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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2024.1464816</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Investigation on the mechanisms of carbapenem resistance among the non-carbapenemase-producing carbapenem-resistant <italic>Klebsiella pneumoniae</italic>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Lee</surname>
<given-names>Yee Qing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Sri La Sri Ponnampalavanar</surname>
<given-names>Sasheela</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Wong</surname>
<given-names>Jia Haw</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Kong</surname>
<given-names>Zhi Xian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Ngoi</surname>
<given-names>Soo Tein</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
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<contrib contrib-type="author">
<name>
<surname>Karunakaran</surname>
<given-names>Rina</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Lau</surname>
<given-names>Min Yi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Abdul Jabar</surname>
<given-names>Kartini</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Teh</surname>
<given-names>Cindy Shuan Ju</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Medical Microbiology, Faculty of Medicine, Universiti Malaya</institution>, <addr-line>Kuala Lumpur</addr-line>, <country>Malaysia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Medicine, Faculty of Medicine, Universiti Malaya</institution>, <addr-line>Kuala Lumpur</addr-line>, <country>Malaysia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Anaesthesiology, Faculty of Medicine, Universiti Malaya</institution>, <addr-line>Kuala Lumpur</addr-line>, <country>Malaysia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Ghassan M. Matar, American University of Beirut, Lebanon</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Elias Adel Rahal, American University of Beirut, Lebanon</p>
<p>Mira El Chaar, University of Balamand, Lebanon</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Cindy Shuan Ju Teh, <email xlink:href="mailto:cindysjteh@um.edu.my">cindysjteh@um.edu.my</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>09</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>1464816</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>08</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Lee, Sri La Sri Ponnampalavanar, Wong, Kong, Ngoi, Karunakaran, Lau, Abdul Jabar and Teh</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Lee, Sri La Sri Ponnampalavanar, Wong, Kong, Ngoi, Karunakaran, Lau, Abdul Jabar and Teh</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>
<sec>
<title>Background</title>
<p>In Malaysia, an increase in non-carbapenemase-producing carbapenem-resistant <italic>Klebsiella pneumoniae</italic> (NC-CRKP) has been observed over the years. Previously, four NC-CRKP with increased susceptibility to ciprofloxacin in the presence of phenylalanine-arginine &#x3b2;-naphthylamide (PA&#x3b2;N) were identified. However, no contribution of the PA&#x3b2;N-inhibited efflux pump to carbapenem resistance was observed. All four NC-CRKP harboured non-carbapenemase &#x3b2;-lactamase, with two also exhibiting porin loss. In this study, we further investigated the genomic features and resistance mechanisms of these four isolates.</p>
</sec>
<sec>
<title>Methods</title>
<p>All four NC-CRKP were subjected to whole-genome sequencing, followed by comparative genomic and phylogenetic analyses.</p>
</sec>
<sec>
<title>Results</title>
<p>Multi-locus sequence typing (MLST) analysis divided the four NC-CRKP into different sequence types: ST392, ST45, ST14, and ST5947. Neither major nor rare carbapenemase genes were detected. Given the presence of non-carbapenemase &#x3b2;-lactamase in all isolates, we further investigated the potential mechanisms of resistance by identifying related chromosomal mutations. Deletion mutation was detected in the cation efflux system protein CusF. Insertion mutation was identified in the nickel/cobalt efflux protein RcnA. Missense mutation of ompK36 porin was detected in two isolates, while the loss of ompK36 porin was observed in another two isolates.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>This study revealed that NC-CRKP may confer carbapenem resistance through a combination of non-carbapenemase &#x3b2;-lactamase and potential chromosomal mutations including missense mutation or loss of ompK36 porin and/or a frameshift missense mutation in efflux pump systems, such as cation efflux system protein CusF and nickel/cobalt efflux protein RcnA. Our findings highlighted the significance of implementing whole-genome sequencing into clinical practice to promote the surveillance of carbapenem resistance mechanisms among NC-CRKP.</p>
</sec>
</abstract>
<kwd-group>
<kwd>cation efflux system protein CusF</kwd>
<kwd>missense mutation</kwd>
<kwd>NC-CRKP</kwd>
<kwd>nickel/cobalt efflux protein RcnA</kwd>
<kwd>ompK36 porin</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="81"/>
<page-count count="11"/>
<word-count count="5948"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Molecular Bacterial Pathogenesis</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Carbapenem-resistant Enterobacterales (CREs) have been listed as an urgent threat to public health. CRE has emerged as a challenge in healthcare settings due to the limited treatment options (<xref ref-type="bibr" rid="B13">CDC, 2019a</xref>). CREs are Enterobacterales that confer resistance to at least one of the carbapenem antibiotics or produce a carbapenemase enzyme (<xref ref-type="bibr" rid="B14">CDC, 2019b</xref>, <xref ref-type="bibr" rid="B12">2015</xref>). Among CRE infections, carbapenem-resistant <italic>Klebsiella pneumoniae</italic> (CRKP) is the most critical pathogen which was listed in the World Health Organization (WHO) priority list of antibiotic-resistant bacteria (<xref ref-type="bibr" rid="B70">Tacconelli et al., 2018</xref>). Studies pertaining to CRKP in the past decades have mainly focused on carbapenemase-producing CRKP (C-CRKP), predominantly due to the rapid global dissemination of carbapenemases (<xref ref-type="bibr" rid="B45">Lee et al., 2016</xref>). Nonetheless, non-carbapenemase-producing carbapenem-resistant <italic>Klebsiella pneumoniae</italic> (NC-CRKP) is of huge clinical importance yet underestimated due to a lack of relevant research.</p>
<p>NC-CRKP does not produce carbapenemase but can exhibit resistance to carbapenems through a combination of chromosomal mutations (e.g., porin gene mutation, overproduction of efflux pump, and/or alterations in cell structure such as penicillin-binding protein) and acquired non-carbapenemase resistance mechanisms (acquisition or upregulation of a &#x3b2;-lactamase) (<xref ref-type="bibr" rid="B14">CDC, 2019b</xref>, <xref ref-type="bibr" rid="B12">2015</xref>; <xref ref-type="bibr" rid="B73">Westblade, 2018</xref>). Although studies suggested that C-CRKP was more virulent than NC-CRKP (<xref ref-type="bibr" rid="B27">Goodman et al., 2016</xref>; <xref ref-type="bibr" rid="B71">Tamma et al., 2017</xref>; <xref ref-type="bibr" rid="B62">Richards et al., 2017</xref>), the mortality rate of NC-CRKP was high (<xref ref-type="bibr" rid="B69">Su et al., 2018</xref>) and almost similar to C-CRKP (<xref ref-type="bibr" rid="B56">Orsi et al., 2013</xref>). Therefore, the significance of the disease burden posed by NC-CRKP should not be overlooked.</p>
