </tr>
              <tr>
                <td> </td>
                <td>Insecticides only</td>
                <td>22</td>
                <td>10.58</td>
              </tr>
              <tr>
                <td> </td>
                <td>Smoke only</td>
                <td>26</td>
                <td>12.50</td>
              </tr>
              <tr>
                <td> </td>
                <td>Herbs only</td>
                <td>1</td>
                <td>0.48</td>
              </tr>
              <tr>
                <td> </td>
                <td>Electric insect traps only</td>
                <td>1</td>
                <td>0.48</td>
              </tr>
              <tr>
                <td> </td>
                <td>Multiple methods</td>
                <td>50</td>
                <td>24.04</td>
              </tr>
              <tr>
                <td> </td>
                <td> Nets and insecticides</td>
                <td>24</td>
                <td>11.54</td>
              </tr>
              <tr>
                <td> </td>
                <td> Nets and smoke</td>
                <td>7</td>
                <td>3.37</td>
              </tr>
              <tr>
                <td> </td>
                <td> Nets and electric insect traps</td>
                <td>1</td>
                <td>0.48</td>
              </tr>
              <tr>
                <td> </td>
                <td> Nets, smoke, and insecticides</td>
                <td>4</td>
                <td>1.92</td>
              </tr>
              <tr>
                <td> </td>
                <td> Insecticides and smoke</td>
                <td>12</td>
                <td>5.77</td>
              </tr>
              <tr>
                <td> </td>
                <td> Insecticides and herbs</td>
                <td>2</td>
                <td>0.96</td>
              </tr>
              <tr>
                <td>Farm cleaning</td>
                <td>Always clean</td>
                <td>181</td>
                <td>87.02</td>
              </tr>
              <tr>
                <td> </td>
                <td>Never clean</td>
                <td>27</td>
                <td>12.98</td>
              </tr>
              <tr>
                <td>Flooring type</td>
                <td>Soil flooring</td>
                <td>169</td>
                <td>81.25</td>
              </tr>
              <tr>
                <td> </td>
                <td>Concrete flooring</td>
                <td>21</td>
                <td>10.10</td>
              </tr>
              <tr>
                <td> </td>
                <td>Both types</td>
                <td>18</td>
                <td>8.65</td>
              </tr>
              <tr>
                <td>Purchasing new animals</td>
                <td>Yes</td>
                <td>24</td>
                <td>11.54</td>
              </tr>
              <tr>
                <td> </td>
                <td>No</td>
                <td>184</td>
                <td>88.46</td>
              </tr>
              <tr>
                <td>Contact with outside cattle</td>
                <td>Yes</td>
                <td>89</td>
                <td>42.79</td>
              </tr>
              <tr>
                <td> </td>
                <td>No</td>
                <td>119</td>
                <td>57.21</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="t2f1">
              <p>ᵃTreatment-action categories were not mutually exclusive; individual farms could report more than one action. Antibiotics are used when secondary bacterial infections are suspected or confirmed.</p>
            </fn>
            <fn id="t2f2">
              <p><sup>b </sup>Farm cleaning: Tap water and disinfectant were used for farm cleaning. </p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec id="sec2-9">
        <title>Occurrence and factors associated with LSDV positivity</title>
        <p>Among the 482 cattle sampled from 208 farms across 27 provinces, 405 (84.02%) exhibited clinical signs at the time of sampling, whereas 77 (15.98%) showed no apparent clinical signs. Clinical manifestations included skin nodules with or without sit-fasts and scabs, fistulas, scars, nasal and/or ocular discharge, edema, and systemic signs (<xref ref-type="fig" rid="F2">Figure 2</xref>). The most frequently recorded clinical manifestations were skin nodules with scabs (80.95%), followed by scars (25.56%), systemic signs (6.27%), fistulas (3.26%), edema (3.26%), and nasal and/or ocular discharge (2.76%). Individual cattle could exhibit more than one clinical manifestation. The reported duration until recovery from clinical signs ranged from 1 to 6 months, with an average of 2 months (Supplementary Table 1).</p>
        <fig id="F2">
          <label>Figure 2</label>
          <caption>
            <p>Clinical manifestations of LSD in cattle. (A) Nodules, subcutaneous edema, and ocular and nasal discharge; (B) fistula formation; (C) nodule with a sit-fast lesion; (D) scab and scar formation; and (E) lateral recumbency accompanied by fever, dyspnea, and nodular lesions. LSD = Lumpy skin disease.</p>
          </caption>
          <graphic xlink:href="Vetworld-19-4099-g002.png"/>
        </fig>
        <p>Overall, 358/482 (74.27%) cattle tested positive for LSDV. Among cattle exhibiting clinical signs, 304/405 (75.06%) were LSDV-positive, compared with 54/77 (70.13%) cattle without apparent clinical signs. According to age group, LSDV positivity was highest among weaners (&gt;6 to &lt;12 months), at 82.35% (70/85), followed by calves (&lt;6 months), at 81.20% (108/133), and adults (≥12 months), at 68.18% (180/264). Positivity was 75.65% (146/193) among males and 73.36% (212/289) among females. According to vaccination status, LSDV positivity was 79.30% (226/285) among unvaccinated cattle, 65.70% (113/172) among vaccinated cattle, and 76.00% (19/25) among cattle with unknown vaccination status.</p>
        <p>Multivariable logistic regression identified age and vaccination status as factors significantly associated with LSDV positivity (p &lt; 0.05; <xref ref-type="table" rid="T3">Table 3</xref>). Compared with adult cattle (≥12 months), weaners (&gt;6 to &lt;12 months) had 1.89-fold higher adjusted odds of LSDV positivity (aOR = 1.89; 95% CI: 1.02–3.69; p = 0.049), whereas calves (≤6 months) had 1.73-fold higher aOR (1.73; 95% CI: 1.01–3.01; p = 0.048). Vaccinated cattle had lower adjusted odds of LSDV positivity than unvaccinated cattle (aOR = 0.62; 95% CI: 0.39–0.98; p = 0.041).</p>
