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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.2022.1008905</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><italic>In silico</italic> characterization of <italic>bla</italic><sub>NDM</sub>-harboring plasmids in <italic>Klebsiella pneumoniae</italic></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Zeng</surname><given-names>Zhu</given-names></name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2064755/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Lei</surname><given-names>Lei</given-names></name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Li</surname><given-names>Linman</given-names></name>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<xref rid="fn0001" ref-type="author-notes"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Hua</surname><given-names>Shengni</given-names></name>
<xref rid="aff4" ref-type="aff"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Li</surname><given-names>Wenting</given-names></name>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1522783/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Zhang</surname><given-names>Limei</given-names></name>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Lin</surname><given-names>Qiuping</given-names></name>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Zheng</surname><given-names>Zhixiong</given-names></name>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author"><name><surname>Yang</surname><given-names>Jing</given-names></name>
<xref rid="aff6" ref-type="aff"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Dou</surname><given-names>Xiaohui</given-names></name>
<xref rid="aff7" ref-type="aff"><sup>7</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Li</surname><given-names>Luan</given-names></name>
<xref rid="aff8" ref-type="aff"><sup>8</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Li</surname><given-names>Xiaobin</given-names></name>
<xref rid="aff5" ref-type="aff"><sup>5</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/201291/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Respiratory Diseases, The First Affiliated Hospital of College of Medicine, Zhejiang University</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Cadre Health Care, Guizhou Provincial People's Hospital</institution>, <addr-line>Guiyang</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Health Management Center, The First Affiliated Hospital of Chongqing Medical University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Radiation Oncology, Zhuhai People&#x2019;s Hospital (Zhuhai Hospital Affiliated With Jinan University)</institution>, <addr-line>Zhuhai</addr-line>, <country>China</country></aff>
<aff id="aff5"><sup>5</sup><institution>Zhuhai Precision Medical Center, Zhuhai People&#x2019;s Hospital (Zhuhai Hospital Affiliated With Jinan University)</institution>, <addr-line>Zhuhai</addr-line>, <country>China</country></aff>
<aff id="aff6"><sup>6</sup><institution>Department of Pulmonary and Critical Care Medicine, Zhuhai People's Hospital (Zhuhai Hospital Affiliated With Jinan University)</institution>, <addr-line>Zhuhai</addr-line>, <country>China</country></aff>
<aff id="aff7"><sup>7</sup><institution>Health Management Center, Zhuhai People&#x2019;s Hospital (Zhuhai Hospital affiliated With Jinan University)</institution>, <addr-line>Zhuhai</addr-line>, <country>China</country></aff>
<aff id="aff8"><sup>8</sup><institution>Department of Oncology, Jiangsu Cancer Hospital &#x0026; Jiangsu Institute of Cancer Research &#x0026; The Affiliated Cancer Hospital of Nanjing Medical University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country></aff>
<author-notes>
<fn id="fn0002" fn-type="edited-by">
<p>Edited by: Fang He, Zhejiang Provincial People&#x2019;s Hospital, China</p>
</fn>
<fn id="fn0003" fn-type="edited-by">
<p>Reviewed by: Deepjyoti Paul, Translational Health Science and Technology Institute (THSTI), India; Blake Hanson, University of Texas Health Science Center at Houston, United States; Stephan G&#x00F6;ttig,University Hospital Frankfurt,Germany</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Luan Li, <email>liluan8791@126.com</email>; Xiaobin Li, <email>li.xiaobin2009@163.com</email>; Xiaohui Dou, <email>13527276671@163.com</email></corresp>
<fn id="fn0001" fn-type="equal">
<p><sup>&#x2020;</sup>These authors have contributed equally to this work</p>
</fn>
<fn id="fn0004" fn-type="other">
<p>This article was submitted to Antimicrobials, Resistance and Chemotherapy, a section of the journal Frontiers in Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1008905</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>08</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Zeng, Lei, Li, Hua, Li, Zhang, Lin, Zheng, Yang, Dou, Li and Li.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zeng, Lei, Li, Hua, Li, Zhang, Lin, Zheng, Yang, Dou, Li and Li</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>Klebsiella pneumoniae</italic> is a primary culprit of antibiotic-resistant nosocomial infections worldwide, and infections caused by NDM-producing strains are a major threat due to limited therapeutic options. The majority of <italic>bla</italic><sub>NDM</sub> cases occur on plasmids; therefore, we explored the relationships between plasmids and <italic>bla</italic><sub>NDM</sub> genes in <italic>K. pneumoniae</italic> by analyzing the variants of <italic>bla</italic><sub>NDM</sub>, replicon types, conjugative transfer regions of 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids from 4,451 <italic>K. pneumoniae</italic> plasmids. Of the nine identified <italic>bla</italic><sub>NDM</sub> variants, <italic>bla</italic><sub>NDM-1</sub> (73.68%) and <italic>bla</italic><sub>NDM-5</sub> (16.37%) were the most dominant. Over half of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> were classified into IncF plasmids. IncX3 single-replicon plasmids (46&#x2013;57&#x2009;kb) carried genes encoding relaxases of the MOB<sub>P</sub> family, T4CP genes of the VirD4/TraG subfamily, and VirB-like T4SS gene clusters, which were mainly geographically distributed in China. We found 10 <italic>bla</italic><sub>NDM</sub>-harboring IncN plasmids (38.38&#x2013;63.05&#x2009;kb) carrying the NW-type origin of transfer (<italic>oriT</italic>) regions, genes coding for relaxases of MOB<sub>F</sub> family, genes encoding T4CPs of the TrwB/TraD subfamily, and Trw-like T4SS gene clusters, which were also mainly geographically distributed in China. Moreover, we identified 21 IncC plasmids carrying <italic>bla</italic><sub>NDM-1</sub> (140.1&#x2013;329.2&#x2009;kb), containing the A/C-type <italic>oriT</italic>s, genes encoding relaxases of MOB<sub>H</sub> family, genes encoding T4CPs belonging to TrwB/TraD subfamily, and Tra_F-like T4SS gene clusters. The <italic>bla</italic><sub>NDM</sub>-harboring IncC plasmids were widely geographically distributed all over the world, mainly in the United States, China and Viet Nam. These findings enhance our understanding of the diversity of <italic>bla</italic><sub>NDM</sub>-harboring plasmids in <italic>K. pneumoniae</italic>.</p>
</abstract>
<kwd-group>
<kwd><italic>Klebsiella pneumoniae</italic></kwd>
<kwd>plasmid</kwd>
<kwd><italic>bla</italic><sub>NDM</sub></kwd>
<kwd>replicon types</kwd>
<kwd>conjugative transfer region</kwd>
</kwd-group>
<contract-num rid="cn1">81902460</contract-num>