<p>In Malaysia, studies on NC-CRKP are scarce, but the limited evidence garnered from these studies has demonstrated great diversity and dynamicity of local CRKP populations (<xref ref-type="bibr" rid="B43">Lau et al., 2021</xref>; <xref ref-type="bibr" rid="B40">Kong et al., 2022</xref>; <xref ref-type="bibr" rid="B46">Lee et al., 2022</xref>; <xref ref-type="bibr" rid="B76">Zaidah et al., 2017</xref>; <xref ref-type="bibr" rid="B78">Zawawi et al., 2021</xref>; <xref ref-type="bibr" rid="B75">Yeow, 2020</xref>; <xref ref-type="bibr" rid="B30">Heng et al., 2019</xref>; <xref ref-type="bibr" rid="B53">Mohamed et al., 2018</xref>; <xref ref-type="bibr" rid="B50">Low et al., 2017</xref>). An increasing trend of NC-CRKP was observed in our hospital setting. The number of cases of NC-CRKP increased from one in 2013 to 17 cases in 2018, followed by a slight decline to 12 cases in 2019 (<xref ref-type="bibr" rid="B46">Lee et al., 2022</xref>). NC-CRKP may potentially emerge through <italic>de novo</italic> mutations or genetic reassortment within carbapenem-sensitive Enterobacterales under antimicrobial selective pressure (<xref ref-type="bibr" rid="B52">Marimuthu et al., 2019</xref>). Although the prevalence of NC-CRKP remained lower than C-CRKP in Malaysia, the increasing trend should not be ignored since the treatment for NC-CRKP may be different from C-CRKP infections as NC-CRKP employ different mechanisms for carbapenem resistance. In addition, the lack of epidemiological data and an unknown mechanism may pose significant challenges in treating NC-CRKP.</p>
<p>In our recent study, 54 NC-CRKP isolated from 2013 to 2019 in Malaysia have been studied (<xref ref-type="bibr" rid="B46">Lee et al., 2022</xref>). The study identified the loss of porins (46.3%, 25/54) and the presence of <italic>AmpC</italic> &#x3b2;-lactamase gene (<italic>bla</italic>
<sub>DHA</sub>), along with other non-carbapenemase &#x3b2;-lactamase genes (<italic>bla</italic>
<sub>TEM</sub>, <italic>bla</italic>
<sub>SHV</sub>, <italic>bla</italic>
<sub>CTX-M</sub>, and <italic>bla</italic>
<sub>OXA-1</sub>) in the NC-CRKP isolates. In addition, a minimum inhibitory concentration (MIC) reduction assay using 26.3 &#xb5;g/ml phenylalanine-arginine &#x3b2;-naphthylamide (PA&#x3b2;N), a Resistance Nodulation Division (RND) efflux pump inhibitor (<xref ref-type="bibr" rid="B18">Dupont et al., 2016</xref>), was performed to address conflicting findings from previous studies regarding whether PA&#x3b2;N-inhibited efflux pumps reduce carbapenem MIC value by 1 to 4 times (<xref ref-type="bibr" rid="B38">Khalid and Ghaima, 2022</xref>) or elevate resistance to carbapenem antibiotics (<xref ref-type="bibr" rid="B66">Saw et al., 2016</xref>). While all NC-CRKP isolates demonstrated the same MIC value for ciprofloxacin, four isolates exhibited increased susceptibility to ciprofloxacin but also showed increased resistance to carbapenem (<xref ref-type="bibr" rid="B46">Lee et al., 2022</xref>). In this study, we sought to investigate the genomic features, carbapenem resistance mechanisms, and virulence determinants of these four NC-CRKP isolates, collected from a tertiary teaching hospital in 2018, using whole-genome sequencing (WGS) to shed light on the mechanisms of carbapenem resistance in NC-CRKP isolates attributable to potential chromosomal mutations.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study setting and clinical isolates</title>
<p>NC-CRKP was classified based on the absence of the five major carbapenemase genes, which were <italic>bla</italic>
<sub>NDM</sub>, <italic>bla</italic>
<sub>OXA-48</sub>, <italic>bla</italic>
<sub>IMP</sub>, <italic>bla</italic>
<sub>VIM</sub>, and <italic>bla</italic>
<sub>KPC</sub>. In this study, four NC-CRKP isolated from the Universiti Malaya Medical Centre (UMMC) patients by the hospital&#x2019;s Medical Microbiology Diagnostic Laboratory (MMDL) in 2018, designated 1801-2, 1804-1, 1805-11, and 1805-12 were selected and subjected to whole-genome sequencing (WGS) assays. Their clinical and antimicrobial characteristics have been previously described (<xref ref-type="bibr" rid="B46">Lee et al., 2022</xref>).</p>
<p>The rationale of selection was based on the presence of <italic>AmpC</italic> &#x3b2;-lactamase gene (<italic>bla</italic>
<sub>DHA</sub>), other non-carbapenemase &#x3b2;-lactamase genes (<italic>bla</italic>
<sub>TEM</sub>, <italic>bla</italic>
<sub>SHV</sub>, <italic>bla</italic>
<sub>CTX-M</sub>, and <italic>bla</italic>
<sub>OXA-1</sub>), porins loss, and findings from a minimum inhibitory concentration (MIC) reduction assay conducted in a previous study (<xref ref-type="bibr" rid="B46">Lee et al., 2022</xref>). All four isolates harboured non-carbapenemase &#x3b2;-lactamase genes: <italic>bla</italic>
<sub>SHV</sub> was present in all four isolates; <italic>bla</italic>
<sub>TEM</sub> and <italic>bla</italic>
<sub>CTX-M</sub> were found in two isolates (1804-1 and 1805-11); and <italic>bla</italic>
<sub>OXA-1</sub> was detected in one isolate (1801-2). Two NC-CRKP isolates harboured the <italic>AmpC</italic> &#x3b2;-lactamase gene (<italic>bla</italic>
<sub>DHA</sub>; 1804-1 and 1805-12), while the other two exhibited ompK36 porin loss (1801-2 and 1805-11). Two NC-CRKP isolates were mono-resistant to ertapenem (isolates 1801-2 and 1804-1), while the other two were resistant to all three carbapenems (1805-11 and 1805-12). The MIC reduction assay using the RND efflux pump inhibitor PA&#x3b2;N (26.3 &#xb5;g/ml) revealed a &#x2265; 4-fold decrease in the MIC of ciprofloxacin in all four isolates (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>) (<xref ref-type="bibr" rid="B46">Lee et al., 2022</xref>; <xref ref-type="bibr" rid="B18">Dupont et al., 2016</xref>). This implied the involvement of PA&#x3b2;N-inhibited efflux pumps in mediating ciprofloxacin resistance among these isolates. However, no active efflux contribution of PA&#x3b2;N-inhibited efflux pumps to carbapenem resistance was observed, suggesting diversity in the resistance mechanisms governing different antimicrobial classes among these four NC-CRKP isolates.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Genome sequencing, assembly, and annotation</title>
<p>Whole-genomic deoxyribonucleic acid (DNA) of the isolates was extracted using the DNeasy blood and tissue kit (Qiagen, Hilden, Germany) according to the manufacturer&#x2019;s instructions. DNA concentrations were measured with a Qubit fluorometer to determine DNA input from each isolate. The quality of genomic DNA was assessed by agarose gel electrophoresis. Implen NanoPhotometer<sup>&#xae;</sup> spectrophotometer (Implen GmbH, Munchen, Germany) was used to quantify the purity of the DNA samples.</p>
<p>WGS was performed using the Miseq platform using V3 reagent kits with paired-end 2x300 bp reads (Illumina, San Diego, CA, USA). Libraries were prepared by following the Illumina Nextera XT sample preparation guide. Sequences for individual isolates were demultiplexed by a local run manager (LRM) version 3.0.0. The raw data was pre-processed by trimming away poor-quality ends of the reads and poor-quality reads using Trimmomatic settings (<xref ref-type="bibr" rid="B6">Bolger et al., 2014</xref>) with SLIDINGWINDOW:4:20 and MINLEN:30 as trimming parameters. Clean data obtained after trimming was mapped to the <italic>K. pneumoniae</italic> subspecies <italic>pneumoniae</italic> HS11286 reference genome ASM24018v2 (NCBI RefSeq assembly: GCF_000240185.1). Variant calling was performed on the mapped data.</p>
<p>The raw sequencing reads in FASTQ format were uploaded to CLC Genomics Workbench version 7.5.1 (CLC bio, Aarhus C, Denmark). Sequence reads were trimmed by removing ambiguous nucleotides and those with Phred scores of &lt; 30. <italic>De novo</italic> assembly was performed for each isolate with scaffolding, 25 bp word size, bubble size of 50 bp, and discarding contigs of &lt; 250 bp. Contigs with low coverage (&lt; 30.0% of the average genome coverage) were also removed from the genome assembly. Contigs with an average genome coverage of 30.0% and above were selected to represent the draft genome for further analysis.</p>
<p>The FASTA format of the assembled genomic sequence was uploaded to the web server of the Rapid Annotation using Subsystem Technology (RAST) at <ext-link ext-link-type="uri" xlink:href="https://rast.nmpdr.org/for">https://rast.nmpdr.org/for</ext-link> genomic annotation based on the National Center for Biotechnology Information (NCBI) taxonomy identifier 573 (NCBI:txid573) (<xref ref-type="bibr" rid="B5">Aziz et al., 2008</xref>; <xref ref-type="bibr" rid="B57">Overbeek et al., 2014</xref>; <xref ref-type="bibr" rid="B9">Brettin et al., 2015</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Whole genome sequence analyses</title>
