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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2024.1376620</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Comprehensive whole genome analysis of <italic>Staphylococcus aureus</italic> isolates from dairy cows with subclinical mastitis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Khasapane</surname> <given-names>Ntelekwane George</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Nkhebenyane</surname> <given-names>Jane</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Mnisi</surname> <given-names>Zamantungwa</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Kwenda</surname> <given-names>Stanford</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name><surname>Thekisoe</surname> <given-names>Oriel</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Life Sciences, Centre for Applied Food Safety and Biotechnology, Central University of Technology</institution>, <addr-line>Bloemfontein</addr-line>, <country>South Africa</country></aff>
<aff id="aff2"><sup>2</sup><institution>Clinvet International, Study Operations</institution>, <addr-line>Bloemfontein</addr-line>, <country>South Africa</country></aff>
<aff id="aff3"><sup>3</sup><institution>Vectors and Vector-Borne Diseases Research Programme, Department of Veterinary Tropical Diseases, Faculty of Veterinary Science, University of Pretoria</institution>, <addr-line>Pretoria</addr-line>, <country>South Africa</country></aff>
<aff id="aff4"><sup>4</sup><institution>Sequencing Core Facility, National Institute for Communicable Diseases, National Health Laboratory Service</institution>, <addr-line>Johannesburg</addr-line>, <country>South Africa</country></aff>
<aff id="aff5"><sup>5</sup><institution>Unit for Environmental Sciences and Management, North-West University</institution>, <addr-line>Potchefstroom</addr-line>, <country>South Africa</country></aff>
<author-notes>
<fn id="fn0011" fn-type="edited-by"><p>Edited by: Chang-Wei Lei, Sichuan University, China</p></fn>
<fn id="fn0012" fn-type="edited-by"><p>Reviewed by: Franti&#x0161;ek Zigo, University of Veterinary Medicine and Pharmacy in Ko&#x0161;ice, Slovakia</p>
<p>Nora Mestorino, National University of La Plata, Argentina</p></fn>
<corresp id="c001">&#x002A;Correspondence: Ntelekwane George Khasapane, <email>nkhasapane@cut.ac.za</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1376620</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Khasapane, Nkhebenyane, Mnisi, Kwenda and Thekisoe.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Khasapane, Nkhebenyane, Mnisi, Kwenda and Thekisoe</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p><italic>Staphylococcus</italic> species are the primary cause of mastitis in dairy cows across the world. <italic>Staphylococcus aureus</italic> has recently become a pathogen that is zoonotic and multidrug resistant. This study aimed to sequence whole genomes of 38 <italic>S. aureus</italic> isolates from 55 subclinical mastitis dairy cows of 7 small-scale farmers in the Free State Province, South Africa and document and their antimicrobial and virulence genes. The 38 isolates were grouped by the <italic>in silico</italic> multi-locus sequencing types (MLST) into seven sequence types (STs), that is (ST 97, 352, 152, 243) and three new STs (ST8495, ST8500, and ST8501). Thirty-three <italic>S. aureus</italic> isolates were divided into 7 core single-nucleotide polymorphism (SNP) clusters. Among the 9 distinct <italic>spa-types</italic> that were detected, <italic>Spa-types</italic> t2883 accounted for the majority of isolates at 12 (31.57%), followed by t416 with 11 (28.94%) and t2844 with 5 (13.15%). The data also revealed the identification of four (4) plasmids, with Rep_N (rep20) accounting for the majority of isolates with 17 (44.73%), followed by Inc18 (repUS5) with 2 (5.26%). These isolates included 11 distinct antimicrobial resistance genes and 23 genes linked to bacterial virulence. Surprisingly, no methicillin resistance associated genes were detected in these isolates. Genome data of the current study will contribute to understanding epidemiology <italic>S. aureus</italic> genotypes and ultimately aid in developing treatment and control plans to stop the spread of mastitis in the Free State province and South Africa as a whole.</p>
</abstract>
<kwd-group>
<kwd>subclinical mastitis</kwd>
<kwd><italic>Staphylococcus aureus</italic></kwd>
<kwd>virulence factors</kwd>
<kwd>antimicrobial resistance</kwd>
<kwd>whole genome sequencing</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="61"/>
<page-count count="9"/>
<word-count count="6988"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Antimicrobials, Resistance and Chemotherapy</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p><italic>Staphylococcus</italic> species are known to cause acute to chronic infections/diseases that are related to increased morbidity to infected hosts such as humans and animals (<xref ref-type="bibr" rid="ref34">Pattabhiramaiah and Mallikarjunaiah, 2023</xref>). There are about 53 species with 28 sub-species within the <italic>Staphylococcus</italic> genus with <italic>S. aureus</italic> being the main cause of persistent clinical and subclinical intramammary infections (IMI; <xref ref-type="bibr" rid="ref45">Vanderhaeghen et al., 2015</xref>). The pathogenesis of <italic>S. aureus</italic> starts with teat colonization, through the intramammary space by either progressive colonization or changes in intramammary pressure caused by the milking machines (<xref ref-type="bibr" rid="ref23">Maity et al., 2020</xref>; <xref ref-type="bibr" rid="ref46">Vargov&#x00E1; et al., 2023</xref>). In the mammary alveolus, <italic>S. aureus</italic> adheres to and enters mammary epithelial cells, which serve as the site for multiplication, eventually resulting in a chronic IMI (<xref ref-type="bibr" rid="ref23">Maity et al., 2020</xref>). The molecular mechanisms underlying <italic>S. aureus</italic> IMI still need to be fully deciphered. Generally, bacteria sense host signals and adapt gene expression to match environmental conditions to cause infection (<xref ref-type="bibr" rid="ref7">Elhawy et al., 2021</xref>). Numerous virulence factors (VFs) involved in adhesion, invasion, and host defense evasion are known and well-studied in <italic>S. aureus</italic>. These VFs are either found in bacterial genomes or are within the transmissible genetic elements in a bacterium (<xref ref-type="bibr" rid="ref28">Naushad et al., 2019</xref>). The emergence of drug resistance is a serious challenge for mastitis control due to their extensive use in the dairy industry, for example, through the dry cow therapy, contributes to the emergence of antimicrobial determinants in <italic>S. aureus</italic>, including development of multiple drug resistance (<xref ref-type="bibr" rid="ref20">Klibi et al., 2018</xref>; <xref ref-type="bibr" rid="ref22">Liu et al., 2020</xref>; <xref ref-type="bibr" rid="ref30">Omwenga et al., 2021</xref>; <xref ref-type="bibr" rid="ref9">Gelalcha et al., 2022</xref>). Molecular epidemiology of staphylococcal species involved in IMI of dairy cattle have focused more on the use of multi-locus enzyme electrophoresis (MLEE), pulsed-field gel electrophoresis (PFGE), sequence-based typing schemes, such as multiple-locus sequence typing (MLST), multiple-locus VNTR (variable number of tandem repeats) analysis (MLVA), random amplification of polymorphic DNA (RAPD) analysis and staphylococcal protein A (<italic>spa</italic>) typing (<xref ref-type="bibr" rid="ref21">Li, 2008</xref>). Although these methods are helpful in genetic analysis, their resolution is often not strong enough to reveal genetic differences between strains. However, whole-genome sequencing (WGS) of bacterial genomes has become the preferred method to understand microevolution, phylogenies, and inter and intraspecies differences (<xref ref-type="bibr" rid="ref40">Sivakumar et al., 2023</xref>). Thus, in the current study we utilized WGS to characterize and understand the virulence and antimicrobial resistance mechanisms in <italic>S. aureus</italic> isolates of subclinical mastitis (SCM) dairy cows from small-scale farmers of the Free State Province.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Sample selection and bacteriological analysis</title>