<contract-num rid="cn1">82002170</contract-num>
<contract-num rid="cn2">2020XSYC</contract-num>
<contract-num rid="cn3">2019PY-19</contract-num>
<contract-sponsor id="cn1">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn2">Xiangshan Talent Project of Zhuhai People&#x2019;s Hospital</contract-sponsor>
<contract-sponsor id="cn3">Cultivation Project of Zhuhai People&#x2019;s Hospital</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="46"/>
<page-count count="11"/>
<word-count count="7287"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<title>Introduction</title>
<p><italic>Klebsiella pneumoniae</italic> is a significant cause of nosocomial infections such as pneumonia, bloodstream infections, urinary tract infections, and septicemias (<xref ref-type="bibr" rid="ref36">Pitout et al., 2015</xref>; <xref ref-type="bibr" rid="ref4">Bengoechea and Sa Pessoa, 2019</xref>). <italic>Klebsiella pneumoniae</italic> represents one of the most concerning pathogens known for its high frequency and diversity of antimicrobial resistance (AMR) genes (<xref ref-type="bibr" rid="ref33">Navon-Venezia et al., 2017</xref>; <xref ref-type="bibr" rid="ref44">Wyres and Holt, 2018</xref>), and it has been classified as an ESKAPE organism (<xref ref-type="bibr" rid="ref13">De Oliveira et al., 2020</xref>). The emergence and spread of carbapenem-resistant <italic>K. pneumoniae</italic> have become severe medical problems worldwide (<xref ref-type="bibr" rid="ref33">Navon-Venezia et al., 2017</xref>). Resistance to carbapenems in <italic>K. pneumoniae</italic> involves diverse mechanisms, e.g., production of carbapenemases (e.g., KPC, NDM, and OXA-48-like), alterations in outer membrane permeability and the upregulation of efflux systems (<xref ref-type="bibr" rid="ref36">Pitout et al., 2015</xref>).</p>
<p>New Delhi metallo-&#x03B2;-lactamase (NDM), belonging to Ambler class B &#x03B2;-lactamase, has the ability to hydrolyze all &#x03B2;-lactam antibiotics (including carbapenems) except the monobactam aztreonam (<xref ref-type="bibr" rid="ref34">Nordmann et al., 2011</xref>). NDM-1 was first reported in a <italic>K. pneumoniae</italic> isolate recovered in a Swedish patient who traveled to New Delhi in 2008 (<xref ref-type="bibr" rid="ref45">Yong et al., 2009</xref>). According to the records of the Beta-lactamase database (BLDB; <xref ref-type="bibr" rid="ref32">Naas et al., 2017</xref>) on September 8th, 2022, more than 40 variants of NDM have been identified so far. A variety of infections caused by NDM-producing Enterobacterales strains are associated with inferior prognosis and high mortality, especially in high-risk immunocompromised patients (<xref ref-type="bibr" rid="ref17">Guducuoglu et al., 2018</xref>). NDM-producing Enterobacterales clinical isolates, mainly <italic>K. pneumoniae</italic> and <italic>Escherichia coli</italic>, have been found worldwide, with a higher prevalence in the Indian subcontinent, the Balkans, and the Middle East (<xref ref-type="bibr" rid="ref1">Albiger et al., 2015</xref>; <xref ref-type="bibr" rid="ref43">Wu and Feng, 2019</xref>).</p>
<p>Antimicrobial resistance (AMR) in carbapenem-resistant Enterobacterales (CRE) strains is often encoded by the plasmid-borne genes (<xref ref-type="bibr" rid="ref38">Rozwandowicz et al., 2018</xref>). Plasmids, especially conjugative plasmids, play an essential role in mediating horizontal gene transfer (HGT) and dissemination of AMR (<xref ref-type="bibr" rid="ref22">Jiang et al., 2020</xref>). The conjugative transfer regions of conjugative plasmids typically comprise four key modules, including origin of transfer (<italic>oriT</italic>) region, gene encoding relaxase, gene encoding type IV coupling protein (T4CP), and gene cluster for the bacterial type IV secretion system (T4SS) apparatus (<xref ref-type="bibr" rid="ref12">de la Cruz et al., 2010</xref>). The relaxase initiates the bacterial conjugation by recognizing and cleaving the <italic>oriT</italic> of the plasmid in a site-specific manner, forming a relaxosome (<xref ref-type="bibr" rid="ref30">Llosa et al., 2002</xref>; <xref ref-type="bibr" rid="ref10">Carballeira et al., 2014</xref>). Currently, nine types of plasmid-borne <italic>oriT</italic><xref rid="fn0005" ref-type="fn"><sup>1</sup></xref> and eight main relaxase families<xref rid="fn0006" ref-type="fn"><sup>2</sup></xref> have been identified (<xref ref-type="bibr" rid="ref29">Li et al., 2018</xref>). Conjugation requires a pilus, which is assembled by T4SS, to connect the donor and the recipient strains (<xref ref-type="bibr" rid="ref12">de la Cruz et al., 2010</xref>). Currently, five main types of T4SS gene clusters are defined, including 18 different kinds of systems<xref rid="fn0007" ref-type="fn"><sup>3</sup></xref> (<xref ref-type="bibr" rid="ref6">Bi et al., 2013</xref>). The T4CP connects the relaxosome to T4SS, which is required for conjugation, and currently, two main subfamilies of T4CPs<xref rid="fn0008" ref-type="fn"><sup>4</sup></xref> exist (<xref ref-type="bibr" rid="ref29">Li et al., 2018</xref>).</p>
<p>Studies on the comprehensive analysis of <italic>bla</italic><sub>NDM</sub>-harboring plasmids and their conjugative transfer regions in <italic>K. pneumoniae</italic> are scarce. In this work, we executed <italic>in silico</italic> typing and comparative analysis of <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> using the bacterial plasmids available in the NCBI GenBank database. We systematically analyzed the variants of <italic>bla</italic><sub>NDM</sub>, replicon types, phylogenetic patterns, and conjugative transfer regions of the <italic>bla</italic><sub>NDM</sub>-positive plasmids of <italic>K. pneumoniae</italic>. This study provides deep insights into the characteristics and diversity of <italic>bla</italic><sub>NDM</sub>-harboring plasmids in <italic>K. pneumoniae</italic> and further emphasizes their role in dissemination of resistance genes.</p>
</sec>
<sec id="sec2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="sec3">
<title>Plasmid sequences from the NCBI database</title>
<p>The GenBank Genome database (<xref ref-type="bibr" rid="ref5">Benson et al., 2018</xref>) collect all the plasmids belonging to <italic>K. pneumoniae</italic>.<xref rid="fn0009" ref-type="fn"><sup>5</sup></xref> A total of 4,451 plasmids (without duplicates) of <italic>K. pneumoniae</italic> (<xref ref-type="supplementary-material" rid="SM2">Supplementary Table S1</xref>) were downloaded on April 26th, 2022. Files in FASTA DNA format of the 4,451 plasmids were downloaded in batches into our Linux-based server.</p>
</sec>
<sec id="sec4">
<title>Identification of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>Klebsiella pneumoniae</italic></title>
<p>The &#x03B2;-lactamase genes of the plasmids of <italic>K. pneumoniae</italic> were identified applying the ResFinder software, standalone version 4.1 (<xref ref-type="bibr" rid="ref7">Bortolaia et al., 2020</xref>), with the minimum coverage of 60%, minimum identity of 90%, and species of &#x201C;Klebsiella.&#x201D; The term &#x201C;<italic>bla</italic><sub>NDM</sub>&#x201D; was used to search in the &#x201C;Resistance gene&#x201D; list of the ResFinder results in order to judge the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> and identify the variants of the <italic>bla</italic><sub>NDM</sub> genes. For some <italic>bla</italic><sub>NDM</sub>-harboring plasmids, the variants of <italic>bla</italic><sub>NDM</sub> were not determined by the ResFinder software; instead, they were submitted to the CARD database<xref rid="fn0010" ref-type="fn"><sup>6</sup></xref> (<xref ref-type="bibr" rid="ref2">Alcock et al., 2020</xref>) and the Beta-lactamase database (BLDB; <xref ref-type="bibr" rid="ref32">Naas et al., 2017</xref>) for further analysis.</p>