<sec id="s2_3_1">
<label>2.3.1</label>
<title>Antimicrobial resistance genes prediction</title>
<p>The annotated reads were submitted to the Resistance Gene Identifier (RGI) version 6.0.1 to predict antimicrobial resistome from protein or nucleotide data by using curated reference data from the Comprehensive Antibiotic Resistance Database (CARD) version 3.2.6 (<xref ref-type="bibr" rid="B3">Alcock et al., 2023</xref>). Stringent selection criteria of antimicrobial resistance genes (ARG) were applied, filtering to only perfect (100.0% identity) and strict (CARD&#x2019;s curated bit-score cut-offs) hits against the curated reference sequences in CARD.</p>
<p>The RGI predictions were cross-validated using ResFinder version 4.1 with a minimal threshold of 90.0% sequence identity and minimal resistance gene length coverage of 60.0% (<xref ref-type="bibr" rid="B77">Zankari et al., 2012</xref>).</p>
<p>The resistome was defined by consolidating the antimicrobial resistance gene predictions by both databases. All predicted ARG were validated through comprehensive cross-examination with RAST-annotation output and manual interrogation using NCBI Basic Local Alignment Search Tool (BLAST: blastx).</p>
</sec>
<sec id="s2_3_2">
<label>2.3.2</label>
<title>Multi-locus sequence typing</title>
<p>The assembled genome was uploaded to Pasteur multi-locus sequence typing (MLST) version 2.0.9 of the Center for Genomic Epidemiology (CGE) web server (<ext-link ext-link-type="uri" xlink:href="https://cge.food.dtu.dk/services/MLST/">https://cge.food.dtu.dk/services/MLST/</ext-link>) to identify the sequence type (ST) of the studied isolates (<xref ref-type="bibr" rid="B42">Larsen et al., 2012</xref>). The PubMLST typing scheme assessing the seven conventional housekeeping genes (<italic>gapA</italic>, <italic>infB</italic>, <italic>mdh</italic>, <italic>pgi</italic>, <italic>phoE</italic>, <italic>rpoB</italic>, and <italic>tonB</italic>) was adopted for diversity characterization (<xref ref-type="bibr" rid="B33">Jolley et al., 2018</xref>).</p>
</sec>
<sec id="s2_3_3">
<label>2.3.3</label>
<title>Identification of virulence genes</title>
<p>The draft genomes in Genbank format were uploaded to the VFanalyzer (<ext-link ext-link-type="uri" xlink:href="http://www.mgc.ac.cn/cgi-bin/VFs/v5/main.cgi?func=VFanalyzer">http://www.mgc.ac.cn/cgi-bin/VFs/v5/main.cgi?func=VFanalyzer</ext-link>) for identification of virulence genes based on pre-analyzed reference genomes from the virulence factor database (VFDB).</p>
</sec>
<sec id="s2_3_4">
<label>2.3.4</label>
<title>Identification of plasmids</title>
<p>The PlasmidFinder 2.1 (<ext-link ext-link-type="uri" xlink:href="https://cge.food.dtu.dk/services/PlasmidFinder/">https://cge.food.dtu.dk/services/PlasmidFinder/</ext-link>) database was used to search for potential plasmid sequences in the draft genomes (<xref ref-type="bibr" rid="B11">Carattoli et al., 2014</xref>). The mapping criteria were set at &#x2265; 95.0% sequence identity and &#x2265; 60.0% mutual coverage to a reference plasmid (<xref ref-type="bibr" rid="B11">Carattoli et al., 2014</xref>).</p>
</sec>
<sec id="s2_3_5">
<label>2.3.5</label>
<title>Prediction of carbapenem resistance mechanism in NC-CRKP</title>
<p>To identify potential chromosomal mutations contributing to carbapenem resistance, RAST-annotated gene sequences associated with peptidoglycan biosynthesis, peptidoglycan maturation, and the efflux pump system were compared with the corresponding NCBI reference sequences within the BioCyc databases (<xref ref-type="bibr" rid="B36">Karp et al., 2019</xref>) available at <ext-link ext-link-type="uri" xlink:href="http://BioCyc.org">http://BioCyc.org</ext-link>. The pairwise comparison was performed in MEGA11: Molecular Evolutionary Genetics Analysis version 11 (<xref ref-type="bibr" rid="B72">Tamura et al., 2021</xref>). Furthermore, porin-associated genes (<italic>ompK35</italic> and <italic>ompK36</italic>) were amplified via polymerase chain reaction (PCR) (<xref ref-type="bibr" rid="B35">Kaczmarek et al., 2006</xref>). The PCR amplicons were sequenced and compared with curated gene sequences in the GenBank using the NCBI BLAST. Specifically, the ompK35 porin was aligned with the wild-type ompK35 porin (GenBank accession number AJ011501) (<xref ref-type="bibr" rid="B17">Dom&#xe9;nech-S&#xe1;nchez et al., 2003</xref>), while the ompK36 porin was aligned with the wild-type ompK36 porin (GenBank accession number Z33506) (<xref ref-type="bibr" rid="B2">Albert&#xed; et al., 1995</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Genome sequences features</title>
<p>In 2018, a total of 65 CRKP isolates were collected from patients&#x2019; clinical and screening samples. Of these, 26.2% were classified as NC-CRKP, while the remaining isolates were identified as C-CRKP because they harboured carbapenemase genes. The colonization rate among NC-CRKP patients was 64.7% (11/17) in 2018.</p>
<p>Four NC-CRKP isolates, designated 1801-2, 1804-1, 1805-11, and 1805-12, were previously isolated from rectal swabs of UMMC patients during routine screening in 2018. All isolates were confirmed as colonizers. Only 1 patient (1801-2) was associated with all-cause in-hospital mortality. These four NC-CRKP isolates were subjected to whole-genome sequencing. The sequences were analyzed for their virulence and potential determinants of resistance mechanisms. In brief, the size of the genomes ranged from 5.4 to 5.7 million base pairs (Mbp), with an approximate GC content of 57.0%. The draft genome was consistent with the typical <italic>K. pneumoniae</italic> genome, which is approximately 5.5 Mbp (<xref ref-type="bibr" rid="B74">Wyres et al., 2020</xref>). The genomic features of these four NC-CRKP isolates are summarized in <xref ref-type="table" rid="T1">
<bold>Table 1</bold>
</xref>. All the draft genomes have been deposited in the NCBI GenBank with BioSample accession of SAMN41156152 (1801-2), SAMN41156273 (1804-1), SAMN41156274 (1805-11), and SAMN41156276 (1805-12).</p>
<table-wrap id="T1" position="float">
<label>Table 1</label>
<caption>
<p>General genome features of the NC-CRKP isolates.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Isolates</th>
<th valign="middle" align="left">1801-2</th>
<th valign="middle" align="left">1804-1</th>
<th valign="top" align="left">1805-11</th>
<th valign="top" align="left">1805-12</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Genome size (bp)</td>
<td valign="middle" align="left">5,536,202</td>
<td valign="middle" align="left">5,716,583</td>
<td valign="top" align="left">5,542,162</td>
<td valign="top" align="left">5,429,419</td>
</tr>
<tr>
<td valign="middle" align="left">Total genome coverage</td>
<td valign="middle" align="left">104 x</td>
<td valign="middle" align="left">100 x</td>
<td valign="top" align="left">93 x</td>
<td valign="top" align="left">79 x</td>
</tr>
<tr>
<td valign="middle" align="left">N50 (bp)</td>
<td valign="middle" align="left">355,343</td>
<td valign="middle" align="left">358,427</td>
<td valign="top" align="left">364,263</td>
<td valign="top" align="left">350,629</td>
</tr>
<tr>
<td valign="middle" align="left">GC content (%)</td>
<td valign="middle" align="left">57.2</td>
<td valign="middle" align="left">57.1</td>
<td valign="top" align="left">57.3</td>
<td valign="top" align="left">57.2</td>
</tr>
<tr>
<td valign="middle" align="left">Contig count</td>
<td valign="middle" align="left">83</td>
<td valign="middle" align="left">86</td>
<td valign="top" align="left">74</td>
<td valign="top" align="left">74</td>
</tr>
<tr>
<td valign="middle" align="left">Number of CDS</td>
<td valign="middle" align="left">5512</td>
<td valign="middle" align="left">5745</td>
<td valign="top" align="left">5432</td>
<td valign="top" align="left">5367</td>
</tr>
<tr>
<td valign="middle" align="left">Number of RNA</td>
<td valign="middle" align="left">89</td>
<td valign="middle" align="left">88</td>
<td valign="top" align="left">84</td>
<td valign="top" align="left">88</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The antimicrobial characteristics of the four NC-CRKP isolates, including the susceptibility profile, resistance genes, and porin-associated genes, were summarized in <xref ref-type="table" rid="T2">
