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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2024.1394775</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>Cross-talk of MLST and transcriptome unveiling antibiotic resistance mechanism of carbapenem resistance <italic>Acinetobacter baumannii</italic> clinical strains isolated in Guiyang, China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Qiu</surname> <given-names>Zhilang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Yuan</surname> <given-names>Kexin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Cao</surname> <given-names>Huijun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Sufang</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Feifei</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Mo</surname> <given-names>Fei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c003"><sup>&#x002A;</sup></xref>
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<name><surname>Guo</surname> <given-names>Guo</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Peng</surname> <given-names>Jian</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Center for Clinical Laboratories, The Affiliated Hospital of Guizhou Medical University</institution>, <addr-line>Guiyang</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Key Laboratory of Infectious Immune and Antibody Engineering of Guizhou Province, Cellular Immunotherapy Engineering Research Center of Guizhou Province, School of Biology and Engineering/School of Basic Medical Sciences, Guizhou Medical University</institution>, <addr-line>Guiyang</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>The Key and Characteristic Laboratory of Modern Pathogen Biology, Basic Medical College, Guizhou Medical University</institution>, <addr-line>Guiyang</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Translational Medicine Research Center, Guizhou Medical University</institution>, <addr-line>Guiyang</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Vijay Soni, NewYork-Presbyterian, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Chuan Wang, University of South China, China</p><p>Biplab Singha, University of Massachusetts Medical School, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Jian Peng, <email>jianpeng@gmc.edu.cn</email></corresp>
<corresp id="c002">Guo Guo, <email>guoguo@gmc.edu.cn</email></corresp>
<corresp id="c003">Fei Mo, <email>mofei0312@gmc.edu.cn</email></corresp>
<fn fn-type="equal" id="fn002"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>06</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1394775</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>23</day>
<month>05</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Qiu, Yuan, Cao, Chen, Chen, Mo, Guo and Peng.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Qiu, Yuan, Cao, Chen, Chen, Mo, Guo and Peng</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>Introduction</title>
<p><italic>Acinetobacter baumannii</italic> (<italic>A. baumannii</italic>) is an important opportunistic pathogen causing nosocomial infection in the clinic. The occurrence rate of antibiotic resistance is increasing year by year, resulting in a highly serious situation of bacterial resistance.</p>
</sec>
<sec>
<title>Methods</title>
<p>To better understand the local epidemiology of multidrug-resistant <italic>A. baumannii</italic>, an investigation was conducted on the antibiotic resistance of different types of <italic>A. baumannii</italic> and its relationship with the genes of <italic>A. baumannii</italic>. Furthermore, the molecular mechanism underlying antibiotic resistance in <italic>A. baumannii</italic> was investigated through transcriptome analysis.</p>
</sec>
<sec>
<title>Results</title>
<p>These results showed that a total of 9 STs were detected. It was found that 99% of the strains isolated in the hospital belonged to the same STs, and the clone complex CC208 was widely distributed in various departments and all kinds of samples. Furthermore, these <italic>A. baumannii</italic> strains showed high resistance to ertapenem, biapenem, meropenem, and imipenem, among which the resistance to ertapenem was the strongest. The detection rate of <italic>bla</italic><sub><italic>OXA</italic>&#x2013;51</sub> gene in these carbapenem resistance <italic>A. baumannii</italic> (CRAB) reached 100%; Additionally, the transcriptome results showed that the resistance genes were up-regulated in resistance strains, and these genes involved in biofilm formation, efflux pumps, peptidoglycan biosynthesis, and chaperonin synthesis.</p>