</sec>
<sec id="sec5">
<title>Replicon typing of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>Klebsiella pneumoniae</italic></title>
<p>Replicon typing of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids was executed <italic>via</italic> the PlasmidFinder software (<xref ref-type="bibr" rid="ref9">Carattoli and Hasman, 2020</xref>). Then, selecting the database &#x201C;Enterobacteriales,&#x201D; the FASTA-formatted DNA files were analyzed and classified in batches by using the PlasmidFinder tool version 2.0.1, with a minimum coverage cut-off of 60% and minimum identity cut-off of 95%. The database version was updated on November 29th, 2021.</p>
</sec>
<sec id="sec6">
<title>Phylogenetic cladogram of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>Klebsiella pneumoniae</italic></title>
<p>The files of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic>, in GenBank format, were downloaded in batches using two Bioperl modules (Bio::SeqIO and Bio::DB::GenBank). Plasmid files containing protein sequences were compiled from the plasmid files in GenBank format through the Bioperl/Bio::SeqIO module. Phylogenetic cladogram based on the presence/absence of orthologous gene families of all the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> were constructed. First, a binary gene presence/absence matrix was built using OrthoFinder software (<xref ref-type="bibr" rid="ref15">Emms and Kelly, 2019</xref>), and subsequently a hierarchical cluster result was generated by PAST3 (<xref ref-type="bibr" rid="ref20">Hammer et al., 2001</xref>) and eventually displayed by iTOL (<xref ref-type="bibr" rid="ref28">Letunic and Bork, 2016</xref>).</p>
</sec>
<sec id="sec7">
<title>Geographic location and host ST types of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids in <italic>Klebsiella pneumoniae</italic> strains</title>
<p>Information about geographic location of <italic>bla</italic><sub>NDM</sub>-harboring plasmids and its host strains were extracted from the files of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids in GenBank format. Table containing the correspondence between strains and plasmids of <italic>K. pneumoniae</italic> were downloaded from the GenBank.<xref rid="fn0011" ref-type="fn"><sup>7</sup></xref> The <italic>bla</italic><sub>NDM</sub>-harboring plasmid-matched host <italic>K. pneumoniae</italic> strains were collected, and their DNA FASTA sequences were downloaded in batch using the Bioperl. The MLST software (<xref ref-type="bibr" rid="ref26">Larsen et al., 2012</xref>) version 2.0.9 was downloaded from the website<xref rid="fn0012" ref-type="fn"><sup>8</sup></xref> and installed on the Linux platform. The genomes of <italic>K. pneumoniae</italic> strains were analyzed in batch using MLST software.</p>
</sec>
<sec id="sec8">
<title>Characterization of the conjugative transfer regions of <italic>bla</italic><sub>NDM</sub>-harboring plasmids</title>
<p>Files in GenBank format of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids in <italic>K. pneumoniae</italic> were analyzed in batches using oriTfinder software (local version; <xref ref-type="bibr" rid="ref29">Li et al., 2018</xref>) to identify the presence/absence of <italic>oriT</italic>s, relaxase-coding genes, T4CP-coding genes, and gene clusters for T4SS. Furthermore, the types of <italic>oriT</italic>s, relaxases, T4CPs, and T4SSs toward the plasmids were determined based on the exhibition of the oriTDB database<xref rid="fn0013" ref-type="fn"><sup>9</sup></xref> (<xref ref-type="bibr" rid="ref29">Li et al., 2018</xref>). In addition, the types of gene clusters for T4SS were classified based on the SecReT4 database<xref rid="fn0014" ref-type="fn"><sup>10</sup></xref> (<xref ref-type="bibr" rid="ref6">Bi et al., 2013</xref>).</p>
</sec>
<sec id="sec9">
<title>Bipartite network construction, clustering and visualization of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>Klebsiella pneumoniae</italic></title>
<p>The bipartite network was constructed based on all the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> using the AccNet software using default parameters (<xref ref-type="bibr" rid="ref25">Lanza et al., 2017</xref>). The obtained network files including nodes, edges and clusters were then imported into the Cytoscape software (<xref ref-type="bibr" rid="ref40">Shannon et al., 2003</xref>) for visualization. We displayed the relative genomic content of each plasmid by making the diameter of each node proportional to its degree.</p>
</sec>
</sec>
<sec id="sec10" sec-type="results">
<title>Results</title>
<sec id="sec11">
<title>Variants of <italic>bla</italic><sub>NDM</sub> genes in the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>Klebsiella pneumoniae</italic></title>
<p>Based on the results analyzed by ResFinder, 171 (3.84%) <italic>bla</italic><sub>NDM</sub>-harboring plasmids (<xref ref-type="supplementary-material" rid="SM3">Supplementary Table S2</xref>) were identified from 4,451 plasmids of <italic>K. pneumoniae</italic>, which were downloaded from the GenBank Genome database. Among the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic>, nine different variants of <italic>bla</italic><sub>NDM</sub> were identified (<xref rid="fig1" ref-type="fig">Figure 1A</xref>). Among the nine variants of <italic>bla</italic><sub>NDM</sub>, <italic>bla</italic><sub>NDM-1</sub> was found to be the predominant variant, accounting for 73.68% (126 <italic>bla</italic><sub>NDM-1</sub>-harboring plasmids), followed by <italic>bla</italic><sub>NDM-5</sub>, accounting for 16.37% (28 <italic>bla</italic><sub>NDM-5</sub>-harboring plasmids) (<xref rid="fig1" ref-type="fig">Figure 1A</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Characteristics of the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>Klebsiella pneumoniae</italic>. <bold>(A)</bold> Histogram of number of variants of <italic>bla</italic><sub>NDM</sub> genes among the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic>. <italic>bla</italic><sub>NDM&#x002A;</sub> representing an unknown variant of <italic>bla</italic><sub>NDM</sub>. <bold>(B)</bold> An overview of the plasmid replicon types among the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> analyzed using software PlasmidFinder.</p>
</caption>
<graphic xlink:href="fmicb-13-1008905-g001.tif"/>
</fig>
</sec>
<sec id="sec12">
<title>Replicon types of <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>Klebsiella pneumoniae</italic></title>
<p>Replicon typing of the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> was executed using PlasmidFinder. Of the 171 plasmids, 154 were successfully identified with their replicon types, including 103 single-replicon plasmids and 51 multi-replicon plasmids (44 plasmids with two replicons, three plasmids with three replicons, and four plasmids with four replicons; <xref rid="fig1" ref-type="fig">Figure 1B</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). For the 103 single-replicon plasmids harboring <italic>bla</italic><sub>NDM</sub> in <italic>K. pneumoniae</italic>, the TOP5 prevalent replicons (in descending order) were IncX3 (29 plasmids), IncC (15 plasmids), IncFIB(pQil) (11 plasmids), IncFII (11 plasmids), and IncFII(Yp) (11 plasmids). Of the 44 <italic>bla</italic><sub>NDM</sub>-harboring plasmids with two replicons, 25 contained replicons IncFIB(pNDM-Mar) and IncHI1B(pNDM-MAR), which were the most prevalent two-replicon plasmids harboring <italic>bla</italic><sub>NDM</sub> in <italic>K. pneumoniae</italic> (<xref rid="fig1" ref-type="fig">Figure 1B</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>).</p>