<bold>Table 2</bold>
</xref>. Two of the <italic>Klebsiella pneumoniae</italic> isolates, 1805-11 and 1805-12 exhibited resistance to all tested carbapenems (one with porin loss and another with porin mutation), while the other two, 1801-2 and 1804-1, were mono-resistant to ertapenem only (one with porin loss and another with porin mutation). The identified bacterial species and resistance genes were concordant with laboratory data. None of the NC-CRKP harboured the five major carbapenemase genes.</p>
<table-wrap id="T2" position="float">
<label>Table 2</label>
<caption>
<p>Antimicrobial characteristics by isolate.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Isolates</th>
<th valign="middle" align="left">Antimicrobial class</th>
<th valign="middle" align="left">Antimicrobial resistance genes (ARG)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" rowspan="4" align="left">
<bold>1801-2</bold>
<sup>*,a</sup>
</td>
<td valign="middle" align="left">&#x3b2;-lactam:</td>
<td valign="top" align="left">
<italic>bla</italic>
<sub>SHV-11</sub>, <italic>bla</italic>
<sub>OXA-1</sub>
</td>
</tr>
<tr>
<td valign="middle" align="left">Folate pathway antagonist:</td>
<td valign="top" align="left">
<italic>sul3, dfrA12</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left">Aminoglycosides:</td>
<td valign="top" align="left">
<italic>aadA2, AAC(3)-IV, APH(4)-Ia</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left">Quinolone:</td>
<td valign="top" align="left">
<italic>QnrB1</italic>
</td>
</tr>
<tr>
<td valign="top" rowspan="4" align="left">
<bold>1804-1</bold>
<sup>&#x2020;,b</sup>
</td>
<td valign="middle" align="left">&#x3b2;-lactam:</td>
<td valign="top" align="left">
<italic>bla</italic>
<sub>SHV-1</sub>, <italic>bla</italic>
<sub>TEM-1</sub>, <italic>bla</italic>
<sub>CTX-M-15</sub>, <italic>bla</italic>
<sub>DHA-1</sub>
</td>
</tr>
<tr>
<td valign="middle" align="left">Folate pathway antagonist:</td>
<td valign="top" align="left">
<italic>sul1, sul2, sul3, dfrA12</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left">Aminoglycosides:</td>
<td valign="top" align="left">
<italic>aadA2</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left">Quinolone:</td>
<td valign="top" align="left">
<italic>QnrB4, QnrS1</italic>
</td>
</tr>
<tr>
<td valign="top" rowspan="6" align="left">
<bold>1805-11</bold>
<sup>*,b,c</sup>
</td>
<td valign="middle" align="left">&#x3b2;-lactam:</td>
<td valign="top" align="left">
<italic>bla</italic>
<sub>SHV-28</sub>, <italic>bla</italic>
<sub>TEM-1</sub>, <italic>bla</italic>
<sub>CTX-M-15</sub>
</td>
</tr>
<tr>
<td valign="middle" align="left">Folate pathway antagonist:</td>
<td valign="top" align="left">
<italic>sul1, dfrA27</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left">Quinolone:</td>
<td valign="top" align="left">
<italic>QnrB6</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left">Rifamycin:</td>
<td valign="top" align="left">
<italic>arr-3</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left">Macrolide:</td>
<td valign="top" align="left">
<italic>mphA</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left">Quaternary ammonium compound:</td>
<td valign="top" align="left">
<italic>qacE</italic>
</td>
</tr>
<tr>
<td valign="top" rowspan="5" align="left">
<bold>1805-12</bold>
<sup>&#x2020;,b,c</sup>
</td>
<td valign="middle" align="left">&#x3b2;-lactam:</td>
<td valign="top" align="left">
<italic>bla</italic>
<sub>SHV-1</sub>, <italic>bla</italic>
<sub>DHA-1</sub>
</td>
</tr>
<tr>
<td valign="middle" align="left">Folate pathway antagonist:</td>
<td valign="top" align="left">
<italic>sul1, sul3, dfrA12</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left">Aminoglycosides:</td>
<td valign="top" align="left">
<italic>aadA2</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left">Quinolone:</td>
<td valign="top" align="left">
<italic>QnrB4, QnrS1</italic>
</td>
</tr>
<tr>
<td valign="middle" align="left">Macrolide:</td>
<td valign="top" align="left">
<italic>mphA, mef(B)</italic>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<sup>*</sup>Loss of <italic>ompK36</italic> gene.</p>
</fn>
<fn>
<p>
<sup>&#x2020;</sup>Missense mutation in ompK36 porin.</p>
</fn>
<fn id="fnT2_1">
<label>a</label>
<p>Isolate resistant to gentamicin (aminoglycosides).</p>
</fn>
<fn id="fnT2_2">
<label>b</label>
<p>Isolate resistant to ceftazidime and ceftriaxone.</p>
</fn>
<fn id="fnT2_3">
<label>c</label>
<p>Isolate resistant to imipenem and meropenem.</p>
</fn>
<fn>
<p>All four NC-CRKP isolates were found to possess ompK35 and ompK37 porins. All isolates were resistant to amoxicillin/clavulanate, ampicillin, cefuroxime, cefotaxime, ciprofloxacin (fluoroquinolones), and ertapenem.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Whole genome sequence analyses</title>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Antimicrobial resistance genes prediction</title>
<p>Antimicrobial resistance genes that confer resistance to different classes of antimicrobial agents were determined. As a gentamicin-resistant strain, isolate 1801-2 harboured aminoglycoside <italic>N</italic>-acetyltransferase 3-IV (<italic>AAC(3)-IV</italic>) and aminoglycosides <italic>O</italic>-phosphotransferases 4-Ia (<italic>APH(4)-Ia</italic>), which encodes resistant to apramycin, gentamicin, netilmicin, and tobramycin (<xref ref-type="bibr" rid="B29">Hao et al., 2020</xref>). Isolate 1805-11 harboured plasmid-encoded disinfectant resistance gene <italic>qacE</italic> which is associated with quaternary ammonium compound. This finding is worrying as the quaternary ammonium compound is widely present in cleaning, disinfecting, and personal care products.</p>
<p>In this study, NC-CRKP carried the non-carbapenemase &#x3b2;-lactamase gene that can confer resistance to &#x3b2;-lactam antibiotics, including plasmid-mediated <italic>AmpC</italic> &#x3b2;-lactamase gene such as <italic>bla</italic>
<sub>DHA-1</sub>; extended-spectrum &#x3b2;-lactamase (ESBL) genes such as <italic>bla</italic>
<sub>CTX-M-15</sub> and <italic>bla</italic>
<sub>SHV-28</sub>; narrow-spectrum class D &#x3b2;-lactamase gene such as <italic>bla</italic>
<sub>OXA-1</sub>; and narrow-spectrum class A &#x3b2;-lactamase genes such as <italic>bla</italic>
<sub>TEM-1</sub>, <italic>bla</italic>
<sub>SHV-1</sub> and <italic>bla</italic>
<sub>SHV-11</sub> (non-ESBL) (<xref ref-type="bibr" rid="B10">Bush and Jacoby, 2010</xref>; <xref ref-type="bibr" rid="B21">Fisher et al., 2005</xref>; <xref ref-type="bibr" rid="B34">Jones et al., 2018</xref>). None of the major and rare carbapenemase genes (<italic>bla</italic>
<sub>NDM</sub>, <italic>bla</italic>
<sub>OXA-48</sub>, <italic>bla</italic>
<sub>IMP</sub>, <italic>bla</italic>
<sub>VIM</sub>, <italic>bla</italic>
<sub>KPC</sub>, <italic>bla</italic>
<sub>OXA-372</sub>, <italic>bla</italic>
<sub>IMI</sub>, <italic>bla</italic>
<sub>NMC</sub>, <italic>bla</italic>
<sub>FRI</sub>, <italic>bla</italic>
<sub>GES</sub>, <italic>bla</italic>
<sub>BKC</sub>, <italic>bla</italic>
<sub>SFC</sub>, <italic>bla</italic>
<sub>SME</sub>, <italic>bla</italic>
<sub>GIM</sub>, <italic>bla</italic>
<sub>TMB</sub>, <italic>bla</italic>
<sub>LMB</sub>, <italic>bla</italic>
<sub>KHM</sub>, <italic>bla</italic>
<sub>SFH</sub>, <italic>bla</italic>
<sub>AIM</sub>, <italic>bla</italic>
<sub>CMY</sub>, <italic>bla</italic>
<sub>ACT</sub>, or <italic>bla</italic>
<sub>BIC</sub>) were detected among four NC-CRKP isolates. The antimicrobial resistance gene profiles were categorized by antimicrobial class in <xref ref-type="table" rid="T2">
<bold>Table 2</bold>
</xref>.</p>