</sec>
<sec>
<title>Discussion</title>
<p>These results suggest that the CC208 STs were the main clonal complex, and showed high carbapenem antibiotic resistance. All these resistant strains were distributed in various departments, but most of them were distributed in intensive care units (ICU). The <italic>bla</italic><sub><italic>OXA</italic>&#x2013;23</sub> was the main antibiotic resistance genotype; In summary, the epidemic trend of clinical <italic>A. baumannii</italic> in Guiyang, China was analyzed from the molecular level, and the resistance mechanism of <italic>A. baumannii</italic> to carbapenem antibiotics was analyzed with transcriptome, which provided a theoretical basis for better control of <italic>A. baumannii</italic>.</p>
</sec>
</abstract>
<kwd-group>
<kwd>carbapenem resistance <italic>A. baumannii</italic></kwd>
<kwd>MLST typing</kwd>
<kwd>antibiotic resistance</kwd>
<kwd>antibiotic resistance mechanism</kwd>
<kwd>transcriptome</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="10"/>
<equation-count count="0"/>
<ref-count count="59"/>
<page-count count="14"/>
<word-count count="8111"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Antimicrobials, Resistance and Chemotherapy</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1 Introduction</title>
<p>The Gram-negative bacterium <italic>Acinetobacter baumannii</italic> (<italic>A. baumannii</italic>) is known as one of the most important nosocomial pathogens in healthcare-associated infections, especially with ventilator-associated pneumonia and catheter-associated infections (<xref ref-type="bibr" rid="B34">Liu et al., 2022</xref>; <xref ref-type="bibr" rid="B25">Kang et al., 2023</xref>). Additionally, <italic>A. baumannii</italic> has been reported to be associated with high mortality in intensive care units (ICUs), particularly among critically ill patients (<xref ref-type="bibr" rid="B23">Inchai et al., 2015</xref>). In 2017, The World Health Organization (WHO) also recently listed ESKAPE pathogens in the list of 12 bacteria against which new antibiotics are urgently needed (<xref ref-type="bibr" rid="B40">Mulani et al., 2019</xref>; <xref ref-type="bibr" rid="B55">Wang et al., 2022</xref>). Overuse of antibiotics has prompted the emergence of carbapenem resistance <italic>A. baumannii</italic> (CRAB), in consequence, either horizontal gene transfer or other opportunities, such as altered targets, decreased membrane permeability (<xref ref-type="bibr" rid="B9">Chusri et al., 2014</xref>), increased production of degrading enzymes (<xref ref-type="bibr" rid="B29">Lee et al., 2017</xref>), overexpression of efflux pumps (<xref ref-type="bibr" rid="B47">Roy et al., 2021</xref>), metabolic changes, biofilm formation (<xref ref-type="bibr" rid="B56">Yan and Bassler, 2019</xref>; <xref ref-type="bibr" rid="B10">Colquhoun and Rather, 2020</xref>; <xref ref-type="bibr" rid="B17">Gedefie et al., 2021</xref>), or increased nutrient sequestration mechanisms (<xref ref-type="bibr" rid="B53">Tiwari et al., 2019</xref>).</p>
<p>Antimicrobial resistance is a prominent feature that helps <italic>A. baumannii</italic> survive in an antimicrobial stress environment, causing the microorganism to pose a threat to humans and complicating treatments (<xref ref-type="bibr" rid="B21">Han et al., 2022</xref>). Multidrug-resistant <italic>A. baumannii</italic>, extensively drug-resistant <italic>A. baumannii</italic>, and pan-drug-resistant <italic>A. baumannii</italic> nosocomial isolates are now commonly found in hospitals (<xref ref-type="bibr" rid="B45">Ramirez et al., 2020</xref>). Additionally, <italic>A. baumannii</italic> is also an emerging pathogen among the elderly and immunocompromised patients in nursing homes and community hospitals (<xref ref-type="bibr" rid="B38">Mody et al., 2015</xref>).</p>
<p>The rise of resistant <italic>A. baumannii</italic> strains prompted the design and execution of epidemiological investigations of <italic>A. baumannii</italic> epidemics using various molecular typing methods, including multi-locus enzyme electrophoresis (MLEE), pulsed-field gel electrophoresis (PFGE), and subsequently confirmed by multi-locus sequence typing (MLST) (<xref ref-type="bibr" rid="B39">Montanaro et al., 2016</xref>). Among these methods, the MLST has become the gold standard for epidemiological (<xref ref-type="bibr" rid="B46">Ravaioli et al., 2022</xref>). Furthermore, a prominent advantage of MLST is the derived nomenclature, and sequence type (ST), which has been rapidly and extensively adopted by the community, thus widening the global collective knowledge of the distribution, dissemination, and biological characteristics of crucial clonal populations (<xref ref-type="bibr" rid="B15">Gaiarsa et al., 2019</xref>).</p>