<p>The <italic>S. aureus</italic> isolates used in the present study were all obtained from milk samples collected from seven (7) small scale farms in three local Municipalities (Maluti-A-Phofung, Mantsopa and Setsotso) in the Free State Province of South Africa between year 2021&#x2013;2022. The sample collection was conducted according to the guidelines of <xref ref-type="bibr" rid="ref27">National Mastitis Council (2004)</xref>. A total of 166 composite milk samples from individual cows were randomly screened for intramammary infection by means of somatic cell count (SCC) assay using flow cytometry (M&#x00E9;rieux NutriSciences, South Africa). Thereafter, based on the SCC results, only 220 individual quarters from 55 of 166 cows were subjected to California mastitis test (CMT) according to manufacturer&#x2019;s instructions (DeLaval, South Africa) on farm and subsequently only 160 quarter milk samples were collected for another round of SCC and microbiological analysis. The CMT results were scored and interpreted as recommended by <xref ref-type="bibr" rid="ref17">Karzis et al. (2017)</xref>. Isolates were defined as <italic>S. aureus</italic> on the basis of being gram-positive cocci and catalase positive. Thereafter, matrix-assisted laser desorption ionization&#x2013;time-of-flight mass spectrometry (MALDI-TOF MS) and gene sequencing were employed for further identification of the isolates as reported in our previous study (<xref ref-type="bibr" rid="ref31">Ozbey et al., 2022</xref>; <xref ref-type="bibr" rid="ref19">Khasapane et al., 2024</xref>). Furthermore, we performed phenotypic and genomic antimicrobial resistance based on disk-diffusion and PCR techniques (<xref ref-type="bibr" rid="ref19">Khasapane et al., 2024</xref>). To evaluate the susceptibility of <italic>Staphylococcus</italic> isolates to widely used antimicrobial drugs, the single disk diffusion technique was utilized. Antibiotic discs (ThermoFischer, South Africa) comprising of gentamicin (10&#x2009;&#x03BC;g), ampicillin (10&#x2009;&#x03BC;g), tetracycline (30&#x2009;&#x03BC;g), penicillin (10&#x2009;&#x03BC;g), erythromycin (15&#x2009;&#x03BC;g), ciprofloxacin (5&#x2009;&#x03BC;g), and cefoxitin (15&#x2009;&#x03BC;g) were utilized according to the Clinical Laboratory Standards Institute (<xref ref-type="bibr" rid="ref5">CLSI, 2023</xref>) guidelines which are interpreted as intermediate (I), sensitive (S), and resistant (R).</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Whole-genome sequencing</title>
<p>Whole genome sequencing of <italic>S. aureus</italic> isolates was conducted at the National Institute of Communicable Diseases (NICD) Sequencing Core Facility, South Africa. Briefly, multiplexed, paired-end libraries (2 &#x00D7; 150&#x2009;bp) were prepared using the Illumina DNA Prep kit (Illumina, San Diego, United States), followed by sequencing on the Illumina NextSeq 2000 platform (Illumina, San Diego, United States) at 100&#x00D7; coverage.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Quality control and <italic>de novo</italic> assembly</title>
<p>Illumina paired-end reads were analyzed using the JEKESA bioinformatics pipeline v1.0<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> including quality control, species identification and <italic>de novo</italic> assembly as previously described in <xref ref-type="bibr" rid="ref42">Souvorov et al. (2018)</xref>. Multilocus sequence typing (MLST) was performed using mlst v2.19.0 (--legacy -scheme saureus; <xref ref-type="bibr" rid="ref11">Gurevich et al., 2013</xref>), based on traditional PubMLST typing schemes.<xref ref-type="fn" rid="fn0002"><sup>2</sup></xref></p>
</sec>
<sec id="sec6">
<label>2.4</label>
<title>Antimicrobial resistance prediction</title>
<p>Detection of antimicrobial resistance determinants was performed using a combination of three popular tools, namely, AMRFinderPlus (<xref ref-type="bibr" rid="ref8">Feldgarden et al., 2021</xref>), ABRicate<xref ref-type="fn" rid="fn0003"><sup>3</sup></xref> and staramr,<xref ref-type="fn" rid="fn0004"><sup>4</sup></xref> by scanning the assembled contigs against ResFinder (<xref ref-type="bibr" rid="ref3">Bortolaia et al., 2020</xref>), PointFinder<xref ref-type="fn" rid="fn0005"><sup>5</sup></xref> and AMRFinderPlus databases. The outputs from these tools were summarized using HAMRonization.<xref ref-type="fn" rid="fn0006"><sup>6</sup></xref></p>
</sec>
<sec id="sec7">
<label>2.5</label>
<title>Phylogenetic analysis</title>
<p>Core genome SNPs (single nucleotide polymorphisms) were used to investigate the phylogeny and genetic relatedness of isolates. Briefly, whole genome alignments were performed using scapper<xref ref-type="fn" rid="fn0007"><sup>7</sup></xref> and <italic>Staphylococcus aureus</italic> strain NCTC 8325 was used as a reference. Recombinant regions were removed using Gubbins v3.2.1(<xref ref-type="bibr" rid="ref6">Croucher et al., 2015</xref>) and variable sites were obtained using snp-sites v2.5.1 (<xref ref-type="bibr" rid="ref32">Page et al., 2016</xref>). Pairwise SNP distances were calculated using snp-dist v0.8.2<xref ref-type="fn" rid="fn0008"><sup>8</sup></xref> and a normalized pairwise SNP distance matrix was used as input for the cluster analysis using the R software environment v4.2.1. Assignment of SNP clusters was achieved by a combination of K-means clustering implemented in the eclust function (factoextra package; v1.0.7; <xref ref-type="bibr" rid="ref18">Kassambara, 2016</xref>) and custom functions written in R using a silhouette score and SNP cut-off of 0.5 and 20, respectively. Visualization of cluster heat maps was performed using the ComplexHeatmap package v.14.0 (<xref ref-type="bibr" rid="ref10">Gu, 2022</xref>). IQ-TREE v2.0.3 (<xref ref-type="bibr" rid="ref25">Minh et al., 2020</xref>) was used to generate a maximum-likelihood phylogenetic tree using the GTR&#x2009;+&#x2009;F&#x2009;+&#x2009;ASC&#x2009;+&#x2009;R4 with 1,000 bootstrap approximations using UFBoot2 (<xref ref-type="bibr" rid="ref14">Hoang et al., 2018</xref>). The phylogenetic tree was visualized and annotated using Microreact.<xref ref-type="fn" rid="fn0009"><sup>9</sup></xref></p>
</sec>
<sec id="sec8">
<label>2.6</label>
<title>Core SNP cluster analysis and transmission network reconstruction</title>