<p>The acquisition of dihydropteroate synthase (DHPS) genes (<italic>sul1</italic>, <italic>sul2</italic>, and <italic>sul3</italic>) in integrons can contribute to sulfonamide (e.g., sulfamethoxazole) resistance (<xref ref-type="bibr" rid="B28">G&#xfc;ndo&#x11f;du et al., 2011</xref>), while <italic>dfrA12</italic> and <italic>dfrA27</italic> can confer resistance to trimethoprim (<xref ref-type="bibr" rid="B4">Ambrose and Hall, 2021</xref>), both hindering the folate biosynthesis pathway and contributing resistance against folate pathway inhibitors (<xref ref-type="bibr" rid="B68">Shin et al., 2015</xref>). The aminoglycoside-modifying enzyme (AME) genes mediate resistance to aminoglycoside antibiotics and compromise their efficacy in protein synthesis inhibition (<xref ref-type="bibr" rid="B41">Krause et al., 2016</xref>). The presence of a transferable target protection mechanism of quinolone resistance (<italic>QnrB1</italic>, <italic>QnrB4</italic>, <italic>QnrB6</italic>, and <italic>QnrS1</italic>) can protect bacterial DNA gyrase and topoisomerase IV from inhibition, thereby impeding bacterial DNA replication and reducing the effectiveness of treatments against bacterial infections (<xref ref-type="bibr" rid="B65">Ruiz, 2019</xref>). Rifampicin resistance may arise from the horizontal acquisition of ADP-ribosyltransferases such as <italic>arr-3</italic> that can inactivate rifampicin and other rifamycin (<xref ref-type="bibr" rid="B23">Fonseca et al., 2008</xref>; <xref ref-type="bibr" rid="B54">Morgado et al., 2021</xref>). The <italic>mphA</italic> and <italic>mef(B)</italic> may confer resistance to macrolides, such as erythromycin, azithromycin, spiramycin, and telithromycin, limiting their efficacy in inhibiting bacterial protein synthesis (<xref ref-type="bibr" rid="B26">Gomes et al., 2017</xref>; <xref ref-type="bibr" rid="B37">Katz and Ashley, 2005</xref>).</p>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Multi-locus sequence typing</title>
<p>The ST varied among the four NC-CRKP isolates. Isolates 1801-2, 1804-1, 1805-11, and 1805-12 were identified as ST392, ST45, ST14, and ST5947 respectively.</p>
</sec>
<sec id="s3_2_3">
<label>3.2.3</label>
<title>Identification of virulence genes</title>
<p>The examination of the virulence factor (VF) of the four NC-CRKP isolates was crucial in elucidating their potential pathogenicity. Within the VF class of adherence, specific VF included type 1 fimbriae, type 3 fimbriae, and type IV pili. All isolates exhibited the presence of type 3 fimbriae genes (<italic>mrkA</italic>, <italic>mrkB</italic>, <italic>mrkC</italic>, <italic>mrkD</italic>, <italic>mrkF</italic>, <italic>mrkH</italic>, <italic>mrkI</italic>, <italic>mrkJ</italic>) and type 1 fimbriae genes (<italic>fimA</italic>, <italic>fimB</italic>, <italic>fimC</italic>, <italic>fimD</italic>, <italic>fimE</italic>, <italic>fimF</italic>, <italic>fimG</italic>, <italic>fimH</italic>, <italic>fimI</italic>, <italic>fimK</italic>). The gene <italic>pilW</italic>, associated with type IV pili, was not detected in isolate 1804-1, but it was identified in the remaining three isolates. The absence of <italic>pilW</italic> may indicate alternative type IV pili-related adhesion strategies or variations in pathogenicity.</p>
<p>In terms of antiphagocytosis, all isolates exhibited the presence of capsule-associated genes, and they were varied in the components essential to produce protective capsules or the structure of antiphagocytic barriers. While for the efflux pump, the presence of the AcrAB efflux pump system (<italic>acrA</italic> and <italic>acrB</italic> genes) was detected in all isolates.</p>
<p>Within the VF class of iron uptake mechanism, specific VF such as aerobactin, enterobactin (ent) siderophore, salmochelin, and yersiniabactin were detected. These VF are essential for acquiring iron, a vital nutrient for bacterial growth and survival (<xref ref-type="bibr" rid="B22">Foley and Simeonov, 2012</xref>). All isolates showed the presence of <italic>iutA</italic>, which is responsible for the expression of a specific outer membrane receptor protein for ferric aerobactin (<xref ref-type="bibr" rid="B20">Ferreira et al., 2016</xref>). The <italic>fepA</italic>, <italic>fepB</italic>, <italic>fepC</italic>, <italic>fepD</italic>, <italic>fepG</italic>, and <italic>fes</italic> (cytoplasmic ent esterase) required for the import of enterobactin were identified in all isolates. For the export of enterobactin, the <italic>entA</italic>, <italic>entB</italic>, <italic>entC</italic>, <italic>entD</italic>, <italic>entE</italic>, and <italic>entS</italic> (ent exporter gene) were identified in all isolates. The <italic>entF</italic> was identified in three isolates, except for isolate 1805-11. To produce salmochelin, the synthesis of enterobactin and the <italic>iroBCDEN</italic> gene cluster are essential (<xref ref-type="bibr" rid="B80">Zhu et al., 2005</xref>). The <italic>iroE</italic> (periplasmic esterase) and <italic>iroN</italic> (outer membrane receptor for salmochelin) were identified in all isolates, whereas the <italic>iroB</italic> (C-glucosyltransferase), <italic>iroC</italic> (an ABC-transporter for the uptake of salmochelin), and <italic>iroD</italic> (cytoplasmic esterase) were not found. In addition, the yersiniabactin peptide synthetase (e.g., <italic>irp1</italic>, <italic>irp2</italic>), salicyl-AMP ligase (<italic>ybtE</italic>), salicylate synthesis (<italic>ybtS</italic>), outer membrane protein (<italic>fyuA</italic>), transcriptional regulator (<italic>ybtA</italic>), reductase (<italic>ybtU</italic>), inner membrane permease for yersiniabactin uptake (e.g., <italic>ybtP</italic>, <italic>ybtQ</italic>), thioesterase (<italic>ybtT</italic>), and inner membrane transporter (<italic>ybtX</italic>) were identified in 1804-1 and 1805-11 isolates.</p>
<p>Within the VF class of regulation, the presence of <italic>rcsA</italic> and <italic>rcsB</italic> in RcsAB (regulator of capsule synthesis) system was detected in all isolates. For the VF class of secretion system, the genes in type VI secretion system cluster 1 (T6SS-I) and 3 (T6SS-III) were identified in all isolates. For instance, the genes found in T6SS-I were <italic>clpV/tssH</italic>, <italic>dotU/tssL</italic>, <italic>hcp/tssD</italic>, <italic>icmF/tssM</italic>, <italic>ompA</italic>, <italic>sciN/tssJ</italic>, <italic>tssF</italic>, <italic>tssG</italic>, <italic>vasE/tssK</italic>, <italic>vgrG/tssI</italic>, <italic>vipA/tssB</italic>, <italic>vipB/tssC</italic>, and <italic>clpV</italic>, while the genes in T6SS-III such as <italic>dotU</italic>, <italic>impA</italic>, <italic>impF</italic>, <italic>impG</italic>, <italic>impH</italic>, <italic>impJ</italic>, <italic>ompA</italic>, <italic>sciN</italic>, and <italic>vgrG</italic> were detected.</p>
<p>In the VF class of serum resistance, the VF-associated gene of lipopolysaccharide (LPS) biosynthetic (<italic>rfb</italic>) locus was detected in 1804-1, 1805-11, and 1805-12 isolates. In terms of autotransporter, the isolates 1805-11 and 1805-12 were also detected with the <italic>cah</italic> gene of calcium-binding antigen homologue (cah), which is involved in autoaggregation and biofilm formation.</p>
</sec>
<sec id="s3_2_4">
<label>3.2.4</label>
<title>Identification of plasmids</title>
<p>Based on the analysis, only isolates 1801-2 and 1805-12 harboured plasmid of the incompatibility (Inc) R group, i.e., <italic>IncR</italic> type plasmid (GenBank accession number DQ449578), with 100.0% identity and coverage. Isolate 1804-1 harboured <italic>IncR</italic> plasmid with an identity of 99.2% and 100.0% coverage. No <italic>IncR</italic> plasmid was detected in isolate 1805-11.</p>
</sec>
<sec id="s3_2_5">
<label>3.2.5</label>
<title>Prediction of carbapenem resistance mechanism in NC-CRKP</title>
<p>NC-CRKP confers carbapenem resistance through a combination of chromosomal mutations (e.g., alteration in cell structure, efflux pump, and/or porin) and acquired non-carbapenemase resistance mechanisms (acquisition or upregulation of a &#x3b2;-lactamase) (<xref ref-type="bibr" rid="B12">CDC, 2015</xref>, <xref ref-type="bibr" rid="B14">2019</xref>; <xref ref-type="bibr" rid="B73">Westblade, 2018</xref>; <xref ref-type="bibr" rid="B46">Lee et al., 2022</xref>, <xref ref-type="bibr" rid="B47">2020</xref>). Given the presence of multiple non-carbapenemase &#x3b2;-lactamase genes in all four NC-CRKP isolates, our study focused on elucidating the potential mechanisms of resistance by identifying related chromosomal mutations. Based on the limited cases identified, it has been suggested that NC-CRKP emerges due to reduced outer membrane permeability and/or increased drug efflux (<xref ref-type="bibr" rid="B64">Rosas et al., 2023</xref>; <xref ref-type="bibr" rid="B27">Goodman et al., 2016</xref>). Therefore, detailed analyses of all three aspects, including cell structure, efflux pump, and porin, revealed potential chromosomal mutations that could lead to carbapenem resistance in NC-CRKP.</p>