        <p>At the sample level, 270/387 (69.77%) hair samples and 125/136 (91.91%) skin lesion samples tested positive for LSDV. The chi-square test showed a significant association between sample type and LSDV detection (χ² = 25.51, p &lt; 0.05). Univariable logistic regression further showed that skin lesion samples had higher odds of testing positive than hair samples (OR = 4.92; 95% CI: 2.56–9.47; p &lt; 0.05) (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
      </sec>
      <sec id="sec2-10">
        <title><italic>RPO30</italic> and <italic>GPCR</italic> gene sequences and phylogenetic analysis</title>
        <p>The <italic>RPO30</italic> and <italic>GPCR</italic> sequences generated from 17 Thai LSDV-positive samples were compared with reference sequences representing members of the genus <italic>Capripoxvirus</italic> from different geographic regions and collection periods. Pairwise sequence analysis showed 100% nucleotide identity among all 17 Thai LSDVs for both the <italic>RPO30</italic> and <italic>GPCR</italic> genes.</p>
        <table-wrap id="T3" position="float">
          <label>Table 3</label>
          <caption>
            <p>Chi-square and logistic regression analyses of factors associated with LSDV positivity in beef cattle.</p>
          </caption>
          <table>
            <thead>
              <tr>
                <th scope="col">
                  <bold>Variable</bold>
                </th>
                <th scope="col">
                  <bold>Tested, n</bold>
                </th>
                <th scope="col">
                  <bold>LSDV-positive, n (%)</bold>
                </th>
                <th scope="col">
                  <bold>χ² (</bold>
                  <bold>df</bold>
                  <bold>)</bold>
                </th>
                <th scope="col">
                  <bold>p</bold>
                  <bold>-value</bold>
                </th>
                <th scope="col">
                  <bold>Crude OR</bold>
                </th>
                <th scope="col">
                  <bold>95% CI</bold>
                </th>
                <th scope="col">
                  <bold>p-value</bold>
                </th>
                <th scope="col">
                  <bold>aOR</bold>
                </th>
                <th scope="col">
                  <bold>95% CI</bold>
                </th>
                <th scope="col">
                  <bold>p-value</bold>
                </th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>Age</td>
                <td> </td>
                <td> </td>
                <td>11.37 (2)</td>
                <td>0.003</td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>Adult (≥12 months)</td>
                <td>264</td>
                <td>180 (68.18)</td>
                <td> </td>
                <td> </td>
                <td>Ref.</td>
                <td> </td>
                <td> </td>
                <td>Ref.</td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>Weaner (&gt;6 to &lt;12 months)</td>
                <td>85</td>
                <td>70 (82.35)</td>
                <td> </td>
                <td> </td>
                <td>2.18</td>
                <td>1.18–4.03</td>
                <td>0.013</td>
                <td>1.89</td>
                <td>1.02–3.69</td>
                <td>0.049</td>
              </tr>
              <tr>
                <td>Calf (≤6 months)</td>
                <td>133</td>
                <td>108 (81.20)</td>
                <td> </td>
                <td> </td>
                <td>2.02</td>
                <td>1.21–3.34</td>
                <td>0.007</td>
                <td>1.73</td>
                <td>1.01–3.01</td>
                <td>0.048</td>
              </tr>
              <tr>
                <td>Sex</td>
                <td> </td>
                <td> </td>
                <td>0.21 (1)</td>
                <td>0.647</td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>Male</td>
                <td>193</td>
                <td>146 (75.65)</td>
                <td> </td>
                <td> </td>
                <td>Ref.</td>
                <td> </td>
                <td> </td>
                <td>–</td>
                <td>–</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Female</td>
                <td>289</td>
                <td>212 (73.36)</td>
                <td> </td>
                <td> </td>
                <td>0.89</td>
                <td>0.58–1.34</td>
                <td>0.573</td>
                <td>–</td>
                <td>–</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Clinical status</td>
                <td> </td>
                <td> </td>
                <td>0.58 (1)</td>
                <td>0.441</td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>Without clinical signs</td>
                <td>77</td>
                <td>54 (70.13)</td>
                <td> </td>
                <td> </td>
                <td>Ref.</td>
                <td> </td>
                <td> </td>
                <td>–</td>
                <td>–</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Clinical signs</td>
                <td>405</td>
                <td>304 (75.06)</td>
                <td> </td>
                <td> </td>
                <td>1.28</td>
                <td>0.75–2.19</td>
                <td>0.365</td>
                <td>–</td>
                <td>–</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Vaccination status</td>
                <td> </td>
                <td> </td>
                <td>10.42 (2)</td>
                <td>0.005</td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>Unvaccinated</td>
                <td>285</td>
                <td>226 (79.30)</td>
                <td> </td>
                <td> </td>
                <td>Ref.</td>
                <td> </td>
                <td> </td>
                <td>Ref.</td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>Vaccinated</td>
                <td>172</td>
                <td>113 (65.70)</td>
                <td> </td>
                <td> </td>
                <td>0.50</td>
                <td>0.33–0.77</td>
                <td>0.001</td>
                <td>0.62</td>
                <td>0.39–0.98</td>
                <td>0.041</td>
              </tr>
              <tr>