<p>In summary, 21 of the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> were found to carry the replicon of IncC, accounting for 12.28% of all the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> in this study (<xref rid="fig1" ref-type="fig">Figure 1B</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). Notably, 91 of the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids in our study were found to be the IncF plasmids, including IncFI and IncFII plasmids, accounting for 53.22% of all the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> in this study (<xref rid="fig1" ref-type="fig">Figure 1B</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>).</p>
</sec>
<sec id="sec13">
<title>Diversity of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids in <italic>Klebsiella pneumoniae</italic></title>
<p>To get the comprehensive overview of <italic>bla</italic><sub>NDM</sub>-harboring plasmids in <italic>K. pneumoniae</italic>, we created a phylogenetic cladogram of the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids (<xref rid="fig2" ref-type="fig">Figure 2</xref>). Based on phylogenetic patterns of the 171 plasmids, combined with the replicon types, conjugative transfer regions, and genome sizes of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids, most of the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids were clustered into 10 main clades (clades I&#x2013;X), representing 10 plasmid patterns carrying <italic>bla</italic><sub>NDM</sub> genes in <italic>K. pneumoniae</italic> (<xref rid="tab1" ref-type="table">Table 1</xref>).</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Details of variants of <italic>bla</italic><sub>NDM</sub> genes, replicon types, conjugative transfer regions, geographical distributions, host STs, and length distribution of the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic>. The four categories of information present in this figure include the phylogenetic cladogram, variants of <italic>bla</italic><sub>NDM</sub>, replicon types, conjugative transfer regions (<italic>oriT</italic>, relaxase, T4CP, and T4SS), geographical distributions, ST types of host strains, and length distribution of the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic>. <italic>bla</italic><sub>NDM&#x002A;</sub> representing an unknown variant of <italic>bla</italic><sub>NDM</sub>.</p>
</caption>
<graphic xlink:href="fmicb-13-1008905-g002.tif"/>
</fig>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Summary of the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>Klebsiella pneumoniae.</italic></p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Clade</th>
<th align="center" valign="top" rowspan="2">Plasmid numbers</th>
<th align="center" valign="top" rowspan="2">Main replicon types</th>
<th align="center" valign="top" rowspan="2">Main <italic>bla</italic><sub>NDM</sub></th>
<th align="center" valign="top" rowspan="2">Plasmid sizes (kb)</th>
<th align="center" valign="top" rowspan="2">Main geographic distribution</th>
<th align="center" valign="top" rowspan="2">Main ST types of hosts</th>
<th align="center" valign="top" colspan="4">Conjugative transfer region</th>
</tr>
<tr>
<th align="center" valign="top"><italic>oriT</italic></th>
<th align="center" valign="top">Relaxase</th>
<th align="center" valign="top">T4CP</th>
<th align="center" valign="top">T4SS</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" char="." rowspan="2">I</td>
<td align="center" valign="top" rowspan="2">29</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">IncX3</td>
<td align="char" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-1</sub></td>
<td align="center" valign="top" rowspan="2">45.1&#x2013;159.3</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">China</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">MOB<sub>P</sub></td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">VirD4/TraG</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">VirB-like</td>
</tr>
<tr>
<td align="left" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-5</sub></td>
</tr>
<tr>
<td align="left" valign="top" char=".">II</td>
<td align="center" valign="top">10</td>
<td align="char" valign="top" char="&#x00B1;">IncN</td>
<td align="char" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-1</sub></td>
<td align="center" valign="top">38.4&#x2013;63.1</td>
<td align="char" valign="top" char="&#x00B1;">China</td>
<td align="char" valign="top" char="&#x00B1;">ST15</td>
<td align="char" valign="top" char="&#x00B1;">NW-type</td>
<td align="char" valign="top" char="&#x00B1;">MOB<sub>F</sub></td>
<td align="char" valign="top" char="&#x00B1;">TrwB/TraD</td>
<td align="char" valign="top" char="&#x00B1;">Trw-like</td>
</tr>
<tr>
<td align="left" valign="top" char=".">III</td>
<td align="center" valign="top">11</td>
<td align="char" valign="top" char="&#x00B1;">IncFIB(pQil)</td>
<td align="char" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-1</sub></td>
<td align="center" valign="top">54</td>
<td align="char" valign="top" char="&#x00B1;">Italy, United States</td>
<td align="char" valign="top" char="&#x00B1;">ST147</td>
<td align="char" valign="top" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top" char="." rowspan="2">IV</td>
<td align="center" valign="top" rowspan="2">5</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">untypeable</td>
<td align="char" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-1</sub></td>
<td align="center" valign="top" rowspan="2">75.3&#x2013;86.0</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">Viet Nam</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">ST395, ST16</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">MOB<sub>F</sub></td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">TrwB/TraD</td>
<td align="char" valign="top" char="&#x00B1;" rowspan="2">Tra_F-like</td>
</tr>
<tr>
<td align="left" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-4</sub></td>
</tr>
<tr>
<td align="left" valign="top" char=".">V</td>
<td align="center" valign="top">13</td>
<td align="char" valign="top" char="&#x00B1;">IncFII</td>
<td align="char" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-5</sub></td>
<td align="center" valign="top">75.3&#x2013;140.6</td>
<td align="char" valign="top" char="&#x00B1;">India</td>
<td align="char" valign="top" char="&#x00B1;">ST16, ST147, ST2096</td>
<td align="char" valign="top" char="&#x00B1;">F-type</td>
<td align="char" valign="top" char="&#x00B1;">MOB<sub>F</sub></td>
<td align="char" valign="top" char="&#x00B1;">TrwB/TraD</td>
<td align="char" valign="top" char="&#x00B1;">Tra_F-like</td>
</tr>
<tr>
<td align="left" valign="top" char=".">VI</td>
<td align="center" valign="top">4</td>
<td align="char" valign="top" char="&#x00B1;">untypeable</td>
<td align="char" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-1</sub></td>
<td align="center" valign="top">75.6&#x2013;100.2</td>