<p>Pairwise SNP distances were calculated using snp-dist (v0.8.2; <ext-link xlink:href="https://github.com/tseemann/snp-dists" ext-link-type="uri">https://github.com/tseemann/snp-dists</ext-link>) using the final alignment file based on variable sites only. A normalized pairwise SNP distance matrix was used as input for the cluster analysis performed using the R software environment (version 4.2.1). Briefly, K-means clustering was done using default parameters in the eclust function from the factoextra package (v1.0.7; <xref ref-type="bibr" rid="ref18">Kassambara, 2016</xref>), but with bootstrapping set to 500, and only core SNP clusters with a silhouette score&#x2009;&#x2265; 0.5 and SNP cut-off &#x2264; 25 were considered. Visualization of cluster heat maps was performed using the ComplexHeatmap package (v.14.0; <xref ref-type="bibr" rid="ref10">Gu, 2022</xref>). A simple dendrogram showing the SNP clusters was generated using the fviz_dend function from the factoextra package. The minimum spanning tree was generated using the ape package in R (<xref ref-type="bibr" rid="ref33">Paradis et al., 2004</xref>) based on pairwise SNP distances. Visualization of the minimum spanning tree was done using the visNetwork package (v2.2.2; <ext-link xlink:href="https://datastorm-open.github.io/visNetwork/" ext-link-type="uri">https://datastorm-open.github.io/visNetwork/</ext-link>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec9">
<label>3</label>
<title>Results</title>
<sec id="sec10">
<label>3.1</label>
<title>Phenotypic antimicrobial resistance test</title>
<p>As reported in our previous study (<xref ref-type="bibr" rid="ref19">Khasapane et al., 2024</xref>) the isolates showed resistance to penicillin 43/50 (86%), ciprofloxacin 40/50 (80%), vancomycin 39/50 (76%), and cefoxitin 26/50 (52%). Observed resistance against gentamycin, ampicillin, tetracycline, and erythromycin was 18/50 (36%), 14/50 (28%), 9/50 (18%), and 9/50 (18%), respectively.</p>
</sec>
<sec id="sec11">
<label>3.2</label>
<title>Genome of mastitis-associated <italic>Staphylococcus aureus</italic> isolates</title>
<p>In the current study, whole genomes of 38 <italic>S. aureus</italic> isolates associated with bovine subclinical mastitis from Free State Province smallholder farms were sequenced. <xref ref-type="table" rid="tab1">Table 1</xref> provides an overview of genomic sequences.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Shows the overall sequence types based on MLST, <italic>spa-types</italic>, and plasmid diversities.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle">Isolate no.</th>
<th align="center" valign="middle">Strain name</th>
<th align="left" valign="middle">Bio sample accession no.</th>
<th align="center" valign="middle">MLST</th>
<th align="center" valign="middle">No of raw reads</th>
<th align="center" valign="middle">No. of Contigs</th>
<th align="center" valign="middle">Coverage depth</th>
<th align="center" valign="middle">N<sub>50</sub> value (bp)</th>
<th align="center" valign="middle">Genome length (bp)</th>
<th align="center" valign="middle"><italic>Spa</italic> types</th>
<th align="center" valign="middle">Plasmid</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1-1</td>
<td align="center" valign="top">Pf01</td>
<td align="left" valign="top">SAMN37008033</td>
<td align="center" valign="top">97</td>
<td align="center" valign="bottom">2,455,396</td>
<td align="center" valign="bottom">31</td>
<td align="center" valign="bottom">143</td>
<td align="center" valign="bottom">193,876</td>
<td align="center" valign="bottom">2,750,926</td>
<td align="center" valign="top">t2883</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">1-10</td>
<td align="center" valign="top">Pf02</td>
<td align="left" valign="top">SAMN37008034</td>
<td align="center" valign="top">97</td>
<td align="center" valign="bottom">2,995,734</td>
<td align="center" valign="bottom">48</td>
<td align="center" valign="bottom">157</td>
<td align="center" valign="bottom">156,217</td>
<td align="center" valign="bottom">2,829,526</td>
<td align="center" valign="top">t2883</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">1-3</td>
<td align="center" valign="top">Pf03</td>
<td align="left" valign="top">SAMN37008035</td>
<td align="center" valign="top">352</td>
<td align="center" valign="bottom">2,869,374</td>
<td align="center" valign="bottom">31</td>
<td align="center" valign="bottom">153</td>
<td align="center" valign="bottom">190,332</td>
<td align="center" valign="bottom">2,768,936</td>
<td align="center" valign="top">t730</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">1-5</td>
<td align="center" valign="top">Pfogunf01</td>
<td align="left" valign="top">SAMN35674906</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="bottom">2,803,950</td>
<td align="center" valign="top">40</td>
<td align="center" valign="top">151</td>
<td align="center" valign="top">164,369</td>
<td align="center" valign="top">2,802,669</td>
<td align="center" valign="top">t416</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">1-6</td>
<td align="center" valign="top">Pf04</td>
<td align="left" valign="top">SAMN37008036</td>
<td align="center" valign="top">97</td>
<td align="center" valign="bottom">2,986,512</td>
<td align="center" valign="bottom">564</td>
<td align="center" valign="top">152</td>
<td align="center" valign="top">7,640</td>
<td align="center" valign="top">2,802,283</td>
<td align="center" valign="top">t2844</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">1-7</td>
<td align="center" valign="top">Phofung02</td>
<td align="left" valign="top">SAMN35674907</td>
<td align="center" valign="top">8,501</td>
<td align="center" valign="bottom">3,269,844</td>
<td align="center" valign="top">33</td>
<td align="center" valign="top">172</td>
<td align="center" valign="top">145,639</td>
<td align="center" valign="top">2,781,918</td>
<td align="center" valign="top">t189</td>
<td align="center" valign="top"><italic>Inc18 (repUS5)</italic></td>
</tr>
<tr>
<td align="left" valign="top">1-8</td>
<td align="center" valign="top">Pf05</td>
<td align="left" valign="top">SAMN37008037</td>
<td align="center" valign="top">97</td>
<td align="center" valign="bottom">2,918,854</td>
<td align="center" valign="bottom">26</td>
<td align="center" valign="bottom">159</td>
<td align="center" valign="bottom">341,053</td>
<td align="center" valign="bottom">2,751,292</td>
<td align="center" valign="top">t2883</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">1-9</td>
<td align="center" valign="top">Pf06</td>
<td align="left" valign="top">SAMN37008038</td>
<td align="center" valign="top">352</td>
<td align="center" valign="bottom">1,838,580</td>
<td align="center" valign="bottom">33</td>
<td align="center" valign="bottom">98</td>
<td align="center" valign="bottom">157,760</td>
<td align="center" valign="bottom">2,767,856</td>
<td align="center" valign="top">t730</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">2-10</td>
<td align="center" valign="top">Pf07</td>
<td align="left" valign="top">SAMN37008039</td>
<td align="center" valign="top">97</td>
<td align="center" valign="bottom">2,671,564</td>
<td align="center" valign="bottom">46</td>
<td align="center" valign="bottom">142</td>
<td align="center" valign="bottom">156,085</td>
<td align="center" valign="bottom">2,827,631</td>
<td align="center" valign="top">t2883</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">2-2</td>