                <td>Unknown</td>
                <td>25</td>
                <td>19 (76.00)</td>
                <td> </td>
                <td> </td>
                <td>0.83</td>
                <td>0.32–2.16</td>
                <td>0.698</td>
                <td>1.11</td>
                <td>0.45–2.23</td>
                <td>0.837</td>
              </tr>
              <tr>
                <td>Sample typeᵃ</td>
                <td> </td>
                <td> </td>
                <td>25.51 (1)</td>
                <td>&lt;0.001</td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>Hair</td>
                <td>387</td>
                <td>270 (69.77)</td>
                <td> </td>
                <td> </td>
                <td>Ref.</td>
                <td> </td>
                <td> </td>
                <td>–</td>
                <td>–</td>
                <td>–</td>
              </tr>
              <tr>
                <td>Skin lesion</td>
                <td>136</td>
                <td>125 (91.91)</td>
                <td> </td>
                <td> </td>
                <td>4.92</td>
                <td>2.56–9.47</td>
                <td>&lt;0.001</td>
                <td>–</td>
                <td>–</td>
                <td>–</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="t3f1">
              <p>ᵃPaired hair and skin lesion samples were collected from 41 cattle. A total of 523 samples were analyzed, of which 395 (75.53%) were LSDV-positive. Variables considered for inclusion in the multivariable logistic regression model were age and vaccination status. aOR = Adjusted odds ratio; CI = Confidence interval; LSDV = Lumpy skin disease virus; OR = Odds ratio; Ref. = Reference category; – = Not included in the multivariable model; the variable with p&lt;0.20 is included in the multivariable analysis. Statistical significance was set at p &lt; 0.05.</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>For the <italic>RPO30</italic> gene, the Thai LSDVs shared 100% nucleotide identity with representative field strains from China, Indonesia, Hong Kong, Vietnam, and previously reported Thai LSDVs. In comparison, they shared 99.67% nucleotide identity with the classical Neethling and KSGP-O240 vaccine strains. For the <italic>GPCR</italic> gene, the Thai LSDVs shared 100% nucleotide identity with representative strains from Indonesia, Hong Kong, Thailand, and Vietnam, 99.91% identity with the representative Chinese strain, and 98.83% identity with the classical Neethling and KSGP-O240 vaccine strains.</p>
        <p>Phylogenetic analyses based on the <italic>RPO30</italic> and <italic>GPCR</italic> genes separated the analyzed LSDV reference strains into two major clades, clades 1 and 2, with additional subclades within each major group. In the <italic>RPO30</italic>-based phylogenetic tree, the Thai LSDVs clustered within clade 2.5 together with field strains from China (Xinjiang/19; OP508345), Hong Kong (Hong Kong/20; MW732649), Indonesia (A04224595/22; PQ037207), Thailand (YST/21; OM033705), and Vietnam (Bang-Thanh/20; MZ577076) (<xref ref-type="fig" rid="F3">Figure 3</xref>). Similarly, phylogenetic analysis of the <italic>GPCR</italic> gene placed the Thai LSDVs within clade 2.5 together with LSDVs reported from China, Hong Kong, Indonesia, Thailand, and Vietnam (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
        <p>Multiple sequence alignment of the <italic>GPCR</italic> gene showed that the Thai LSDV sequences were identical and contained a 12-nucleotide insertion (AGCACAATTCTC) at positions 94–105. A corresponding 12-nucleotide insertion was also present in LSDVs belonging to clade 1.1, some clade 1.2 viruses reported from Bangladesh and Kenya, and recombinant LSDV strains belonging to clades 2.1–2.5. In contrast, this insertion was absent from the analyzed wild-type subclade 1.2 LSDVs originating from Africa, the Middle East, and Europe. Among the analyzed subclade 1.2 viruses, the insertion was present in subclade 1.2.2 strains from India but absent from subclade 1.2.1 strains from Africa, the Middle East, Europe, Russia, and Kazakhstan (<xref ref-type="table" rid="T4">Table 4</xref> and <xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
      </sec>
    </sec>
    <sec id="sec1-4" sec-type="discussion">
      <title>DISCUSSION</title>
      <sec id="sec2-11">
        <title>Epidemiological characteristics and factors associated with LSDV positivity</title>
        <p>This study provides epidemiological and molecular information on LSDV circulation in beef cattle in Thailand during 2022, approximately 1 year after the first reported outbreak in the country. The overall LSDV positivity among sampled cattle, determined by conventional PCR targeting the <italic>RPO30</italic> gene, was 74.27%. Skin lesion samples yielded a substantially higher positivity rate (91.91%) than hair samples (69.77%). Comparable positivity rates in skin lesion samples have been reported previously in Thailand and Bangladesh, at 92.79% and 83.89%, respectively [<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref18">18</xref>], whereas another study in Thailand reported an overall LSDV positivity rate of 70.13% [<xref ref-type="bibr" rid="ref11">11</xref>]. Differences among studies may reflect variation in study populations, outbreak stage, sample type, sampling strategy, and diagnostic approaches; however, these factors cannot be evaluated directly from the present dataset.</p>
        <p>Age and vaccination status were significantly associated with LSDV positivity. Weaners (&gt;6 to &lt;12 months) and calves (≤6 months) had higher adjusted odds of LSDV positivity than adult cattle (≥12 months). Similar age-related patterns have been reported previously [<xref ref-type="bibr" rid="ref19">19</xref>]. Although differences in immune status may contribute to greater susceptibility among younger animals, the present study did not directly assess immune competence, maternally derived antibodies, or individual immunological status. Therefore, the biological mechanisms underlying the observed age association cannot be established from these data.</p>
        <fig id="F3">
          <label>Figure 3</label>
          <caption>