<p>A thorough analysis of both the peptidoglycan biosynthesis I pathway and the peptidoglycan maturation pathway of <italic>Klebsiella pneumoniae</italic> was conducted to discern alterations in cell structure (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). All 12 enzymes required for the peptidoglycan biosynthesis I pathway and all 17 enzymes required for the peptidoglycan maturation pathway were identified in all isolates. No alteration in the biosynthesis of cell structure was observed in isolate 1805-11. For the remaining isolates, amino acid substitutions or polymorphisms were identified in 58.3% (7/12) and 58.8% (10/17) of the enzymes required for the peptidoglycan biosynthesis I pathway and the peptidoglycan maturation pathway respectively.</p>
<p>On the other hand, a comprehensive examination of efflux genes, encompassing both polypeptide and transporter components, was performed among four NC-CRKP isolates to ascertain modifications in the efflux pump system. There were 78 efflux proteins examined in this study. Of the 71 efflux proteins detected in all isolates, 25 showed 100.0% identity, while 46 exhibited amino acid substitutions or polymorphisms. The presence of the remaining seven efflux proteins was accentuated in <xref ref-type="table" rid="T3">
<bold>Table 3</bold>
</xref>.</p>
<table-wrap id="T3" position="float">
<label>Table 3</label>
<caption>
<p>Efflux proteins of <italic>Klebsiella pneumoniae</italic>.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="center">Gene</th>
<th valign="top" align="center">Enzyme</th>
<th valign="top" align="center">Accession number</th>
<th valign="top" align="center">1801-2</th>
<th valign="top" align="center">1804-1</th>
<th valign="top" align="center">1805-11</th>
<th valign="top" align="center">1805-12</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">
<italic>A8C11_RS00185/A8C11_RS00810</italic>
</td>
<td valign="top" align="center">Quaternary ammonium compound efflux SMR transporter QacE delta 1</td>
<td valign="top" align="center">WP_000679427.1</td>
<td valign="top" align="center">Yes<sup>&#x2020;</sup>
</td>
<td valign="top" align="center">Yes<sup>&#x2020;</sup>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Yes<sup>&#x2020;</sup>
</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>A8C11_RS25050</italic>
</td>
<td valign="top" align="center">DHA2 family efflux MFS transporter permease subunit</td>
<td valign="top" align="center">WP_004179966.1</td>
<td valign="top" align="center">Yes<sup>&#x2020;</sup>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>rfbB</italic>
</td>
<td valign="top" align="center">O-antigen export ABC transporter ATP-binding protein RfbB</td>
<td valign="top" align="center">WP_002912371.1</td>
<td valign="top" align="center">Yes<sup>*</sup>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center">Yes<sup>&#x2020;</sup>
</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>rfbA</italic>
</td>
<td valign="top" align="center">O-antigen export ABC transporter permease RfbA</td>
<td valign="top" align="center">WP_002912373.1</td>
<td valign="top" align="center">Yes<sup>*</sup>
</td>
<td valign="top" align="center">Yes<sup>*</sup>
</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center">Yes</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>A8C11_RS18380</italic>
</td>
<td valign="top" align="center">efflux RND transporter periplasmic adaptor subunit</td>
<td valign="top" align="center">WP_004178902.1</td>
<td valign="top" align="center">Yes<sup>&#x2020;</sup>
</td>
<td valign="top" align="center">Yes<sup>*,a</sup>
</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center">Yes<sup>&#x2020;</sup>
</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>A8C11_RS17640</italic>
</td>
<td valign="top" align="center">nickel/cobalt efflux protein RcnA</td>
<td valign="top" align="center">WP_043906842.1</td>
<td valign="top" align="center">Yes<sup>&#x2020;</sup>
</td>
<td valign="top" align="center">Yes<sup>*,b</sup>
</td>
<td valign="top" align="center">Yes<sup>*,c</sup>
</td>
<td valign="top" align="center">Yes<sup>*,d</sup>
</td>
</tr>
<tr>
<td valign="top" align="center">
<italic>cusF</italic>
</td>
<td valign="top" align="center">cation efflux system protein CusF</td>
<td valign="top" align="center">WP_004197273.1</td>
<td valign="top" align="center">Yes<sup>*,e</sup>
</td>
<td valign="top" align="center">Yes<sup>&#x2020;</sup>
</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="center">Yes<sup>&#x2020;</sup>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<sup>*</sup>Isolate exhibited missense mutations in efflux proteins.</p>
</fn>
<fn>
<p>
<sup>&#x2020;</sup>Isolate exhibited amino acid substitutions or polymorphisms in efflux proteins.</p>
</fn>
<fn id="fnT3_1">
<label>a</label>
<p>Isolate exhibited an insertion mutation of QQQ between positions 327 and 328.</p>
</fn>
<fn id="fnT3_2">
<label>b</label>
<p>Isolate exhibited an insertion mutation of RHDHDH between positions 145 and 146.</p>
</fn>
<fn id="fnT3_3">
<label>c</label>
<p>Isolate exhibited an insertion mutation of HYHEHD between positions 138 and 139.</p>
</fn>
<fn id="fnT3_4">
<label>d</label>
<p>Isolate exhibited an insertion mutation of PEHDHHPEHDHH between positions 146 and 147.</p>
</fn>
<fn id="fnT3_5">
<label>e</label>
<p>Isolate exhibited a deletion mutation of HAGMAMHEEPAAA between positions 26 and 38.</p>
</fn>
<fn>
<p>The symbol &#x201c;-&#x201d; denotes the absence of an enzyme.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>A pairwise comparison of porin-associated genes with the wild-type porin was performed to identify and characterize any potential mutations in the porin genes. All four NC-CRKP isolates were found to possess a wild-type ompK35 porin, as previously documented (GenBank accession number AJ011501). However, these isolates exhibited silent mutations in <italic>ompK35</italic> (<xref ref-type="table" rid="T4">
<bold>Table 4</bold>
</xref>). Isolates 1801-2 and 1805-11 exhibited ompK36 porin loss. Notably, isolates 1804-1 and 1805-12 exhibited missense mutations in ompK36 porin, establishing a closer genetic relationship to JX310551.1 and JX310550.1, respectively, which belong to the ST11 lineage of <italic>bla</italic>
<sub>KPC-2</sub>-producing <italic>K. pneumoniae</italic> from China (<xref ref-type="fig" rid="f1">
<bold>Figure 1</bold>
</xref>) (<xref ref-type="bibr" rid="B79">Zhang et al., 2014</xref>).</p>
<table-wrap id="T4" position="float">
<label>Table 4</label>
<caption>
<p>Silent mutations in <italic>ompK35</italic> of NC-CRKP.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Isolate</th>
<th valign="top" colspan="6" align="center">Position</th>
</tr>
<tr>
<th valign="top" align="center">303</th>
<th valign="top" align="center">420</th>
<th valign="top" align="center">474</th>
<th valign="top" align="center">537</th>
<th valign="top" align="center">648</th>
<th valign="top" align="center">786</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">AJ011501.1</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">T</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">C</td>
</tr>
<tr>
<td valign="top" align="left">1801-2</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">T</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">T</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">T</td>
</tr>
<tr>
<td valign="top" align="left">1804-1</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">T</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">1805-11</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">T</td>
</tr>
<tr>