<td align="center" valign="top">Pf08</td>
<td align="left" valign="top">SAMN37008040</td>
<td align="center" valign="top">97</td>
<td align="center" valign="bottom">2,526,344</td>
<td align="center" valign="bottom">43</td>
<td align="center" valign="bottom">135</td>
<td align="center" valign="bottom">189,485</td>
<td align="center" valign="bottom">2,828,626</td>
<td align="center" valign="top">t2883</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">2-3</td>
<td align="center" valign="top">Pf09</td>
<td align="left" valign="top">SAMN37008041</td>
<td align="center" valign="top">352</td>
<td align="center" valign="bottom">2,546,842</td>
<td align="center" valign="bottom">30</td>
<td align="center" valign="bottom">139</td>
<td align="center" valign="bottom">190,412</td>
<td align="center" valign="bottom">2,712,076</td>
<td align="center" valign="top">t2844</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">2-5</td>
<td align="center" valign="top">Phofung03</td>
<td align="left" valign="top">SAMN35674908</td>
<td align="center" valign="top">8,501</td>
<td align="center" valign="bottom">2,612,746</td>
<td align="center" valign="top">34</td>
<td align="center" valign="top">142</td>
<td align="center" valign="top">145,649</td>
<td align="center" valign="top">2,780,593</td>
<td align="center" valign="top">t189</td>
<td align="center" valign="top"><italic>Inc18 (repUS5)</italic></td>
</tr>
<tr>
<td align="left" valign="top">2-7</td>
<td align="center" valign="top">Pf10</td>
<td align="left" valign="top">SAMN37008042</td>
<td align="center" valign="top">97</td>
<td align="center" valign="bottom">1,545,888</td>
<td align="center" valign="bottom">49</td>
<td align="center" valign="bottom">83</td>
<td align="center" valign="bottom">141,706</td>
<td align="center" valign="bottom">2,825,946</td>
<td align="center" valign="top">t2883</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">2-9</td>
<td align="center" valign="top">Pf11</td>
<td align="left" valign="top">SAMN37008043</td>
<td align="center" valign="top">97</td>
<td align="center" valign="bottom">2,110,296</td>
<td align="center" valign="bottom">51</td>
<td align="center" valign="bottom">113</td>
<td align="center" valign="bottom">140,217</td>
<td align="center" valign="bottom">2,829,158</td>
<td align="center" valign="top">t2883</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">3-1</td>
<td align="center" valign="top">setsoto01</td>
<td align="left" valign="top">SAMN35674909</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="bottom">2,908,804</td>
<td align="center" valign="top">42</td>
<td align="center" valign="top">124</td>
<td align="center" valign="top">122,277</td>
<td align="center" valign="top">2,799,261</td>
<td align="center" valign="top">t416</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">3-10</td>
<td align="center" valign="top">setsoto02</td>
<td align="left" valign="top">SAMN35674910</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="bottom">3,126,264</td>
<td align="center" valign="top">41</td>
<td align="center" valign="top">157</td>
<td align="center" valign="top">176,781</td>
<td align="center" valign="top">2,799,455</td>
<td align="center" valign="top">t416</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">3-4</td>
<td align="center" valign="top">setsoto03</td>
<td align="left" valign="top">SAMN35674911</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="bottom">2,755,396</td>
<td align="center" valign="top">31</td>
<td align="center" valign="top">149</td>
<td align="center" valign="top">181,801</td>
<td align="center" valign="top">2,757,166</td>
<td align="center" valign="top">t416</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">3-5</td>
<td align="center" valign="top">setsoto04</td>
<td align="left" valign="top">SAMN35674912</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="bottom">2,196,012</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">116</td>
<td align="center" valign="top">341,110</td>
<td align="center" valign="top">2,788,663</td>
<td align="center" valign="top">t189</td>
<td align="center" valign="top"><italic>Inc18 (repUS5)</italic></td>
</tr>
<tr>
<td align="left" valign="top">3-6</td>
<td align="center" valign="top">setsoto05</td>
<td align="left" valign="top">SAMN35674913</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="bottom">2,709,558</td>
<td align="center" valign="top">37</td>
<td align="center" valign="top">139</td>
<td align="center" valign="top">118,071</td>
<td align="center" valign="top">2,813,862</td>
<td align="center" valign="top">t416</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">3-7</td>
<td align="center" valign="top">setsoto06</td>
<td align="left" valign="top">SAMN35674914</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="bottom">2,204,122</td>
<td align="center" valign="top">34</td>
<td align="center" valign="top">116</td>
<td align="center" valign="top">184,814</td>
<td align="center" valign="top">2,802,742</td>
<td align="center" valign="top">t416</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">3-8</td>
<td align="center" valign="top">Se01</td>
<td align="left" valign="top">SAMN37008044</td>
<td align="center" valign="top">97</td>
<td align="center" valign="bottom">2,468,030</td>
<td align="center" valign="top">48</td>
<td align="center" valign="top">131</td>
<td align="center" valign="top">156,161</td>
<td align="center" valign="top">2,828,107</td>
<td align="center" valign="top">t2883</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">3-9</td>
<td align="center" valign="top">setsoto07</td>
<td align="left" valign="top">SAMN35674915</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="bottom">2,783,710</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">146</td>
<td align="center" valign="top">156,101</td>
<td align="center" valign="top">2,756,154</td>
<td align="center" valign="top">t416</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">4-10</td>
<td align="center" valign="top">mantsopa01</td>
<td align="left" valign="top">SAMN35674916</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="top">2,801,174</td>
<td align="center" valign="top">31</td>
<td align="center" valign="top">149</td>
<td align="center" valign="top">210,386</td>
<td align="center" valign="top">2,802,954</td>
<td align="center" valign="top">t416</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">4-2</td>
<td align="center" valign="top">Ma01</td>
<td align="left" valign="top">SAMN37008045</td>
<td align="center" valign="top">352</td>
<td align="center" valign="top">3,351,448</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">152</td>
<td align="center" valign="top">186,379</td>
<td align="center" valign="top">2,710,881</td>
<td align="center" valign="top">t2844</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">4-3</td>
<td align="center" valign="top">Ma02</td>
<td align="left" valign="top">SAMN37008046</td>
<td align="center" valign="top">352</td>
<td align="center" valign="top">2,782,766</td>
<td align="center" valign="top">27</td>
<td align="center" valign="top">65</td>
<td align="center" valign="top">190,324</td>
<td align="center" valign="top">2,710,723</td>
<td align="center" valign="top">t2844</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">4-4</td>
<td align="center" valign="top">mantsopa02</td>