            <p>Neighbor-joining phylogenetic tree based on the <italic>RPO30</italic> gene sequences of Thai LSDVs and representative <italic>Capripoxvirus</italic> reference strains. The tree was constructed using MEGA version 11 with the neighbor-joining method, Kimura two-parameter model, and 1,000 bootstrap replicates. Bootstrap support values are shown at the nodes. GTPV and SPPV sequences were used as outgroups to root the tree. The scale bar indicates the number of nucleotide substitutions per site. Black circles indicate Thai LSDVs identified in this study. GTPV = Goatpox virus; LSDV = Lumpy skin disease virus; SPPV = Sheeppox virus.</p>
          </caption>
          <graphic xlink:href="Vetworld-19-4099-g003.png"/>
        </fig>
        <p>Vaccinated cattle had lower adjusted odds of LSDV positivity than unvaccinated cattle (aOR = 0.62), supporting an association between vaccination and reduced likelihood of LSDV detection. This finding reinforces the importance of vaccination as a component of LSD prevention and control. Nevertheless, because the study was cross-sectional and information on vaccine type, number of doses, timing of vaccination relative to exposure, and post-vaccination immune response was not incorporated into the reported analysis, vaccine effectiveness should not be inferred directly from the observed odds ratio.</p>
      </sec>
      <sec id="sec2-12">
        <title>Diagnostic value of skin lesion and hair samples</title>
        <p>Skin lesion samples demonstrated a higher LSDV positivity rate than hair samples, with 91.91% of skin samples and 69.77% of hair samples testing positive. Univariable analysis further showed that skin lesion samples had higher odds of LSDV detection than hair samples. This finding is consistent with the well-established suitability of skin lesions for molecular detection of LSDV during clinical disease [<xref ref-type="bibr" rid="ref15">15</xref>]. However, hair samples also yielded a substantial proportion of positive results, indicating their potential utility as an alternative specimen type under field conditions.</p>
        <fig id="F4">
          <label>Figure 4</label>
          <caption>
            <p>Neighbor-joining phylogenetic tree based on the <italic>GPCR</italic> gene sequences of Thai LSDVs and representative <italic>Capripoxvirus</italic> reference strains. The tree was constructed using MEGA version 11 with the neighbor-joining method, Kimura two-parameter model, and 1,000 bootstrap replicates. Bootstrap support values are shown at the nodes. GTPV and SPPV sequences were used as outgroups to root the tree. The scale bar indicates the number of nucleotide substitutions per site. Black circles indicate Thai LSDVs identified in this study. GPCR = G protein-coupled receptor; GTPV = Goatpox virus; LSDV = Lumpy skin disease virus; SPPV = Sheeppox virus.</p>
          </caption>
          <graphic xlink:href="Vetworld-19-4099-g004.png"/>
        </fig>
        <table-wrap id="T4" position="float">
          <label>Table 4</label>
          <caption>
            <p>Characteristics of Thai LSDVs analyzed in this study and reference LSDV strains used for GPCR and RPO30 sequence analyses.</p>
          </caption>
          <table>
            <thead>
              <tr>
                <th scope="col">
                  <bold>Virus</bold>
                </th>
                <th scope="col">
                  <bold>Date</bold>
                </th>
                <th scope="col">
                  <bold>Age</bold>
                </th>
                <th scope="col">
                  <bold>Province/</bold>
                  <break/>
                  <bold>country</bold>
                </th>
                <th scope="col">
                  <bold>Clade*</bold>
                </th>
                <th scope="col">
                  <bold>
                    <italic>GPCR</italic>
                  </bold>
                  <bold> insertion (positions 94–105)</bold>
                </th>
                <th scope="col">
                  <bold>GenBank accession no. </bold>
                  <break/>
                  <bold>(</bold>
                  <bold>
                    <italic>GPCR</italic>
                  </bold>
                  <bold>, </bold>
                  <bold>
                    <italic>RPO30</italic>
                  </bold>
                  <bold>, or WGS)</bold>
                </th>
              </tr>
            </thead>
            <tbody>
              <tr>
                <td>Reference viruses</td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>LSDV/South Africa/Haden/RSA/LSDV17/1954</td>
                <td>1954</td>
                <td>N/A</td>
                <td>South Africa</td>
                <td>1.1</td>
                <td>12-bp insertion</td>
                <td>FJ869376.1, GU119937.1</td>
              </tr>
              <tr>
                <td>LSD/South Africa/Neethling (Vaccine)</td>
                <td>1959</td>
                <td>N/A</td>
                <td>South Africa</td>
                <td>1.1</td>
                <td>12-bp insertion</td>
                <td>AF409138.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/Egypt/Egy/2011</td>
                <td>2011</td>
                <td>N/A</td>
                <td>Egypt</td>
                <td>1.2</td>
                <td>No insertion</td>
                <td>KP071937.1</td>
              </tr>
              <tr>
                <td>LSDV/Ethiopia/Andassa/B04/2012</td>
                <td>Oct 2012</td>
                <td>N/A</td>
                <td>Ethiopia</td>
                <td>1.2</td>
                <td>No insertion</td>
                <td>KP663694.1, KP663671.1</td>
              </tr>
              <tr>
                <th scope="col">LSDV/Egypt/Menoufia-AHRI-21/2019</th>
                <th scope="col">2019</th>
                <th scope="col">N/A</th>
                <th scope="col">Egypt</th>
                <th scope="col">1.2</th>
                <th scope="col">No insertion</th>
                <th scope="col">MN271744.1</th>
              </tr>
              <tr>
                <td>LSDV/Syria/LSD-7/2020</td>
                <td>Jul 2020</td>
                <td>N/A</td>
                <td>Syria</td>
                <td>1.2</td>
                <td>No insertion</td>
                <td>MW344046.1</td>
              </tr>
              <tr>
                <td>LSDV/Botswana/BOT_BOV/246/2019</td>
                <td>2019</td>
                <td>N/A</td>
                <td>Botswana</td>
                <td>1.2</td>
                <td>No insertion</td>
                <td>MW748479.1, MW748476.1</td>