<td valign="top" align="left">1805-12</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">T</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">T</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>All isolates exhibited silent mutations in <italic>ompK35</italic> compared to the wild-type ompK35 porin (AJ011501). The silent mutations occurred at different positions in each isolate. The symbol &#x201c;-&#x201d; denotes no mutation occurred at that position.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f1" position="float">
<label>Figure 1</label>
<caption>
<p>Missense mutation in ompK36 porin of NC-CRKP. The identities and similarities were shaded in the alignment window.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-14-1464816-g001.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The emergence of NC-CRKP has posed a significant challenge in healthcare settings (<xref ref-type="bibr" rid="B31">Hovan et al., 2021</xref>). The absence of major carbapenemase genes, such as <italic>bla</italic>
<sub>NDM</sub>, <italic>bla</italic>
<sub>OXA-48</sub>, <italic>bla</italic>
<sub>IMP</sub>, <italic>bla</italic>
<sub>VIM</sub>, and <italic>bla</italic>
<sub>KPC</sub>, in NC-CRKP emphasized the importance of exploring the other resistance mechanisms acquired by non-carbapenemase-producing carbapenem-resistant isolates. Efflux pumps or porins in combination with &#x3b2;-lactamase genes, have been identified as potential contributors to carbapenem resistance in <italic>Klebsiella pneumoniae</italic> (<xref ref-type="bibr" rid="B55">Nicolas-Chanoine et al., 2018</xref>). <xref ref-type="bibr" rid="B55">Nicolas-Chanoine et al. (2018)</xref> reported that <italic>bla</italic>
<sub>DHA-1</sub>-producing isolates conferred resistance to ertapenem when there was an increase in efflux or porin loss, and to imipenem when both mechanisms were associated. In our study, both isolates 1804-1 (mono-resistant to ertapenem) and 1805-12 (resistant to all three carbapenems) harbouring <italic>bla</italic>
<sub>DHA-1</sub> did not have porin loss but exhibited a missense mutation in the ompK36 porin and a frameshift insertion mutation in efflux protein. Furthermore, <xref ref-type="bibr" rid="B55">Nicolas-Chanoine et al. (2018)</xref> also found that <italic>bla</italic>
<sub>CTX-M-15</sub>-producing isolates developed resistance to ertapenem in the absence of porins. In our study, isolates 1804-1 and 1805-11 harbouring <italic>bla</italic>
<sub>CTX-M-15</sub> also exhibited a frameshift insertion mutation in efflux protein. Only isolate 1805-11 (resistant to all three carbapenems) exhibited ompK36 porin loss, whereas isolate 1804-1 (mono-resistant to ertapenem) exhibited a missense mutation in ompK36 porin but no porin loss. Additionally, previous studies have presented conflicting results on whether PA&#x3b2;N-inhibited efflux pumps reduce carbapenem MIC value by 1 to 4 times (<xref ref-type="bibr" rid="B38">Khalid and Ghaima, 2022</xref>) or elevate resistance to carbapenem antibiotics (<xref ref-type="bibr" rid="B66">Saw et al., 2016</xref>). To address this controversy, a MIC reduction assay was conducted using the RND efflux pump inhibitor PA&#x3b2;N on 54 NC-CRKP isolates (<xref ref-type="bibr" rid="B46">Lee et al., 2022</xref>). Our results concurred with <xref ref-type="bibr" rid="B66">Saw et al. (2016)</xref>, indicating that the PA&#x3b2;N-inhibited efflux pump did not contribute to carbapenem resistance although increased susceptibility to ciprofloxacin.</p>
<p>Throughout the years, ST101 has been identified as the predominant sequence type among C-CRKP in Malaysia (<xref ref-type="bibr" rid="B50">Low et al., 2017</xref>). This is in concordance with other countries such as Italy (<xref ref-type="bibr" rid="B51">Mammina et al., 2012</xref>) and Spain (<xref ref-type="bibr" rid="B25">Fuster et al., 2020</xref>). However, none of the isolates in this study were of ST101. This suggested the genetic heterogeneity among the NC-CRKP isolates.</p>
<p>Besides the loss of porins as previously reported by <xref ref-type="bibr" rid="B46">Lee et al. (2022)</xref>, this study further revealed the silent mutations of ompK35 porin in all isolates and the missense mutations in ompK36 porin. The loss or alteration of ompK36 porin has been associated with carbapenem resistance (<xref ref-type="bibr" rid="B35">Kaczmarek et al., 2006</xref>; <xref ref-type="bibr" rid="B16">Clancy et al., 2013</xref>).</p>
<p>This study has raised a few concerns. Firstly, the identification of <italic>IncR</italic> plasmids suggested the potential for horizontal gene transfer and dissemination of resistance determinants. The <italic>IncR</italic> plasmids detected in this study were identical to the plasmid pK245 (GenBank accession number DQ449578) that confers quinolone resistance and ESBL activity (<xref ref-type="bibr" rid="B15">Chen et al., 2006</xref>). <italic>IncR</italic> plasmids carry various antimicrobial resistance genes that mediate resistance to &#x3b2;-lactam, aminoglycoside, phenicol, tetracycline, sulfonamide, and trimethoprim (<xref ref-type="bibr" rid="B67">Schwanbeck et al., 2021</xref>).</p>
<p>Secondly, the presence of plasmid-encoded disinfectant resistance gene <italic>qacE</italic> identified in the isolate 1805-11 could reduce the disinfectant susceptibility and confer quaternary ammonium compound protection in <italic>K. pneumoniae</italic> isolates (<xref ref-type="bibr" rid="B48">Liu et al., 2024</xref>; <xref ref-type="bibr" rid="B59">Paulsen et al., 1993</xref>). A wide distribution of disinfectant resistance genes resulting from the widespread use of disinfectants could impose selective pressure on antimicrobial resistance isolates (<xref ref-type="bibr" rid="B48">Liu et al., 2024</xref>; <xref ref-type="bibr" rid="B1">Abuzaid et al., 2012</xref>). This was in accordance with a previous study that suggested that NC-CRKP was confined to individuals and settings with very high levels of antimicrobial selection pressure (<xref ref-type="bibr" rid="B62">Richards et al., 2017</xref>).</p>
<p>Thirdly, the examination of virulence determinants according to the VF class highlighted potential pathogenicity in NC-CRKP, including adherence, antiphagocytosis, efflux pumps, iron uptake mechanisms, regulation, secretion system, serum resistance, and autotransporter. The presence of these VF suggested the ability of NC-CRKP to evade host defenses and establish infections. In this study, all NC-CRKP isolates were resistant to ciprofloxacin and carried the AcrAB efflux pump. As AcrAB multidrug efflux system is crucial for expelling harmful substances from the bacterial cellular environment, it may also influence the isolates&#x2019; resistance to antimicrobial agents and other toxic compounds (<xref ref-type="bibr" rid="B58">Padilla et al., 2010</xref>).</p>
<p>In this study, a few mutations identified could play important roles in resistance mechanisms. A frameshift deletion mutation was identified in the cation efflux system protein CusF (<italic>cusF</italic>) in isolate 1801-2. The cation efflux system protein CusF, also known as copper-binding periplasmic protein CusF, is present in the periplasm. It binds and transports periplasmic metal cations such as copper (Cu; Cuprum) or silver (Ag; Argentum) to the Cus (Cu sensing) system for efflux (<xref ref-type="bibr" rid="B49">Loftin et al., 2005</xref>; <xref ref-type="bibr" rid="B39">Kim et al., 2011</xref>; <xref ref-type="bibr" rid="B24">Franke et al., 2003</xref>; <xref ref-type="bibr" rid="B44">Lee and Choi, 2020</xref>). In previous studies, the periplasmic metallochaperone CusF demonstrated upregulated expression under the induction of silver cation (<xref ref-type="bibr" rid="B32">Imran et al., 2024</xref>) and copper cation in both aerobic and anaerobic conditions (<xref ref-type="bibr" rid="B81">Zulfiqar and Shakoori, 2012</xref>; <xref ref-type="bibr" rid="B19">Egler et al., 2005</xref>). The protein CusF utilizes cation and methionine interactions to bind Cu<sup>+</sup> or Ag<sup>+</sup> for delivery to the Cus system, as determined by the site-directed mutagenesis of methionine residue to isoleucine (substitution of methionine residue) or NMR chemical shift analysis (<xref ref-type="bibr" rid="B49">Loftin et al., 2005</xref>; <xref ref-type="bibr" rid="B24">Franke et al., 2003</xref>; <xref ref-type="bibr" rid="B61">Randall et al., 2015</xref>). We deduced that the frameshift deletion mutation in the cation efflux system protein CusF, which particularly affects the methionine residues, as shown in our study, could lead to a conformational change in protein CusF, thus leading to the accumulation of copper ions in bacteria. Previous studies reported that copper ions may form complexes with meropenem, leading to meropenem structure degradation and thereby contributing to carbapenem resistance (<xref ref-type="bibr" rid="B7">Bo&#x17e;i&#x107; et al., 2018</xref>; <xref ref-type="bibr" rid="B8">Bo&#x17e;i&#x107; Cvijan et al., 2023</xref>). Metal ions may diminish the efficiency of antimicrobial activity through respective efflux pumps by forming complexes, that eventually may lead to the degradation of antimicrobial agents. Further investigation can be performed to explore the potential interaction between metal ions and antimicrobial agents with their impact on the efficiency of antimicrobial therapy.</p>