<td align="left" valign="top">SAMN35674917</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="top">1,201,376</td>
<td align="center" valign="top">56</td>
<td align="center" valign="top">65</td>
<td align="center" valign="top">106,797</td>
<td align="center" valign="top">2,813,544</td>
<td align="center" valign="top">t4164</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">4-5</td>
<td align="center" valign="top">Ma03</td>
<td align="left" valign="top">SAMN37008047</td>
<td align="center" valign="top">352</td>
<td align="center" valign="top">2,367,580</td>
<td align="center" valign="top">27</td>
<td align="center" valign="top">129</td>
<td align="center" valign="top">190,402</td>
<td align="center" valign="top">2,710,065</td>
<td align="center" valign="top">t4558</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">4-6</td>
<td align="center" valign="top">Ma04</td>
<td align="left" valign="top">SAMN37008048</td>
<td align="center" valign="top">97</td>
<td align="center" valign="top">2,549,736</td>
<td align="center" valign="top">30</td>
<td align="center" valign="top">139</td>
<td align="center" valign="top">341,053</td>
<td align="center" valign="top">2,750,257</td>
<td align="center" valign="top">t2883</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">4-7</td>
<td align="center" valign="top">mantsopa03</td>
<td align="left" valign="top">SAMN35674918</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="top">2,630,238</td>
<td align="center" valign="top">39</td>
<td align="center" valign="top">140</td>
<td align="center" valign="top">225,079</td>
<td align="center" valign="top">2,815,611</td>
<td align="center" valign="top">t416</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">4-8</td>
<td align="center" valign="top">Ma05</td>
<td align="left" valign="top">SAMN37008049</td>
<td align="center" valign="top">97</td>
<td align="center" valign="top">2,838,244</td>
<td align="center" valign="top">48</td>
<td align="center" valign="top">150</td>
<td align="center" valign="top">156,085</td>
<td align="center" valign="top">2,827,977</td>
<td align="center" valign="top">t2883</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">5-1</td>
<td align="center" valign="top">mantsopa04</td>
<td align="left" valign="top">SAMN35674919</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="top">1,768,784</td>
<td align="center" valign="top">38</td>
<td align="center" valign="top">89</td>
<td align="center" valign="top">181,707</td>
<td align="center" valign="top">2,802,171</td>
<td align="center" valign="top">t416</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">5-10</td>
<td align="center" valign="top">mantsopa05</td>
<td align="left" valign="top">SAMN35674920</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="top">3,095,854</td>
<td align="center" valign="top">35</td>
<td align="center" valign="top">164</td>
<td align="center" valign="top">184,780</td>
<td align="center" valign="top">2,803,046</td>
<td align="center" valign="top">t4164</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">5-2</td>
<td align="center" valign="top" rowspan="2">Ma06</td>
<td align="left" valign="top" rowspan="2">SAMN37008050</td>
<td align="center" valign="top" rowspan="2">97</td>
<td align="center" valign="top" rowspan="2">1,423,060</td>
<td align="center" valign="top" rowspan="2">36</td>
<td align="center" valign="top">78</td>
<td align="center" valign="top" rowspan="2">216,120</td>
<td align="center" valign="top" rowspan="2">2,750,150</td>
<td align="center" valign="top" rowspan="2">t2883</td>
<td align="center" valign="top" rowspan="2"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="center" valign="top">110</td>
</tr>
<tr>
<td align="left" valign="top">5-3</td>
<td align="center" valign="top">Ma07</td>
<td align="left" valign="top">SAMN37008051</td>
<td align="center" valign="top">97</td>
<td align="center" valign="top">2,069,772</td>
<td align="center" valign="top">46</td>
<td/>
<td align="center" valign="top">189,566</td>
<td align="center" valign="top">2,828,411</td>
<td align="center" valign="top">t2883</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">5-4</td>
<td align="center" valign="top">mantsopa06</td>
<td align="left" valign="top">SAMN35674921</td>
<td align="center" valign="top">8,500</td>
<td align="center" valign="top">2,474,622</td>
<td align="center" valign="top">32</td>
<td align="center" valign="top">135</td>
<td align="center" valign="top">181,811</td>
<td align="center" valign="top">2,756,261</td>
<td align="center" valign="top">t416</td>
<td align="center" valign="top"><italic>Rep_N (rep20)</italic></td>
</tr>
<tr>
<td align="left" valign="top">5-5</td>
<td align="center" valign="top">Ma08</td>
<td align="left" valign="top">SAMN37008052</td>
<td align="center" valign="top">152</td>
<td align="center" valign="top">1,505,912</td>
<td align="center" valign="top">44</td>
<td align="center" valign="top">82</td>
<td align="center" valign="top">91,272</td>
<td align="center" valign="top">2,710,178</td>
<td align="center" valign="top">t355</td>
<td align="center" valign="top"><italic>Inc18 (rep16)</italic> and <italic>Rep3 (rep5a)</italic></td>
</tr>
<tr>
<td align="left" valign="top">5-7</td>
<td align="center" valign="top">mantsopa07</td>
<td align="left" valign="top">SAMN35674922</td>
<td align="center" valign="top">8,495</td>
<td align="center" valign="top">2,589,764</td>
<td align="center" valign="top">35</td>
<td align="center" valign="top">142</td>
<td align="center" valign="top">185,000</td>
<td align="center" valign="top">2,717,325</td>
<td align="center" valign="top">t2844</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
<tr>
<td align="left" valign="top">5-9</td>
<td align="center" valign="top">Ma09</td>
<td align="left" valign="top">SAMN37008053</td>
<td align="center" valign="top">243</td>
<td align="center" valign="top">3,657,408</td>
<td align="center" valign="top">36</td>
<td align="center" valign="top">201</td>
<td align="center" valign="top">140,036</td>
<td align="center" valign="top">2,729,677</td>
<td align="center" valign="top">t21</td>
<td align="center" valign="top"><italic>-</italic></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec12">
<label>3.3</label>
<title>Distribution of sequencing types, clonal complexes, spa-types and plasmids among all <italic>Staphylococcus aureus</italic> isolates from bovine SCM</title>
<p>The <italic>in silico</italic> MLST clustered the 38 isolates into 7 sequence types (STs; ST 97, 352, 152, 243) and 3 novel STs (ST8495, ST8500, and ST8501; <xref ref-type="fig" rid="fig1">Figure 1</xref>). Majority were assigned to the ST8500 <italic>n</italic>&#x2009;=&#x2009;14 (36.8%) sequencing type, followed by ST97 <italic>n</italic>&#x2009;=&#x2009;12 (31.5%), ST352 <italic>n</italic>&#x2009;=&#x2009;7 (18.4%), ST8501 <italic>n</italic>&#x2009;=&#x2009;2 (5.2%), while the latter STs [ST8495, ST152 and ST243] each had <italic>n</italic>&#x2009;=&#x2009;1 (2.6%) isolates. Furthermore, whole genome sequencing analysis further revealed nine different spa-types of <italic>S. aureus</italic> and four types of plasmids from all isolates. Of all the <italic>spa-types</italic>, the t2883 accounted for most isolates with <italic>n</italic>&#x2009;=&#x2009;12 (31.57%) followed by t416 with <italic>n</italic>&#x2009;=&#x2009;11 (28.94%) and t2844 with <italic>n</italic>&#x2009;=&#x2009;5 (13.15%). Interestingly, the study found 1 unknown <italic>spa-type</italic> t21 when the sequences were submitted to Ridom spa server,<xref ref-type="fn" rid="fn0010"><sup>10</sup></xref> which we concluded to be novel spa type. While on the other hand plasmid Rep_N (rep20) was found in most of the isolates with <italic>n</italic>&#x2009;=&#x2009;17 (44.73%), followed by Inc18 (repUS5) with <italic>n</italic>&#x2009;=&#x2009;2 (5.26%) lastly one isolate (2.65%) had both plasmid rep16 and rep5a (<xref ref-type="table" rid="tab1">Table 1</xref>; <xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Minimum spanning tree (MST) showing sequencing types (STs) from 38 <italic>Staphylococcus aureus</italic> isolates.</p></caption>