              </tr>
              <tr>
                <td>LSDV/Turkey/Sivas/0114/2014</td>
                <td>Jan 2014</td>
                <td>N/A</td>
                <td>Turkey</td>
                <td>1.2</td>
                <td>No insertion</td>
                <td>KJ462779.1, KJ462780.1</td>
              </tr>
              <tr>
                <td>LSDV/Egypt/Ismailia/LSDV18/1989</td>
                <td>1989</td>
                <td>N/A</td>
                <td>Egypt</td>
                <td>1.2</td>
                <td>No insertion</td>
                <td>FJ869377.1, GU119947.1</td>
              </tr>
              <tr>
                <td>LSDV/Bangladesh/BAN_Pabna/2019</td>
                <td>Sep 2019</td>
                <td>N/A</td>
                <td>Bangladesh</td>
                <td>1.2</td>
                <td>12-bp insertion</td>
                <td>MT448701.1, MT448696.1</td>
              </tr>
              <tr>
                <td>LSDV/Kenya/KSGP-O240 (Vaccine)</td>
                <td>1974</td>
                <td>N/A</td>
                <td>Kenya</td>
                <td>1.2</td>
                <td>12-bp insertion</td>
                <td>KX683291.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/Kenya/Neethling-2490</td>
                <td>1958</td>
                <td>N/A</td>
                <td>Kenya</td>
                <td>1.2</td>
                <td>12-bp insertion</td>
                <td>AF325528.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/Russia/Dergachevskyi/2017</td>
                <td>Jun 2017</td>
                <td>N/A</td>
                <td>Russia</td>
                <td>2.1</td>
                <td>12-bp insertion</td>
                <td>MH029290.1</td>
              </tr>
              <tr>
                <td>LSDV/Russia/Saratov/2017</td>
                <td>2017</td>
                <td>N/A</td>
                <td>Russia</td>
                <td>2.1</td>
                <td>12-bp insertion</td>
                <td>MH646674.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/Russia/Udmurtiya/2019</td>
                <td>Mar 2019</td>
                <td>N/A</td>
                <td>Russia</td>
                <td>2.2</td>
                <td>12-bp insertion</td>
                <td>MT134042.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/Kazakhstan/KZ-Kostanay/2018</td>
                <td>Sep 2018</td>
                <td>N/A</td>
                <td>Kazakhstan</td>
                <td>2.3</td>
                <td>12-bp insertion</td>
                <td>MT992618.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/Russia/Tyumen/2019</td>
                <td>2019</td>
                <td>N/A</td>
                <td>Russia</td>
                <td>2.4</td>
                <td>12-bp insertion</td>
                <td>OL542833.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/China/GD01/2020</td>
                <td>2020</td>
                <td>N/A</td>
                <td>China</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>MW355944.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/China/Xinjiang/2019</td>
                <td>Oct 2019</td>
                <td>N/A</td>
                <td>China</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>MN598006.1, MN598007.1</td>
              </tr>
              <tr>
                <td>LSDV/Vietnam/Bang-Thanh/20L81/2020</td>
                <td>Nov 2020</td>
                <td>N/A</td>
                <td>Vietnam</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>MZ577076.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/Indonesia/A04224595/2022</td>
                <td>Oct 2022</td>
                <td>N/A</td>
                <td>Indonesia</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PQ037207.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/Hong Kong/2020</td>
                <td>Dec 2020</td>
                <td>N/A</td>
                <td>Hong Kong</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>MW732649.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/Thailand/YST/2021</td>
                <td>Apr 2021</td>
                <td>N/A</td>
                <td>Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>OM033705.1 (WGS)</td>
              </tr>
              <tr>
                <td>LSDV/Thailand/Maha Sarakham/3/2021</td>
                <td>Nov 2021</td>
                <td>N/A</td>
                <td>Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>ON184045.1</td>
              </tr>
              <tr>
                <td>LSDV/Thailand/Ubon Ratchathani/10/2021</td>
                <td>Jul 2021</td>
                <td>N/A</td>
                <td>Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>ON184049.1</td>
              </tr>
              <tr>
                <td>Viruses characterized in this study</td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
                <td> </td>
              </tr>
              <tr>
                <td>CU29157</td>
                <td>Jul 2022</td>
                <td><bold>≥</bold>12 months</td>
                <td>Sa Kaeo, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284682(GPCR), PZ284683(RPO30)</td>
              </tr>
              <tr>
                <td>CU29377</td>
                <td>Aug 2022</td>
                <td><bold>≥</bold>12 months</td>
                <td>Phetchaburi, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284684(GPCR), PZ284685(RPO30)</td>
              </tr>
              <tr>
                <td>CU29669</td>
                <td>Aug 2022</td>
                <td>≤6 months</td>
                <td>Chaiyaphum, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284686(GPCR), PZ284687(RPO30)</td>
              </tr>
              <tr>
                <td>CU29775</td>
                <td>Sep 2022</td>
                <td>&gt;6–&lt;12 months</td>
                <td>Saraburi, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284688(GPCR), PZ284689(RPO30)</td>
              </tr>
              <tr>
                <td>CU29968</td>
                <td>Sep 2022</td>
                <td>&gt;6–&lt;12 months</td>
                <td>Suphan Buri, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284690(GPCR), PZ284691(RPO30)</td>
              </tr>
              <tr>
                <td>CU29986</td>
                <td>Jul 2022</td>
                <td><bold>≥</bold>12 months</td>