<p>Previously, <xref ref-type="bibr" rid="B60">Perron et al. (2004)</xref> reported that a co-increase in resistance to heavy metals and imipenem, along with the suppression of OprD porin, was associated with the overexpression of a mutated czc efflux system in <italic>Pseudomonas aeruginosa</italic> (<xref ref-type="bibr" rid="B60">Perron et al., 2004</xref>). This czc (cobalt/zinc/cadmium) efflux system is similar to the nickel/cobalt efflux protein RcnA in terms of the function where both efflux protein/system can export cobalt cations out of the cytosol when excessive toxicity is detected. In the present study, frameshift insertion mutations in the nickel/cobalt efflux protein RcnA (<italic>A8C11_RS17640</italic>) were identified in NC-CRKP (isolates 1804-1, 1805-11 and 1805-12). This mutation may potentially contribute to the carbapenem resistance, which is similar to the mechanism found in <italic>Pseudomonas aeruginosa</italic>. Additionally, the inactivation of <italic>RcnA</italic> (<italic>yohM</italic>), a nickel and cobalt resistance gene in <italic>Escherichia coli</italic>, conferred sensitivity to nickel and cobalt (<xref ref-type="bibr" rid="B63">Rodrigue et al., 2005</xref>). The <italic>yohM</italic> gene possesses a remarkable histidine-rich region composed of histidines, aspartate, and glutamate residues, which may function as nickel storage (<xref ref-type="bibr" rid="B63">Rodrigue et al., 2005</xref>). <xref ref-type="bibr" rid="B63">Rodrigue et al. (2005)</xref> reported that a mutant transformed with a high number of copies of vector harbouring <italic>yohM</italic> greatly enhanced the wild-type resistant levels by 100-fold (<xref ref-type="bibr" rid="B63">Rodrigue et al., 2005</xref>). In our study, a frameshift insertion mutation in the nickel/cobalt efflux protein RcnA (<italic>A8C11_RS17640</italic>) introduced additional histidine (H), aspartate (D), and glutamate (E) residues. This modification likely enhances the binding of metal ions by the histidine-rich region, potentially leading to an enhanced resistance level. This could enhance resistance towards imipenem, as described in the mechanism found in <italic>Pseudomonas aeruginosa</italic>. Nevertheless, future studies are warranted to confirm our hypothesis.</p>
<p>Based on the analysis, the potential mechanisms of carbapenem resistance in the four isolates were postulated: 1) Isolate 1801-2 may confer carbapenem resistance through ompK36 porin loss and efflux pump mutation (<italic>cusF</italic>) combined with the acquisition of non-ESBL (<italic>bla</italic>
<sub>SHV-11</sub> and <italic>bla</italic>
<sub>OXA-1</sub>) genes. 2) The resistance of carbapenem in isolate 1805-11 may be due to the chromosomal mutations such as ompK36 porin loss and efflux pump mutation (<italic>A8C11_RS17640</italic>) in combination with the acquisition of non-ESBL (<italic>bla</italic>
<sub>TEM-1</sub>) and ESBL (<italic>bla</italic>
<sub>CTX-M-15</sub> and <italic>bla</italic>
<sub>SHV-28</sub>) genes. 3) A diverse combination of &#x3b2;-lactamase genes has been identified in isolate 1804-1 and could be coupled with ompK36 porin mutation and efflux pump mutation (<italic>A8C11_RS17640</italic>) for carbapenem resistance. 4) Isolate 1805-12 may confer carbapenem resistance through ompK36 porin mutation and efflux pump mutation (<italic>A8C11_RS17640</italic>) in combination with the acquisition of non-ESBL (<italic>bla</italic>
<sub>SHV-1</sub>) and <italic>AmpC</italic> &#x3b2;-lactamase (<italic>bla</italic>
<sub>DHA-1</sub>) genes. However, future studies are warranted in order to validate the genomic findings.</p>
<p>Based on the WGS data, we have identified potential contributing factors to carbapenem resistance mechanisms and elucidated the genomic characteristics as well as the virulence determinants of NC-CRKP isolates. Despite the small number of NC-CRKP isolates in this study, the relevance of our findings sheds light on this issue. To enhance the robustness of future studies, a larger sample size should be included to better assess the mechanisms of carbapenem resistance. Moreover, experimental confirmation through functional validation of the identified resistance genes and mutations is quintessential to confirm the roles of these genetic changes in resistance. Unraveling these potential mechanisms of carbapenem resistance and understanding the genetic heterogeneity within NC-CRKP isolates are imperative for devising effective strategies to control their dissemination and combat antimicrobial resistance in healthcare settings.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Universiti Malaya Medical Centre Medical Ethics Committee. The studies were conducted in accordance with the local legislation and institutional requirements. The human samples used in this study were acquired from primarily isolated as part of the previous study for which ethical approval was obtained. Written informed consent for participation was not required from the participants or the participants&#x2019; legal guardians/next of kin in accordance with the national legislation and institutional requirements.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>YL: Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. SS: Investigation, Conceptualization, Methodology, Project administration, Resources, Supervision, Validation, Visualization, Writing &#x2013; review &amp; editing. JW: Data curation, Formal analysis, Investigation, Software, Validation, Visualization, Writing &#x2013; original draft. ZK: Data curation, Formal analysis, Investigation, Software, Validation, Visualization, Writing &#x2013; original draft. SN: Data curation, Formal analysis, Investigation, Software, Validation, Visualization, Writing &#x2013; review &amp; editing. RK: Project administration, Resources, Supervision, Validation, Visualization, Writing &#x2013; review &amp; editing. ML: Project administration, Software, Validation, Visualization, Writing &#x2013; original draft. KAJ: Project administration, Resources, Validation, Visualization, Writing &#x2013; review &amp; editing. CT: Investigation, Conceptualization, Methodology, Project administration, Resources, Supervision, Validation, Visualization, Writing &#x2013; review &amp; editing, Funding acquisition.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was funded by the Ministry of Higher Education (Malaysia), Transdisciplinary Research Grant Scheme (TRGS) (TRGS/1/2020/UM/02/2/2) under project code TR001B-2020 and the International Funding (IF066-2020).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to thank the Universiti Malaya, the Universiti Malaya Medical Centre (UMMC), and the Universiti Malaya Scholarship Scheme (UMSS) for their support and the facilities provided.</p>
</ack>
<sec id="s10" sec-type="COI-statement">
<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="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcimb.2024.1464816/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2024.1464816/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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