<graphic xlink:href="fmicb-15-1376620-g001.tif"/>
</fig>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption><p>Depicts core genome SNP clusters.</p></caption>
<graphic xlink:href="fmicb-15-1376620-g002.tif"/>
</fig>
</sec>
<sec id="sec13">
<label>3.4</label>
<title>Distribution of AMR and VFs within <italic>Staphylococcus</italic> isolates</title>
<p>All isolates belonging to ST8500, ST97, ST352, and ST8501 contained <italic>lmrS, mepA</italic> and <italic>tet</italic> (38) genes which indicates resistance to were resistant to macrolide/phenicol, efflux and tetracycline, respectively. On the other hand, 18 (47.36%) of the isolates belonging 204 to ST8500 (31.57%), ST97 (10.52%) and ST152 (2.63%) carried <italic>cadD</italic> gene encoding for resistance against cadmium. Finally, Fosfomycin (<italic>murA</italic>) encoding gene was carried by 2 (5.26%) isolates belonging to ST152 and ST243, respectively. Beta-lactam, ampicillin (<italic>blaI, blaR1</italic>, and <italic>blaZ</italic>), trimethoprim (<italic>dfrG</italic> and <italic>dfrG_1</italic>), and quinolone (<italic>parE</italic>) genes were carried by one isolate each (2.63%) belonging to ST152 (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption><p>Distribution of antimicrobial resistance and virulence genes among <italic>Staphylococcus aureus</italic> isolates.</p></caption>
<graphic xlink:href="fmicb-15-1376620-g003.tif"/>
</fig>
<p>Our study further showed that all isolates (100%) belonging to ST8500, ST97, ST352, ST8501, ST243, ST152, and ST8495 carried <italic>aur, HlgA</italic>&#x0026;<italic>B</italic> genes encoding for aureolysin factor, bi-component gamma hemolysin <italic>HlgAB</italic> subunit A and B, respectively. While 36 (94.7%) of the isolates belonging to ST8500, ST97, ST352, ST8500, and ST8495 carried LukD and <italic>E</italic> gene encoding for bi-component leukocidin LukE and D subunit D and E, respectively. Furthermore, <italic>splB, splE</italic>, and <italic>splA</italic> genes encoding for serine protease <italic>A, B</italic>, and <italic>E</italic> was carried by 36 (94.7%), 36 (94.7%) and 31 (81.5%) of all the isolates belonging to ST8500, ST97, ST152 and ST8495. Finally, 218 2 (5.26%) of the isolates contained <italic>LukF.PV</italic> and <italic>LukS.PV</italic> encoding for Panton-Valentine leucocidin only in ST152 and ST 243. While <italic>seu, seg, seo, sen, sei</italic>, <italic>sem</italic>, and <italic>edinB</italic> genes encoding for enterotoxins were detected in 1 (2.63%) of the isolates belonging to ST243 (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec14">
<label>4</label>
<title>Discussion</title>
<p>Numerous investigations have examined potential variations in virulence gene profiles between <italic>S. aureus</italic> isolates from clinical and subclinical mastitis; however, no discernible differences have been found (<xref ref-type="bibr" rid="ref9013">Rocha et al., 2019</xref>; <xref ref-type="bibr" rid="ref9007">Naushad et al., 2020</xref>; <xref ref-type="bibr" rid="ref1">&#x00C5;vall-J&#x00E4;&#x00E4;skel&#x00E4;inen et al., 2021</xref>). According to <xref ref-type="bibr" rid="ref9012">Wellnitz and Bruckmaier (2012)</xref>, mastitis is a dynamic phenomenon in which the microbe enters the mammary gland, causing leukocytes in the milk and mammary-gland epithelial cells to react and start the immunologic defense process. This causes a large number of neutrophils to migrate to the mammary gland and attempt to kill the microbial cells. In this study, we examined the presence of <italic>S. aureus</italic> associated with subclinical mastitis in dairy cattle in addition to associated antimicrobial resistance and virulence factors in 38 isolates.</p>
<p>Our identified nine <italic>spa</italic> types from <italic>S. aureus</italic> isolates and majority of them were assigned to t2883 (31.57%), followed by t416 (28.94%). Prior research has revealed a high diversity of <italic>S. aureus</italic> spa types in samples collected along dairy chains, including t2883 (<xref ref-type="bibr" rid="ref9002">Ben Slama et al., 2011</xref>; <xref ref-type="bibr" rid="ref2">Boero et al., 2022</xref>). Interestingly, a study by <xref ref-type="bibr" rid="ref9002">Ben Slama et al. (2011)</xref> found the t2883 spa type in human hands that had come into touch with animals in Tunisia, suggesting that there may be a chance of transmission from human to animal or vice versa. In the current analysis, the t416 spa type was also discovered, and it appears to be dominant in all 38 isolates of <italic>S. aureus</italic>. The high prevalence of t416 spa type discovery in our investigation is more than that reported by <xref ref-type="bibr" rid="ref26">Mora-Hern&#x00E1;ndez et al. (2021)</xref>, who found t416 in 6.06% of the <italic>S. aureus</italic> isolates from dairy cows in Mexico that had mastitis. The widespread use of antibiotics to treat <italic>S. aureus</italic>-caused human infections and cow mastitis is endangering public health since AMR is emerging among dangerous bacteria (<xref ref-type="bibr" rid="ref48">Zigo et al., 2019</xref>). Finding the ARGs is necessary to evaluate the pathogenic potential of <italic>S. aureus</italic> during mastitis. Scanning genome sequences facilitates the identification of genetic components linked to virulence and antibiotic resistance (<xref ref-type="bibr" rid="ref9011">Paramasivam et al., 2023</xref>).</p>
<p>The phylogenomic study aligned with the known mechanism of zoonotic transmission of <italic>S. aureus</italic> (<xref ref-type="bibr" rid="ref9008">Silva et al., 2023</xref>). This may be explained by data indicating that, although many <italic>S. aureus</italic> lineages are non-specific, others are suited to colonize and infect particular host species (<xref ref-type="bibr" rid="ref9009">Schmidt et al., 2017</xref>).</p>