<td align="char" valign="top" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;">L/M-type</td>
<td align="char" valign="top" char="&#x00B1;">MOB<sub>P</sub></td>
<td align="char" valign="top" char="&#x00B1;">TrwB/TraD</td>
<td align="char" valign="top" char="&#x00B1;">Tra_I-like</td>
</tr>
<tr>
<td align="left" valign="top" char=".">VII</td>
<td align="center" valign="top">4</td>
<td align="char" valign="top" char="&#x00B1;">IncFII(pKPX1)</td>
<td align="char" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-1</sub></td>
<td align="center" valign="top">96.8&#x2013;250.4</td>
<td align="char" valign="top" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;">L/M-type</td>
<td align="char" valign="top" char="&#x00B1;">MOB<sub>P</sub></td>
<td align="char" valign="top" char="&#x00B1;">TrwB/TraD</td>
<td align="char" valign="top" char="&#x00B1;">Tra_I-like</td>
</tr>
<tr>
<td align="left" valign="top" char=".">VIII</td>
<td align="center" valign="top">18</td>
<td align="char" valign="top" char="&#x00B1;">IncF</td>
<td align="char" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-1</sub></td>
<td align="center" valign="top">94.4&#x2013;316.2</td>
<td align="char" valign="top" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;">F-type</td>
<td align="char" valign="top" char="&#x00B1;">MOB<sub>F</sub></td>
<td align="char" valign="top" char="&#x00B1;">TrwB/TraD</td>
<td align="char" valign="top" char="&#x00B1;">Tra_F-like</td>
</tr>
<tr>
<td align="left" valign="top" char=".">IX</td>
<td align="center" valign="top">21</td>
<td align="char" valign="top" char="&#x00B1;">IncC</td>
<td align="char" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-1</sub></td>
<td align="center" valign="top">140.1&#x2013;329.2</td>
<td align="char" valign="top" char="&#x00B1;">United States, China, Viet Nam</td>
<td align="char" valign="top" char="&#x00B1;">ST11, ST1967</td>
<td align="char" valign="top" char="&#x00B1;">A/C-type</td>
<td align="char" valign="top" char="&#x00B1;">MOB<sub>H</sub></td>
<td align="char" valign="top" char="&#x00B1;">TrwB/TraD</td>
<td align="char" valign="top" char="&#x00B1;">Tra_F-like</td>
</tr>
<tr>
<td align="left" valign="top" char=".">X</td>
<td align="center" valign="top">40</td>
<td align="char" valign="top" char="&#x00B1;">IncF</td>
<td align="char" valign="top" char="&#x00B1;"><italic>bla</italic><sub>NDM-1</sub></td>
<td align="center" valign="top">238.0&#x2013;401.6</td>
<td align="char" valign="top" char="&#x00B1;">China, United States</td>
<td align="char" valign="top" char="&#x00B1;">ST14, ST11, ST147</td>
<td align="char" valign="top" char="&#x00B1;">&#x2013;</td>
<td align="char" valign="top" char="&#x00B1;">MOB<sub>H</sub></td>
<td align="char" valign="top" char="&#x00B1;">TrwB/TraD</td>
<td align="char" valign="top" char="&#x00B1;">Tra_F-like</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Clade I: A total of 29 IncX3 plasmids were found in the clade I cluster, mainly <italic>bla</italic><sub>NDM-1</sub> and <italic>bla</italic><sub>NDM-5</sub> (<xref rid="fig2" ref-type="fig">Figure 2</xref>). For the 29 IncX3 plasmids harboring <italic>bla</italic><sub>NDM</sub>, their genome sizes varied from 45.1 to 159.3&#x2009;kb (25th percentile&#x2009;=&#x2009;46.2&#x2009;kb; 75th percentile&#x2009;=&#x2009;57.3&#x2009;kb), with a median size of 53.1&#x2009;kb (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>). For the conjugative transfer regions, all the plasmids belonging to clade I were found to carry genes encoding relaxases of the MOB<sub>P</sub> family characterized by the domain &#x201C;Relaxase (Pfam: PF03432),&#x201D; T4CPs of the VirD4/TraG subfamily characterized by the domain &#x201C;T4SS-DNA_transf (Pfam: PF02534),&#x201D; and VirB-like T4SS gene clusters (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S3</xref>). Members of clade I were mainly geographically distributed in China (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>). No predominant ST types of isolates were found in the plasmids harboring <italic>bla</italic><sub>NDM</sub> in <italic>K. pneumoniae</italic> (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Worldwide distribution of <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic>. The geographical distribution of the 10 clades (Clade I&#x2013;Clade X) from the <italic>bla</italic><sub>NDM</sub>-positive plasmids of <italic>K. pneumoniae</italic> was calculated and displayed by pie chart. For the plasmids isolated in European countries, only those from the United Kingdom, Italy, and Switzerland were displayed by pie chart, others were displayed in the tabular form. For the plasmids isolated in Southeast Asia, only those from Viet Nam were displayed by pie chart, others were displayed in the tabular form. For the plasmids isolated in South Asia, only those from India were displayed by pie chart, others were displayed in the tabular form.</p>
</caption>
<graphic xlink:href="fmicb-13-1008905-g003.tif"/>
</fig>
<p>Clade II: Ten <italic>bla</italic><sub>NDM</sub>-positive IncN plasmids were clustered into clade II, mainly carrying <italic>bla</italic><sub>NDM-1</sub> (<xref rid="fig2" ref-type="fig">Figure 2</xref>). The genome sizes of the 10 <italic>bla</italic><sub>NDM</sub>-harboring IncN plasmids varied from 38.4 to 63.1&#x2009;kb (25th percentile&#x2009;=&#x2009;47.2&#x2009;kb; 75th percentile&#x2009;=&#x2009;59.8&#x2009;kb), with a median size of 52.0&#x2009;kb (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). Almost all the IncN plasmids carried the NW-type <italic>oriT</italic>s and genes encoding relaxases of MOB<sub>F</sub> family characterized by the domain &#x201C;TrwC (PF08751).&#x201D; All the 10 <italic>bla</italic><sub>NDM</sub>-positive IncN plasmids carried the genes encoding T4CPs of the TrwB/TraD subfamily characterized by the domain &#x201C;TrwB_AAD_bind (PF10412)&#x201D; and Trw-like T4SS gene clusters (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S4</xref>). The members of clade II were mainly geographically distributed in China (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>). The 10 <italic>bla</italic><sub>NDM</sub>-positive IncN plasmids were distributed in seven ST types of <italic>K. pneumoniae</italic> strains, and four plasmids were distributed in <italic>K. pneumoniae</italic> ST15 (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>).</p>
<p>Clade III: Eleven <italic>bla</italic><sub>NDM-1</sub>-positive IncF plasmids with the IncFIB(pQil) replicon were grouped into clade III, and most were 54-kb plasmids (<xref rid="fig2" ref-type="fig">Figure 2</xref>). Moreover, no conjugative transfer regions were identified in the 11 plasmids of clade III, indicating that the 11 plasmids should be non-transferable. Plasmids belonging to clade III were mainly geographically distributed in Italy and United States (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>). All the members of clade III were harbored by the strains of <italic>K. pneumoniae</italic> ST147 (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>).</p>