                <td>Ratchaburi, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284692(GPCR), PZ284693(RPO30)</td>
              </tr>
              <tr>
                <td>CU30160</td>
                <td>Sep 2022</td>
                <td>≤6 months</td>
                <td>Kanchanaburi, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284694(GPCR), PZ284695(RPO30)</td>
              </tr>
              <tr>
                <td>CU30230</td>
                <td>Sep 2022</td>
                <td>≤6 months</td>
                <td>Lop Buri, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284696(GPCR), PZ284697(RPO30)</td>
              </tr>
              <tr>
                <td>CU31033</td>
                <td>Nov 2022</td>
                <td>&gt;6–&lt;12 months</td>
                <td>Chiang Rai, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284698(GPCR), PZ284699(RPO30)</td>
              </tr>
              <tr>
                <td>CU31535</td>
                <td>Dec 2022</td>
                <td>≤6 months</td>
                <td>Buri Ram, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284700(GPCR), PZ284701(RPO30)</td>
              </tr>
              <tr>
                <td>CU30121</td>
                <td>Sep 2022</td>
                <td><bold>≥</bold>12 months</td>
                <td>Nonthaburi, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284702(GPCR), PZ284703(RPO30)</td>
              </tr>
              <tr>
                <td>CU30272</td>
                <td>Sep 2022</td>
                <td>≤6 months</td>
                <td>Khon Kaen, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284704(GPCR), PZ284705(RPO30)</td>
              </tr>
              <tr>
                <td>CU30708</td>
                <td>Oct 2022</td>
                <td>≤6 months</td>
                <td>Ubon Ratchathani, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284706(GPCR), PZ284707(RPO30)</td>
              </tr>
              <tr>
                <td>CU30715</td>
                <td>Sep 2022</td>
                <td>≤6 months</td>
                <td>Mukdahan, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284708(GPCR), PZ284709(RPO30)</td>
              </tr>
              <tr>
                <td>CU31154</td>
                <td>Sep 2022</td>
                <td>&gt;6–&lt;12 months</td>
                <td>Roi Et, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284710(GPCR), PZ284711(RPO30)</td>
              </tr>
              <tr>
                <td>CU30713</td>
                <td>Nov 2022</td>
                <td>≤6 months</td>
                <td>Bangkok, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284712(GPCR), PZ284713(RPO30)</td>
              </tr>
              <tr>
                <td>CU30807</td>
                <td>Nov 2022</td>
                <td><bold>≥</bold>12 months</td>
                <td>Sukhothai, Thailand</td>
                <td>2.5</td>
                <td>12-bp insertion</td>
                <td>PZ284714(GPCR), PZ284715(RPO30)</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="t4f1">
              <p><italic>GPCR</italic> = G protein-coupled receptor gene; LSDV = Lumpy skin disease virus; N/A = Not applicable; <italic>RPO30</italic> = RNA polymerase 30-kDa subunit gene; WGS = Whole-genome sequence. The 12-bp <italic>GPCR</italic> insertion corresponds to positions 94–105 in the alignment used in this study.</p>
            </fn>
            <fn id="t4f2">
              <p>*Clade classification: LSDV strains have been classified using whole-genome sequences and commonly analyzed genetic markers, including <italic>GPCR</italic> and <italic>RPO30</italic> [<xref ref-type="bibr" rid="ref3">3</xref>]. </p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>Hair samples were collected by plucking hairs to include the roots, where detectable viral material may be present [<xref ref-type="bibr" rid="ref15">15</xref>]. Compared with skin biopsy, hair collection is less invasive and may be more practical for repeated or large-scale field sampling. Importantly, LSDV was also detected among cattle without apparent clinical signs, suggesting that hair or other minimally invasive samples may have value when lesion material is unavailable. Nevertheless, the present study did not directly evaluate diagnostic sensitivity, specificity, agreement between paired hair and skin samples, or animal-level paired performance. Therefore, the findings support the potential practical utility of hair samples but do not establish equivalence with skin lesion sampling.</p>
        <fig id="F5">
          <label>Figure 5</label>
          <caption>
            <p>Multiple sequence alignment of the <italic>GPCR</italic> gene showing the 12-bp insertion at nucleotide positions 94–105 among Thai LSDVs and representative reference strains. GPCR = G protein-coupled receptor; LSDV = Lumpy skin disease virus. Reference sequence for multiple sequence alignment: LSDV/South Africa/Haden/RSA/LSDV17/1954.</p>
          </caption>
          <graphic xlink:href="Vetworld-19-4099-g005.png"/>
        </fig>
      </sec>
      <sec id="sec2-13">
        <title>Farm management practices during LSD outbreaks</title>
        <p>Several farm management practices observed during the outbreaks warrant attention. Approximately 28% of farms reported no insect control measures, despite the recognized role of blood-feeding arthropods in LSDV transmission. Strengthening vector control practices may therefore be relevant to integrated outbreak management, particularly during periods of high vector abundance.</p>
        <p>Antibiotic administration was reported on approximately 96% of surveyed farms. Because antibiotics do not act against LSDV, their use would generally be relevant only when secondary bacterial infections are suspected or confirmed. The present study did not record antibiotic classes, indications, dosages, treatment duration, withdrawal-period compliance, or veterinary prescription practices. Therefore, inappropriate antimicrobial use or withdrawal-period violations cannot be concluded from these data. Nevertheless, the high frequency of reported antibiotic administration highlights the need for further investigation of antimicrobial use practices during LSD outbreaks and for appropriate veterinary guidance regarding secondary bacterial complications and food-animal withdrawal requirements [<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref19">19</xref>].</p>