<p>It has been observed that majority of isolates across all clusters and STs were carrying the multidrug resistance genes <italic>lmrS, mepA</italic>, and <italic>tet</italic>, which encode for resistance against macrolide/phenicol, multidrug efflux MATE transporter <italic>MepA</italic> and tetracycline. <xref ref-type="bibr" rid="ref36">Pu et al. (2021)</xref> carried out an experiment to identify genes (<italic>cadD</italic>) that confer resistance to cadmium antibiotics from bacterial plasmids. Subsequent investigations discovered these genes in five strains of MRSA isolates from Spain. In addition, the cadD gene for cadmium resistance was found in ST97, ST152, and ST8500, which together account for 44.74% of the isolates. While this study is among the few that has detected this gene in raw milk, another study conducted in the UK found it in animal feed at a detection rate of only 23% (<xref ref-type="bibr" rid="ref41">Smith et al., 2005</xref>). Sequence Type 243 of the isolates of <italic>S. aureus</italic>, carried the gene <italic>MurA</italic>, which codes for resistance against fosfomycin. At different levels, fosfomycin resistance genes and mutations were found, and they were unmistakably linked to specific clonal complexes. According to <xref ref-type="bibr" rid="ref24">Michalopoulos et al. (2011)</xref>, the antibiotic fosfomycin targets the UDP-N acetylglucosamine enolpyruvyl transferase, which is involved in cell wall construction and encoded by the <italic>murA</italic> gene. Interestingly, the only strain with all the antibiotic resistance genes in this investigation was ST152, with the exception of the cadmium resistance genes. Quinolone, beta-lactam, ampicillin (<italic>blaI, blaR1</italic> and <italic>blaZ</italic>), and trimethoprim (<italic>dfrG</italic> and <italic>dfrG 1</italic>; <italic>parE</italic>) were also present in this ST152.</p>
<p>According to reports, beta-lactam antibiotics frequently cause staphylococci to exhibit resistance (<xref ref-type="bibr" rid="ref29">Olsen et al., 2006</xref>; <xref ref-type="bibr" rid="ref49">Zigo et al., 2022</xref>). The <italic>blaZ</italic> gene produces a penicillinase, also called a beta-lactamase, that imparts penicillin resistance by hydrolyzing the beta-lactam ring and rendering the drug inert (<xref ref-type="bibr" rid="ref44">van den Borne et al., 2010</xref>; <xref ref-type="bibr" rid="ref49">Zigo et al., 2022</xref>). Additionally, the results of this study support the conclusions that there is little to no <italic>Staphylococcus</italic> that is resistant to beta-lactam or penicillin (<xref ref-type="bibr" rid="ref44">van den Borne et al., 2010</xref>). However, almost 45% of <italic>S. aureus</italic> isolates were found to be <italic>blaZ</italic> positive and phenotypically penicillin-resistant in a follow-up study conducted in New Zealand by <xref ref-type="bibr" rid="ref43">Steele and McDougall (2014)</xref>. This genotype/phenotype combination was associated with a very low cure following antibiotic treatment. The <italic>mecA</italic> and <italic>mecC</italic> genes were not present in any of the <italic>S. aureus</italic> isolates in the current investigation, which were all methicillin-sensitive <italic>S. aureus</italic> (MSSA). Furthermore, compared to a study by <xref ref-type="bibr" rid="ref13">Haulisah et al. (2021)</xref> which revealed 80%&#x2013;100% resistance to trimethropin, this study did not detect any of these genes from the isolates. Moreover, the production of toxins like hemolysins, leukotoxins, and enterotoxins as well as enzymes like serine proteases, cysteine proteases, and lipases that function as effectors during pathogenicity is what gives <italic>S. aureus</italic> its pathogenic potential (<xref ref-type="bibr" rid="ref40">Sivakumar et al., 2023</xref>).</p>
<p>In addition to several enzyme-coding genes, the majority of the 38 <italic>S. aureus</italic> isolates included in this investigation carried multiple hemolysin genes. The genes encoding enterotoxins, enterotoxin-like proteins, and exfoliative toxins were found in just a small number of carefully selected genomes. Leukocidin D/E was found in all ST152 and ST342, while the Panton&#x2014;Valentine leucocidin genes were only found in two sequence types (ST152 and ST243). Similar to this, all STs had higher frequencies of genes encoding adhesins and hemolysins, while isolates of <italic>S. aureus</italic> strains associated with bovine mastitis had lower frequencies of enterotoxins. Another crucial factor in determining virulence in staphylococci, particularly in <italic>S. aureus</italic>, is toxin synthesis. Inflammation and leukocyte cell death are promoted by these toxins, which include cytotoxins (hemolysins, leukotoxins, and leukocidins) and superantigens (enterotoxins, exfoliative toxins, and toxic shock syndrome toxins; TSST; <xref ref-type="bibr" rid="ref12">Haag et al., 2019</xref>; <xref ref-type="bibr" rid="ref4">Chen et al., 2022</xref>). In isolates from pus, skin infections, and abscesses, the <italic>lukD</italic> and <italic>lukE</italic> genes exhibited strong self-association. As their products are secreted prior to combining to create the PVL toxin, the genes <italic>lukF-PV</italic> and <italic>lukS-PV</italic> were associated in the current groups, which is consistent with the literature (<xref ref-type="bibr" rid="ref9003">Kaneko and Kamio, 2004</xref>; <xref ref-type="bibr" rid="ref38">Rodrigues et al., 2022</xref>).</p>
<p>All <italic>S. aureus</italic> isolates in all clusters carried the cytotoxins <italic>hlgA, hlgB</italic>, and <italic>hlgC</italic>, which encode alpha, beta, and hemolysin, respectively. All <italic>S. aureus</italic> isolates used in the current investigation included leukocidin genes, such as ST97, ST352, <italic>lukS-PV</italic>, and <italic>lukF-PV</italic> (ST152 and ST243). This is consistent with research on bovine <italic>S. aureus</italic> isolates, which discovered leukocidin and leukotoxin genes in the majority of isolates (<xref ref-type="bibr" rid="ref47">W&#x00E4;chter et al., 2021</xref>) from cows in India. This may explain similar observations from the current study because many of the <italic>lukS-PV</italic> and <italic>lukF-PV</italic> genes in our analysis shared the same percentage identity across different <italic>S. aureus</italic> isolates, suggesting that the gene sequences may be comparable to those of the genome even if they are absent. Many enterotoxin genes were also found in <italic>S. aureus</italic> isolates in this current study. The <italic>aur</italic> gene produces the protein aureolysin, which alters the adhesion factor <italic>CflB</italic> and triggers additional proteases to increase <italic>S. aureus</italic> pathogenicity (<xref ref-type="bibr" rid="ref9005">McAleese et al., 2001</xref>). The bi-component leukotoxins that are produced by the <italic>hglA, hglB</italic>, and <italic>hglC</italic> genes can create holes in cell membranes, which allows them to lyse cells (<xref ref-type="bibr" rid="ref9010">Staali and Colin, 2021</xref>). Since these gene products are linked to clinical mastitis, they could be valuable targets for the creation of vaccinations and therapeutic drugs (<xref ref-type="bibr" rid="ref9001">Ahmad-Mansour et al., 2021</xref>; <xref ref-type="bibr" rid="ref9006">Moawad et al., 2023</xref>).</p>