<p>Clade IV: Five <italic>bla</italic><sub>NDM</sub>-positive untypeable plasmids were clustered into clade IV, involving three <italic>bla</italic><sub>NDM-1</sub>-positive plasmids and two <italic>bla</italic><sub>NDM-4</sub>-positive plasmids (<xref rid="fig2" ref-type="fig">Figure 2</xref>). These five untyped plasmids, with lengths ranging from 75.3 to 86.0&#x2009;kb, all carried the genes encoding relaxases of MOB<sub>F</sub> family, genes encoding T4CPs of TrwB/TraD subfamily, and Tra_F-like T4SS gene clusters (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S5</xref>). For the five plasmids, three were found in Viet Nam, one was found in China, and one was found in South Korea (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>). The STs of <italic>K. pneumoniae</italic> host strains containing the clade IV plasmids were distributed into ST395 and ST16 (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>).</p>
<p>Clade V: Thirteen plasmids with the IncFII replicon, mainly carrying <italic>bla</italic><sub>NDM-5</sub>, were classified into the clade V (<xref rid="fig2" ref-type="fig">Figure 2</xref>). For the 13 IncFII plasmids harboring <italic>bla</italic><sub>NDM</sub>, genome sizes varied from 75.3 to 140.6&#x2009;kb (25th percentile&#x2009;=&#x2009;88.8&#x2009;kb; 75th percentile&#x2009;=&#x2009;101.4&#x2009;kb), with a median size of 96.2&#x2009;kb (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). They all carried the F-type <italic>oriT</italic>s and Tra_F-like T4SS gene clusters (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S6</xref>). Most of the plasmids clustered into clade V were found to carry genes encoding relaxases of the MOB<sub>F</sub> family and genes encoding T4CPs of the TrwB/TraD subfamily (<xref rid="fig2" ref-type="fig">Figure 2</xref>). The members of clade V were widely distributed in India, Southeast Asia, North America, East Asia, and Europe, with the highest prevalence in India (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>). The STs of <italic>K. pneumoniae</italic> host strains containing all Clade V plasmids were mainly distributed in ST16, ST147, and ST2096 (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>).</p>
<p>Clade VI: Four <italic>bla</italic><sub>NDM-1</sub>-positive plasmids, including one IncM2 plasmid and three untyped plasmids, were classified into a small cluster named clade VI in our study (<xref rid="fig2" ref-type="fig">Figure 2</xref>). These four plasmids, with lengths ranging from 75.6 to 100.2&#x2009;kb, all carried the L/M-type <italic>oriT</italic>s, genes encoding relaxases of MOB<sub>P</sub> family, genes encoding T4CPs of TrwB/TraD subfamily, and Tra_I-like T4SS gene clusters (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S7</xref>). The four plasmids were sporadically discovered in Canada, Germany, United Kingdom, and China (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>). No prevalent STs of <italic>K. pneumoniae</italic> host strains containing all clade VI plasmids were found (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>).</p>
<p>Clade VII: Four <italic>bla</italic><sub>NDM-1</sub>-positive plasmids with the IncFII(pKPX1) replicon were classified into clade VII (<xref rid="fig2" ref-type="fig">Figure 2</xref>). The genome sizes of the four IncFII(pKPX1) plasmids varied from 96.8 to 250.4&#x2009;kb. Similar to the conjugative transfer regions of plasmids belonging to clade VI, they all carried the L/M-type <italic>oriT</italic>s, genes encoding relaxases of the MOB<sub>P</sub> family, genes encoding T4CPs of the TrwB/TraD subfamily, and Tra_I-like T4SS gene clusters (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S8</xref>). The four plasmids were sporadically discovered in United States, India, Switzerland, and China (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>). No obvious common STs of strains were found (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>).</p>
<p>Clade VIII: Eighteen IncF plasmids, mainly carrying <italic>bla</italic><sub>NDM-1</sub>, were grouped into the clade VIII cluster (<xref rid="fig2" ref-type="fig">Figure 2</xref>). Most of the IncF plasmids contained the IncFII(Yp) or IncFII(K) replicon in their genomes. For the 18 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of clade VIII, genome sizes varied from 94.4 to 316.2&#x2009;kb (25th percentile&#x2009;=&#x2009;106.8&#x2009;kb, 75th percentile&#x2009;=&#x2009;150.1&#x2009;kb), with a median size of 110.6&#x2009;kb (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). Most of the plasmids of clade VIII were found to contain the F-type <italic>oriT</italic>s. They all carried the genes encoding relaxases of the MOB<sub>F</sub> family, genes encoding T4CPs of the TrwB/TraD subfamily, and Tra_F-like T4SS gene clusters (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S9</xref>). Notably, <italic>K. pneumoniae</italic> strain JNQH116 plasmid pJNQH116-2 (NZ_CP070900), belonging to the clade VIII cluster, was found to contain both Tra_F-like and Trw-like T4SS gene clusters in its genome. For clade VIII, its members were widely geographically distributed all over the world, including China, India, Southeast Asia, Middle East, North America (Canada and United States), South Africa, and some European countries (e.g., Germany, Romania, and the United Kingdom; <xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>). No prevalent STs of <italic>K. pneumoniae</italic> host strains containing all clade VIII plasmids were found (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>).</p>
<p>Clade IX: A total of 21 IncC plasmids carrying <italic>bla</italic><sub>NDM-1</sub> were grouped into the clade IX cluster of the phylogenetic cladogram (<xref rid="fig2" ref-type="fig">Figure 2</xref>). Their genome sizes varied from 140.1 to 329.2&#x2009;kb, with the 25th percentile, median size, and 75th percentile being 144.3, 147.9, and 178.7&#x2009;kb, respectively (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). For the conjugative transfer modules, all the plasmids belonging to clade IX carried the A/C-type <italic>oriT</italic>s, genes encoding relaxases of the MOB<sub>H</sub> family characterized by the domain &#x201C;TraI_2 (Pfam: PF07514),&#x201D; mostly genes encoding T4CPs of TrwB/TraD subfamily, and Tra_F-like T4SS gene clusters (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S10</xref>). The IncC plasmids harboring <italic>bla</italic><sub>NDM-1</sub> were widely geographically distributed all over the world, mainly in the United States, Viet Nam, and China (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>). ST11 and ST1967 were the common STs strains containing <italic>bla</italic><sub>NDM-1-</sub>harboring IncC plasmids (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>).</p>
<p>Clade X: A total of 40 mega plasmids, where the length range varied from 238.0 to 401.6&#x2009;kb (25th percentile&#x2009;=&#x2009;293.5&#x2009;kb; median&#x2009;=&#x2009;327.3&#x2009;kb; 75th percentile&#x2009;=&#x2009;355.1&#x2009;kb), mainly carrying <italic>bla</italic><sub>NDM-1</sub>, were grouped into a large cluster, named clade X in our study (<xref rid="fig2" ref-type="fig">Figure 2</xref>). Of the plasmids belonging to clade X, 27 (67.5%) were found to contain both replicons IncFIB(pNDM-Mar) and IncHI1B(pNDM-MAR), seven (17.5%) were unable to be typed, and four (10.0%) were IncQ1 plasmids. Moreover, all the plasmids of clade X carried genes encoding T4CPs of the TrwB/TraD subfamily and Tra_F-like T4SS gene clusters (<xref rid="fig2" ref-type="fig">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S11</xref>). Most of the plasmids belonging to clade X were found to have no <italic>oriT</italic> and harbored the genes encoding relaxases of the MOB<sub>H</sub> family. For the clade with the largest number, clade X, its members were widely distributed all over the world, mainly in China and the United States (<xref rid="fig3" ref-type="fig">Figure 3</xref>; <xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>). ST14, ST11, and ST147 were the common STs strains containing the plasmids of clade X (<xref rid="tab1" ref-type="table">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Table S3</xref>).</p>