      </sec>
      <sec id="sec2-14">
        <title>Molecular characteristics and phylogenetic placement of Thai LSDVs</title>
        <p>LSDV strains have been classified into major phylogenetic clades using whole-genome sequences and commonly analyzed genetic markers, including <italic>GPCR</italic> and <italic>RPO30</italic>. Clade 1 includes clades 1.1 and 1.2. Clade 1.1, corresponding to Neethling-type viruses, includes classical vaccine-associated strains reported predominantly from sub-Saharan Africa. Clade 1.2, including Kenya/KSGP-type viruses, comprises field strains reported from Africa, Europe, and Asia and has been further divided into subclades 1.2.1, 1.2.2, and 1.2.3. Subclade 1.2.1 has been associated with outbreaks in the Middle East and Europe, including Balkan and Russian wild-type strains; subclade 1.2.2 includes Kenya-like strains reported in India and Bangladesh; and subclade 1.2.3 includes recently characterized strains reported from West and Central Africa. In contrast, clade 2 comprises recombinant viruses containing genomic regions derived from wild-type and vaccine-like LSDVs. Clades 2.1–2.4 have been reported mainly from Russia and Kazakhstan, whereas clade 2.5 has been reported in East and Southeast Asia, including China, Thailand, and Vietnam [<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref17">17</xref>].</p>
        <p>Phylogenetic analyses based on the <italic>RPO30</italic> and <italic>GPCR</italic> genes are commonly used for molecular characterization and evolutionary investigation of LSDV [<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref20">20</xref>]. In the present study, all 17 characterized Thai LSDVs clustered within clade 2.5 based on both gene regions, together with viruses reported from China, Hong Kong, Indonesia, Thailand, and Vietnam [<xref ref-type="bibr" rid="ref21">21</xref>]. The analyzed Thai sequences also showed complete nucleotide identity with one another in both <italic>RPO30</italic> and <italic>GPCR</italic>, indicating high sequence conservation across these two loci among the sampled viruses. However, because only two gene regions were analyzed, these findings should not be interpreted as evidence of genome-wide genetic stability.</p>
        <p>The clustering of Thai LSDVs with clade 2.5 strains reported elsewhere in East and Southeast Asia demonstrates close regional genetic relatedness. This finding is consistent with previous reports describing circulation of recombinant clade 2.5 LSDVs in China, Indonesia, Vietnam, and Thailand [<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref21">21</xref>]. In contrast, LSDVs reported from Bangladesh, India, and Myanmar have been classified within clade 1.2 [<xref ref-type="bibr" rid="ref4">4</xref>]. These contrasting phylogenetic patterns indicate that genetically distinct LSDV lineages have circulated in different parts of Asia. However, phylogenetic similarity alone cannot determine the direction, timing, or route of virus movement between countries.</p>
      </sec>
      <sec id="sec2-15">
        <title>Significance of the 12-nucleotide <italic>GPCR</italic> insertion</title>
        <p>Multiple sequence alignment of the <italic>GPCR</italic> gene demonstrated a 12-nucleotide insertion at positions 94–105 in the Thai LSDVs characterized in this study. The 12-nucleotide insertion was observed in recombinant LSDV lineages and in some non-recombinant strains (<xref ref-type="table" rid="T4">Table 4</xref> and <xref ref-type="fig" rid="F5">Figure 5</xref>). Therefore, the insertion represents a useful comparative molecular feature but should not be considered uniquely specific to clade 2.5.</p>
        <p>In the present analysis, the insertion was also observed in clade 1.1, some clade 1.2 viruses, and recombinant clades 2.1–2.5, whereas it was absent from several wild-type subclade 1.2 strains from Africa, the Middle East, and Europe as observed in this study (<xref ref-type="fig" rid="F5">Figure 5</xref>). Accordingly, this sequence feature may contribute to genetic characterization and phylogenetic discrimination when interpreted together with additional sequence information. Its biological significance, including any effect on viral phenotype, vaccine performance, or molecular diagnostic assays, remains uncertain. The potential value of this region for the development of lineage-oriented molecular assays would therefore require dedicated analytical and experimental validation.</p>
      </sec>
      <sec id="sec2-16">
        <title>Strengths, limitations, and implications</title>
        <p>A major strength of this study was the broad geographic coverage, encompassing 482 cattle from 208 farms across 27 provinces of Thailand, together with the integration of epidemiological assessment, PCR detection, and molecular characterization of representative LSDV-positive samples. The study also generated <italic>RPO30</italic> and <italic>GPCR</italic> sequence data from multiple geographic regions, contributing additional information on the distribution of clade 2.5 LSDVs in Thailand during the 2022 outbreaks. In addition, the identification of age and vaccination status as factors associated with LSDV positivity provides epidemiological information relevant to the prioritization of disease control measures.</p>
        <p>Several limitations should be considered when interpreting the findings. First, the cross-sectional design provides a snapshot of LSDV circulation during the study period and does not permit assessment of temporal infection dynamics or causal relationships between explanatory factors and LSDV positivity. Second, provinces and farms were enrolled purposively, with participating farms selected from areas with ongoing or recent suspected LSD outbreaks. Consequently, selection bias is possible, and the observed positivity proportion should not be interpreted as national prevalence. Third, cattle were clustered within farms, and the reported statistical analysis did not indicate whether farm-level clustering was accounted for. Fourth, 523 specimens were obtained from 482 cattle, indicating that some animals contributed more than one sample; therefore, the sample level comparison between hair and skin lesions may include correlated observations. Fifth, molecular characterization was limited to 17 representative LSDV-positive samples and two gene regions, <italic>RPO30</italic> and <italic>GPCR</italic>. Virus isolation and whole-genome sequencing were not performed, limiting inference regarding genome-wide diversity, recombination patterns, and fine-scale transmission relationships.</p>