<p>The enterotoxins <italic>sec, sei, sen, sem, seo</italic>, and <italic>seu</italic> were also shown to be associated with similar frequencies in all analyzed groups; these findings have also been reported by other investigations (<xref ref-type="bibr" rid="ref16">Indrawattana et al., 2013</xref>; <xref ref-type="bibr" rid="ref39">Schwan, 2019</xref>; <xref ref-type="bibr" rid="ref37">Ren et al., 2020</xref>). Additionally, prior research has demonstrated that <italic>see</italic> and <italic>sec, sel</italic>, are commonly found in MRSA strains (<xref ref-type="bibr" rid="ref15">Hu et al., 2011</xref>); however, the current investigation did not find this association. It is crucial to prevent contamination of enterotoxin-producing <italic>S. aureus</italic> isolates throughout the food production chain since they can cause acute and severe food poisoning. Unpasteurized milk-based cheese and raw milk are well-known dietary sources of <italic>S. aureus</italic> food poisoning. It is believed that the chemotaxis inhibitory protein (<italic>chp</italic> product) and the <italic>scn</italic> gene product are highly specific for staphylococcal isolates of human origin (<xref ref-type="bibr" rid="ref35">Pinchuk et al., 2010</xref>). The most typical cause of bovine mastitis is staphylococcal enterotoxin C. The primary enterotoxin gene of <italic>S. aureus</italic> isolated from cows with mastitis, according to other researchers, is called <italic>sea</italic>. Three enterotoxin-like genes have shown super-antigenic activity but no emetic qualities, two enterotoxin genes (<italic>seg</italic> and <italic>sei</italic>), and two enterotoxin genes make up the cluster (<italic>selo, selm</italic>, and <italic>seln</italic>). In the current investigation, 91.7% of the <italic>S. aureus</italic> isolates tested positive for the SEs coding genes classical expression (<italic>sea, seb, sec</italic>, or <italic>sed</italic>). The exfoliative toxins (<italic>eta</italic> and <italic>etb</italic>), toxic shock syndrome toxin-1 (tsst-1), staphylococcal enterotoxins (<italic>sea, seb, sec, sed, saw, seg, seh, sei</italic>, and <italic>sej</italic>), and <italic>pvl</italic> are all exoproteins that <italic>S. aureus</italic> is capable of producing (<xref ref-type="bibr" rid="ref37">Ren et al., 2020</xref>). On the other hand, it is still unclear how staphylococcal enterotoxins affect mammary epithelial cells. Nineteen (19) serologically unique SEs have recently been found. Moreover, the genes most commonly found in <italic>S. aureus</italic> isolates from dairy cows with mastitis are <italic>sec, sed, seg</italic>, and <italic>sei</italic> and <italic>sea</italic> (<xref ref-type="bibr" rid="ref37">Ren et al., 2020</xref>).</p>
</sec>
<sec sec-type="conclusions" id="sec15">
<label>5</label>
<title>Conclusion</title>
<p>Understanding the epidemiology of <italic>S. aureus</italic> genotypes in dairy animals and herds may aid in developing treatment and control plans to stop the illness from spreading. Sequence Type 97, virulence genes like leucocidin, hemolysin, and aureolysin, and AMR genes like l<italic>mrS</italic>, <italic>mepA</italic>, and <italic>tet (38)</italic> were most frequently identified genes in this study. The capacity of <italic>S. aureus</italic> to colonize and penetrate the host may be influenced by the combination of these genes. Consequently, due to the global distribution of these genes, screening them in <italic>S. aureus</italic> isolates may be valuable for aiding in clinical outcome prediction and, specifically, for identifying hazardous strains. The current study also showed that all isolates had a nearly identical genotypic pattern and that certain isolates carried virulence factors such as <italic>PVL-</italic>encoding genes, suggesting that <italic>S. aureus</italic> isolates in animals should be closely monitored to prevent the spread of these genes. It is noteworthy that all isolates tested negative for <italic>mecA</italic> and <italic>mecC</italic>, Furthermore, the current study has also showed or revealed an association between ST97, <italic>spa type</italic> t2883 and t416 and the plasmid <italic>Rep_N</italic>. This study has shown that there is a wide range of <italic>S. aureus</italic> genotypes occurring in dairy cattle in the Free State province and that genetic variations are related to geographic origin of the isolates. This suggests that taking the region of interest and the strain virulence into consideration may help to formulate strategies directed to stop the spread of infection and to set up control measures in accordance with pathogen and host features. Hence, depending on the description of the circulating strain, the farmer would be able to choose whether to slaughter the sick animals or isolate positive cows using sanitary milking practices and an appropriate milking schedule.</p>
</sec>
<sec sec-type="data-availability" id="sec16">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: <ext-link xlink:href="https://www.ncbi.nlm.nih.gov/" ext-link-type="uri">https://www.ncbi.nlm.nih.gov/</ext-link>, PRJNA981445 and <ext-link xlink:href="https://www.ncbi.nlm.nih.gov/" ext-link-type="uri">https://www.ncbi.nlm.nih.gov/</ext-link>, PRJNA1006054.</p>
</sec>
<sec sec-type="ethics-statement" id="sec17">
<title>Ethics statement</title>
<p>The animal studies were approved by Animal Research Ethics Committee of the University of Free State (UFS-AED2020/0060/21). The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent was obtained from the owners for the participation of their animals in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec18">
<title>Author contributions</title>
<p>NK: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Resources, Writing &#x2013; original draft. JN: Supervision, Writing &#x2013; review &#x0026; editing. ZM: Supervision, Writing &#x2013; review &#x0026; editing. SK: Formal analysis, Methodology, Software, Visualization, Writing &#x2013; review &#x0026; editing. OT: Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec19">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was financially supported by the Central University of Technology (UCDP M&#x0026;D Grant) and the National Research Foundation (grant no: 134137).</p>
</sec>
<ack>
<p>The authors thank the state veterinarians of the three (3) study sites for their cooperation and patience. We are grateful to the farmers for their cooperation.</p>
</ack>
<sec sec-type="COI-statement" id="sec20">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link xlink:href="https://github.com/stanikae/jekesa" ext-link-type="uri">https://github.com/stanikae/jekesa</ext-link></p></fn>
<fn id="fn0002"><p><sup>2</sup><ext-link xlink:href="https://pubmlst.org/" ext-link-type="uri">https://pubmlst.org/</ext-link></p></fn>
<fn id="fn0003"><p><sup>3</sup><ext-link xlink:href="https://github.com/tseemann/abricate" ext-link-type="uri">https://github.com/tseemann/abricate</ext-link></p></fn>
<fn id="fn0004"><p><sup>4</sup><ext-link xlink:href="https://github.com/phac-nml/staramr" ext-link-type="uri">https://github.com/phac-nml/staramr</ext-link></p></fn>
<fn id="fn0005"><p><sup>5</sup><ext-link xlink:href="http://www.genomicepidemiology.org/services/" ext-link-type="uri">http://www.genomicepidemiology.org/services/</ext-link></p></fn>
<fn id="fn0006"><p><sup>6</sup><ext-link xlink:href="https://github.com/pha4ge/hAMRonization" ext-link-type="uri">https://github.com/pha4ge/hAMRonization</ext-link></p></fn>
<fn id="fn0007"><p><sup>7</sup><ext-link xlink:href="https://github.com/tseemann/scapper" ext-link-type="uri">https://github.com/tseemann/scapper</ext-link></p></fn>
<fn id="fn0008"><p><sup>8</sup><ext-link xlink:href="https://github.com/tseemann/snp-dists" ext-link-type="uri">https://github.com/tseemann/snp-dists</ext-link></p></fn>
<fn id="fn0009"><p><sup>9</sup><ext-link xlink:href="https://microreact.org/" ext-link-type="uri">https://microreact.org/</ext-link></p></fn>
<fn id="fn0010"><p><sup>10</sup><ext-link xlink:href="http://spaserver.ridom.de/" ext-link-type="uri">http://spaserver.ridom.de/</ext-link></p></fn>
</fn-group>
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