<p>We also perform a bipartite network analysis with the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae.</italic> The bipartite network consisted of two classes of nodes: 171 plasmid units (PUs) and 2,502 homologous protein clusters (HPCs, protein families according to amino acid sequence identity, coverage, and <italic>E</italic>-value; <xref rid="fig4" ref-type="fig">Figure 4</xref>). Edges connected every PU with the HPC that it contained. The PUs of the bipartite network clearly showed distinct clustering phenomena. Overall, one homologous PU clusters (PUCs) contained the almost the same members of Clade X in the analysis above (<xref rid="fig4" ref-type="fig">Figure 4</xref>), which was clearly distinct from other PUs. One large region including clades III, VI &#x2013; IX was also identified, which were mostly IncF and IncC plasmids. In addition, clades I, II, IV, and V were also found their corresponding PUCs in the PU-HPC bipartite network.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>The PU-HPC bipartite network visualization of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic>. Plasmid units (PUs, 171) and homologous protein clusters (HPCs, 2,502) are represented as colored circles, with red for PUs and pink for HPCs. The size of a circle is ranked as the degree calculated with the Cytoscape&#x2019;s built-in NetworkAnalyzer tool. The 10 clades (Clade I&#x2013;Clade X) were labeled into the location of corresponding PUCs.</p>
</caption>
<graphic xlink:href="fmicb-13-1008905-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="sec14" sec-type="discussions">
<title>Discussion</title>
<p>Global spread of the NDM-type carbapenemases can be partly attributed to the dissemination of various <italic>bla</italic><sub>NDM</sub>-harboring plasmids (<xref ref-type="bibr" rid="ref27">Lee et al., 2016</xref>; <xref ref-type="bibr" rid="ref14">Dong et al., 2022</xref>). Therefore, to characterize plasmids harboring <italic>bla</italic><sub>NDM</sub> in <italic>K. pneumoniae</italic>, we systematically analyzed the variants of <italic>bla</italic><sub>NDM</sub>, replicon types, and conjugative transfer regions of 4,451 plasmids belonging to <italic>K. pneumoniae</italic> from the NCBI GenBank database. Overall, 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> were identified.</p>
<p>In our study, nine different variants of <italic>bla</italic><sub>NDM</sub> were identified from the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids in <italic>K. pneumoniae</italic>, with <italic>bla</italic><sub>NDM-1</sub> and <italic>bla</italic><sub>NDM-5</sub> being highly prevalent; <italic>bla</italic><sub>NDM-1</sub>-carrying plasmids were the most prevalent and accounted for 73.68% of the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids. NDM-1 was first reported in 2008 on a 180-kb plasmid of <italic>K. pneumoniae</italic> strain isolated from a Swedish patient hospitalized in New Delhi, India (<xref ref-type="bibr" rid="ref45">Yong et al., 2009</xref>). After the first report, NDM-1 was reported in many clinical isolates, mainly <italic>K. pneumoniae</italic> and <italic>E. coli</italic> (<xref ref-type="bibr" rid="ref24">Kumarasamy et al., 2010</xref>). In addition, <italic>bla</italic><sub>NDM-5</sub> was another common variant in our work, accounting for 16.37% of the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids. The variant NDM-5 was first reported on an IncF plasmid of <italic>E. coli</italic> EC405, isolated from a 41-year-old British patient who had a travel history to India (<xref ref-type="bibr" rid="ref21">Hornsey et al., 2011</xref>). Notably, <italic>bla</italic><sub>NDM-5</sub> was reported to be the predominant variant in <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>E. coli</italic> (<xref ref-type="bibr" rid="ref46">Zhang et al., 2021</xref>).</p>
<p>Our results showed that IncX3 single-replicon plasmids were important carriers of <italic>bla</italic><sub>NDM</sub> in <italic>K. pneumoniae</italic>, mainly <italic>bla</italic><sub>NDM-1</sub> and <italic>bla</italic><sub>NDM-5</sub>. IncX3 plasmid is narrow-host range plasmids in Enterobacterales (<xref ref-type="bibr" rid="ref23">Johnson et al., 2012</xref>), which has been reported to harbor diverse carbapenemase genes in CRE worldwide (<xref ref-type="bibr" rid="ref31">Mouftah et al., 2019</xref>). Of the 29 <italic>bla</italic><sub>NDM</sub>-harboring IncX3 plasmids grouped into clade I, most were relatively small with lengths of 46&#x2013;57&#x2009;kb (25th percentile&#x2009;=&#x2009;46.2&#x2009;kb; median size&#x2009;=&#x2009;53.1&#x2009;kb; 75th percentile&#x2009;=&#x2009;57.3&#x2009;kb). Based on the results analyzed by the oriTfinder software, all the 29 <italic>bla</italic><sub>NDM</sub>-harboring IncX3 plasmids of clade I contained genes encoding for relaxases belonging to the MOB<sub>P</sub> family, with TraI protein encoded by the IncP&#x03B1; plasmid RP4 (<xref ref-type="bibr" rid="ref35">Pansegrau et al., 1993</xref>) as a representative. T4CPs encoded by the 29 <italic>bla</italic><sub>NDM</sub>-harboring IncX3 plasmids of clade I belonged to the VirD4/TraG subfamily, with the TraG protein of plasmid RP4 and the VirD4 protein of Ti plasmids as representatives (<xref ref-type="bibr" rid="ref16">Gomis-R&#x00FC;th et al., 2004</xref>). The <italic>bla</italic><sub>NDM</sub>-harboring IncX3 plasmids classified into clade I contained VirB-like T4SS gene clusters, which are the best-characterized T4SS (<xref ref-type="bibr" rid="ref18">Guglielmini et al., 2014</xref>). However, no known <italic>oriT</italic> site was found in most of the IncX3 plasmids harboring <italic>bla</italic><sub>NDM</sub> belonging to clade I of the phylogenetic cladogram, indicating a new type of <italic>oriT</italic> site, different from the nine <italic>oriT</italic> families collected in the oriTDB database (<xref ref-type="bibr" rid="ref29">Li et al., 2018</xref>).</p>
<p>We found 10 <italic>bla</italic><sub>NDM</sub>-harboring IncN plasmids, with IncN or IncN2 replicons, clustered into clade II of the phylogenetic cladogram. They were also relatively small plasmids, with genome sizes varying from 38.38 to 63.05&#x2009;kb. These <italic>bla</italic><sub>NDM</sub>-harboring IncN plasmids carried the NW-type <italic>oriT</italic>s, which were characterized by the conserved nick region KGTST|ATAGC (&#x201C;|&#x201D; refers to the <italic>nic</italic> site of <italic>oriT</italic>), with <italic>oriT</italic> sites of IncN plasmid R46 (<xref ref-type="bibr" rid="ref19">Hall and Vockler, 1987</xref>) and IncW plasmid R388 (<xref ref-type="bibr" rid="ref37">Revilla et al., 2008</xref>) as representatives. Almost all the plasmids of clade II contained genes coding for relaxases of the MOB<sub>F</sub> family, which was characterized by the domain &#x201C;TrwC (PF08751),&#x201D; with R388 TrwC and F TraI as representatives (<xref ref-type="bibr" rid="ref12">de la Cruz et al., 2010</xref>). The T4CPs encoded by the <italic>bla</italic><sub>NDM</sub>-positive IncN plasmids belonged to the TrwB/TraD subfamily, which was characterized by the domain &#x201C;TrwB_AAD_bind (PF10412),&#x201D; with the TrwB encoded by plasmid R388 from <italic>E. coli</italic> as a representative (<xref ref-type="bibr" rid="ref16">Gomis-R&#x00FC;th et al., 2004</xref>). In addition, the <italic>bla</italic><sub>NDM</sub>-positive IncN plasmids carried Trw-like T4SS gene clusters. The Trw T4SS clusters were regarded as the bacterial conjugation machines that mediate the spread of plasmids among bacterial populations (e.g., the trw locus of broad-host-range IncW plasmid R388; <xref ref-type="bibr" rid="ref39">Seubert et al., 2003</xref>) while also mediating host-specific erythrocyte infection (e.g., the pathogenesis-related Trw system of Bartonella; <xref ref-type="bibr" rid="ref41">Vayssier-Taussat et al., 2010</xref>).</p>