        <p>Future studies should incorporate probability-based or clearly stratified sampling where feasible, longitudinal follow-up of affected farms, and statistical approaches that account for clustering of animals within farms. Direct paired comparisons of hair and skin lesion samples would help determine their relative diagnostic performance. Broader molecular characterization using whole-genome sequencing of viruses from multiple regions and time points would provide greater resolution for evaluating viral diversity, recombinant structure, and regional transmission patterns. Additional investigation of vaccination history, including vaccine type, timing, dose schedule, and post-vaccination status, would also strengthen assessment of the relationship between vaccination and LSDV detection.</p>
      </sec>
    </sec>
    <sec id="sec1-5" sec-type="conclusion">
      <title>CONCLUSION</title>
      <p>This study characterized the epidemiological and molecular features of LSDV infection in beef cattle during the 2022 outbreaks in Thailand using data from 482 cattle on 208 farms across 27 provinces. Overall, 74.27% (358/482) of sampled cattle tested positive for LSDV by conventional PCR targeting the <italic>RPO30</italic> gene. LSDV positivity was higher in skin lesion samples (91.91%) than in hair samples (69.77%). Age and vaccination status were significantly associated with LSDV positivity; weaners and calves had higher adjusted odds of infection than adult cattle, whereas vaccinated cattle had lower adjusted odds than unvaccinated cattle. Molecular characterization of 17 representative LSDV-positive samples showed 100% nucleotide identity among the Thai viruses for the analyzed <italic>RPO30</italic> and <italic>GPCR</italic> gene regions. Phylogenetic analyses placed all characterized Thai LSDVs within recombinant clade 2.5 together with strains reported from China and other East and Southeast Asian countries. The analyzed <italic>GPCR</italic> sequences also contained the 12-nucleotide insertion at positions 94–105 observed in several recombinant and some non-recombinant LSDV lineages.</p>
      <p>From a practical perspective, these findings support continued vaccination as an important component of LSD control, with particular attention to younger cattle that showed higher odds of LSDV positivity. The substantial detection of LSDV in cattle without apparent clinical signs also emphasizes that surveillance based solely on clinical examination may fail to identify all infected animals. Although skin lesion samples provided the highest positivity, hair samples yielded a substantial proportion of positive results and may represent a useful, less invasive specimen for field surveillance when lesion material is unavailable. The observed absence of insect control measures on a considerable proportion of farms further highlights the importance of strengthening integrated vector control practices, farmer education, and outbreak management measures. Molecular surveillance should also be maintained to monitor the continued circulation and genetic characteristics of clade 2.5 LSDVs and to detect potential changes in circulating lineages.</p>
      <p>In conclusion, the integration of epidemiological investigation with molecular characterization provides important evidence on LSDV circulation in Thai beef cattle following the emergence of the disease in the country. The widespread detection of genetically closely related clade 2.5 viruses across geographically separated study areas indicates substantial regional circulation of this lineage, although the direction and routes of transmission cannot be determined from the present data. Continued vaccination, vector control, epidemiological surveillance, animal movement management, and expanded molecular monitoring, preferably incorporating whole-genome sequencing and broader longitudinal sampling, will be important for strengthening LSD prevention and control in Thailand and for improving understanding of LSDV transmission and evolution within the wider Southeast Asian region.</p>
    </sec>
    <sec id="sec1-6">
      <title>DATA AVAILABILITY</title>
      <p>The data supporting the findings of this study are available in the Supplementary Tables. The Supplementary Tables can be obtained from the corresponding author. The nucleotide sequences generated in this study are publicly available in the GenBank database under accession numbers PZ284682–PZ284715.</p>
    </sec>
    <sec id="sec1-7">
      <title>GENERATIVE AI DECLARATION</title>
      <p>The authors declare that generative artificial intelligence (AI) tools were used solely to improve language, grammar, and readability during manuscript preparation. All scientific content, data analysis, interpretation of results, and conclusions were developed and verified by the authors. The authors take full responsibility for the accuracy, integrity, and originality of the work presented, and no AI tool was listed as an author.</p>
    </sec>
    <sec id="sec1-8">
      <title>AUTHORS’ CONTRIBUTIONS</title>
      <p>PS, EMP, and BP: Sample collection. PS, CN, SC, and KC: Virus detection, viral characterization, and phylogenetic analysis. PS: Writing – original draft. KC and AA: Conceptualization, study design, data analysis, writing – original draft, and writing – review and editing. All authors have reviewed and approved the final manuscript.</p>
    </sec>
  </body>
  <back>
    <ack>
      <title>ACKNOWLEDGMENTS</title>
      <p>The authors gratefully acknowledge financial support from the Thailand Science Research and Innovation Fund (Grant No. HEA_FF69_076_3100_006). The authors also acknowledge Chulalongkorn University for providing financial support to the Center of Excellence for Emerging and Re-emerging Infectious Diseases in Animals (CUEIDAs).</p>
    </ack>
    <sec id="sec1-9" sec-type="COI-statement">
      <title>COMPETING INTERESTS</title>
      <p>The authors declare that they have no competing interests.</p>
    </sec>
    <sec id="sec1-10">
      <title>PUBLISHER’S NOTE</title>
      <p>Veterinary World remains neutral with regard to jurisdictional claims in the published institutional affiliations.</p>
    </sec>
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