<p>Our work showed that 21 IncC plasmids carrying <italic>bla</italic><sub>NDM-1</sub>, with genome sizes from 140.1&#x2009;kb to 329.2&#x2009;kb, were clustered into the clade IX of the phylogenetic cladogram constructed by the 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids in <italic>K. pneumoniae</italic>. The broad-host-range IncC mega plasmids are essential contributors to the dissemination of antibiotic resistance genes, and more than 200 fully sequenced IncC plasmids have been reported (<xref ref-type="bibr" rid="ref3">Ambrose et al., 2018</xref>). The <italic>bla</italic><sub>NDM-1</sub>-harboring IncC plasmids of clade IX contained the A/C-type <italic>oriT</italic>s, with the <italic>oriT</italic> site of IncA/C conjugative pVCR94&#x0394;X from Vibrio cholera as the prototype (<xref ref-type="bibr" rid="ref11">Carraro et al., 2014</xref>). Furthermore, these <italic>bla</italic><sub>NDM-1</sub>-harboring IncC plasmids carried genes encoding relaxases of the MOB<sub>H</sub> family, characterized by the domain &#x201C;TraI_2 (Pfam: PF07514),&#x201D; with TraI encoded by IncHI plasmid R27, TraI encoded by IncA/C plasmid pIP1202, TraI encoded by IncJ plasmid R391, and TraI encoded by IncT plasmid Rts1 as representatives (<xref ref-type="bibr" rid="ref12">de la Cruz et al., 2010</xref>). In addition, most of the IncC plasmids clustered into clade IX contained genes encoding T4CPs of the TrwB/TraD subfamily and Tra_F-like T4SS gene clusters.</p>
<p>In our work, 53.22% (91 out of 171 plasmids) of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> were found to be IncF plasmids, and most were multi-replicon IncF plasmids, especially IncFI-type plasmids. IncF plasmids are commonly low-copy-number plasmids, &#x003E;100&#x2009;kb in size (<xref ref-type="bibr" rid="ref42">Villa et al., 2010</xref>); however, in our study, the <italic>bla</italic><sub>NDM</sub>-harboring IncF plasmids in <italic>K. pneumoniae</italic> were heterogeneous in size. For example, the <italic>bla</italic><sub>NDM-1</sub>-positive IncF plasmids, with the IncFIB(pQil) replicon, clustered into clade III were mostly 54-kb plasmids; the genome sizes of the IncFII plasmids grouped into clade V varied from 75.31 to 140.6&#x2009;kb (25th percentile&#x2009;=&#x2009;88.81&#x2009;kb; 75th percentile&#x2009;=&#x2009;101.4&#x2009;kb); and the 27 plasmids with replicon IncFIB(pNDM-Mar) belonging to clade X were&#x2009;&#x003E;&#x2009;250&#x2009;kb in size. The IncF plasmids comprise a diverse set of conjugative plasmids frequently found in Enterobacterales, which contribute to spreading AMR genes (<xref ref-type="bibr" rid="ref42">Villa et al., 2010</xref>; <xref ref-type="bibr" rid="ref8">Carattoli, 2011</xref>). The <italic>bla</italic><sub>NDM</sub>-harboring IncF plasmids in <italic>K. pneumoniae</italic> were also heterogeneous in types of conjugative transfer regions. The IncFII-type plasmids, including clades V and VIII, carried F-type <italic>oriT</italic>s, genes encoding relaxases of the MOB<sub>F</sub> family, genes encoding T4CPs of the TrwB/TraD subfamily, and Tra_F-like T4SS gene clusters belonging to the classical F-like conjugative system (<xref ref-type="bibr" rid="ref12">de la Cruz et al., 2010</xref>). Mega plasmids with replicons IncFIB(pNDM-Mar):IncHI1B(pNDM-MAR) belonging to clade X mostly harbored the genes encoding relaxases of the MOB<sub>H</sub> family. In our study, we found 11 <italic>bla</italic><sub>NDM-1</sub>-positive IncFIB(pQil) plasmids classified into clade III without any classical conjugative transfer regions, which were predicted as non-transferable plasmids.</p>
</sec>
<sec id="sec15" sec-type="conclusions">
<title>Conclusion</title>
<p>In this study, we analyzed the variants of <italic>bla</italic><sub>NDM</sub>, replicon types, conjugative transfer regions, host STs, and geographical distributions of 171 <italic>bla</italic><sub>NDM</sub>-harboring plasmids from 4,451 <italic>K. pneumoniae</italic> plasmids, which were downloaded from the GenBank database. Nine variants of <italic>bla</italic><sub>NDM</sub> were found among the 171 <italic>bla</italic><sub>NDM</sub>-positive plasmids, with <italic>bla</italic><sub>NDM-1</sub> (73.68%) and <italic>bla</italic><sub>NDM-5</sub> (16.37%) as the most dominant. Over half of the <italic>bla</italic><sub>NDM</sub>-harboring plasmids of <italic>K. pneumoniae</italic> were classified into IncF plasmids. In addition, IncX3 single-replicon plasmids (46&#x2013;57&#x2009;kb), IncN plasmids (38.4&#x2013;63.1&#x2009;kb), IncC plasmids (140.1&#x2013;329.2&#x2009;kb) were also the common carriers of <italic>bla</italic><sub>NDM</sub> in <italic>K. pneumoniae</italic>. The <italic>bla</italic><sub>NDM</sub>-harboring IncX3 and IncN plasmids were mainly geographically distributed in China. The IncC plasmids harboring <italic>bla</italic><sub>NDM-1</sub> were widely geographically distributed all over the world, mainly in the United States, China, and Viet Nam. This study provides important insights into the diversity of <italic>bla</italic><sub>NDM</sub>-harboring plasmids in <italic>K. pneumoniae</italic> and further addresses their role in the acquisition and spread of resistance genes. However, the genetic diversity and characteristics of <italic>bla</italic><sub>NDM</sub>-harboring plasmids in other Gram-negative species need further study in the future.</p>
</sec>
<sec id="sec16" 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">Supplementary material</xref>.</p>
</sec>
<sec id="sec17">
<title>Author contributions</title>
<p>XL, LuL, and XD: conceptualization. ZhuZ: methodology. LeL and LiL: software. SH and JY: validation. WL, LZ, QL, and ZhiZ: formal analysis. ZhuZ and XL: writing&#x2014;original draft preparation. XL and LuL: writing&#x2014;review and editing. XL: supervision. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="sec18" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported financially by the grants from the National Natural Science Foundation of China (grant nos. 81902460 and 82002170), the Xiangshan Talent Project of Zhuhai People&#x2019;s Hospital (grant no. 2020XSYC-02), and the Cultivation Project of Zhuhai People&#x2019;s Hospital (2019PY-19).</p>
</sec>
<sec id="conf1" 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="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>
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<sec id="sec20" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2022.1008905/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2022.1008905/full#supplementary-material</ext-link></p>
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