<p>A large number of studies have shown that genes play a vital role in the antibiotic resistance of any bacteria (<xref ref-type="bibr" rid="B48">Roy et al., 2022</xref>). It reported that a variety of OXA-type &#x03B2;-lactamase genes were found in CRAB strains (<xref ref-type="bibr" rid="B3">Abouelfetouh et al., 2022</xref>). Among these genes, the OXA-23 and OXA-51 were key determinants of carbapenem resistance (<xref ref-type="bibr" rid="B100">Chan et al., 2022</xref>). In addition, genes associated with efflux pumps also play an important role in carbapenem antibiotic resistance. It is reported that the &#x0394;<italic>aceI</italic> mutant strain showed lower resistance to chlorhexidine than the parental strain. This result suggests that <italic>aceI</italic> plays a key role in antibiotic resistance (<xref ref-type="bibr" rid="B35">Liu et al., 2018</xref>). Besides, the gene <italic>purF</italic>, which regulates the biofilm formation, also plays a fatal role in antibiotic resistance (<xref ref-type="bibr" rid="B11">Dai et al., 2021</xref>). In addition, the Chaperonin GroEL/GroES also plays an important role in <italic>Escherichia coli</italic> antibiotic resistance (<xref ref-type="bibr" rid="B18">Goltermann et al., 2015</xref>). However, the mechanism of antibiotic resistance of <italic>A. baumannii</italic> needs to be further explored.</p>
<p>In the present study, the MLST, antibiotic resistance genes and transcriptome of <italic>A. baumannii</italic> were analyzed. This study found that a total of 9 ST sequence types were detected, and the CC208 was the main clonal complex in this hospital and showed high antibiotic resistance to carbapenems; The <italic>bla</italic><sub><italic>OXA</italic>&#x2013;23</sub> gene was the main antibiotic resistance genotypes; The transcriptome result suggests that carbapenem antibiotic resistance of <italic>A. baumannii</italic> involved biofilm formation, efflux pumps, peptidoglycan biosynthesis, and chaperonin synthesis.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>2 Materials and methods</title>
<sec id="S2.SS1">
<title>2.1 Bacterial strains</title>
<p>The 199 strains CRAB were isolated from patients in various departments of Affiliated Hospital of Guizhou Medical University, Guizhou, China from 2017 to 2019. Standard <italic>A. baumannii</italic> ATCC19606, pan-resistant <italic>A. baumannii</italic> strains are preserved in the Key Laboratory of Modern Pathogenic Biology, School of Basic Medicine, Guizhou Medical University.</p>
<p>The genomic DNA of <italic>A. baumannii</italic> was extracted using the kit (BIOTEKE, Beijing, China). Seven housekeeping genes were amplified by PCR. The primers used are listed in <xref ref-type="table" rid="T1">Table 1</xref>. The PCR reactions were performed using PrimeSTAR<sup>&#x00AE;</sup> Max DNA Polymerase (Takara, Japan) with the following amplification parameters: 95&#x00B0;C for 5 min; 94&#x00B0;C for 30 s, 50&#x00B0;C for 30 s, and 72&#x00B0;C for 40 s, 30 cycles; 72&#x00B0;C for 10 min.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Primers for PCR amplification of <italic>A. baumannii</italic> housekeeping genes.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Locus</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Primer</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Sequences</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Amplicon size (bp)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Usage</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="2"><italic>gltA</italic></td>
<td valign="top" align="center">CitratoF1</td>
<td valign="top" align="left">AATTTACAGTGGCACATTAGGTCCC</td>
<td valign="top" align="center" rowspan="2">722</td>
<td valign="top" align="center">amp/seq</td>
</tr>
<tr>
<td valign="top" align="center">CitratoR12</td>
<td valign="top" align="left">GCAGAGATACCAGCAGAGATACACG</td>
<td valign="top" align="center">amp/seq</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4"><italic>gyrB</italic></td>
<td valign="top" align="center">APRU F</td>
<td valign="top" align="left">TGTAAAACGACGGCCAGTGCNGGRTCYTTYTCYTGRCA</td>
<td valign="top" align="center" rowspan="4">909</td>
<td valign="top" align="center">amp</td>
</tr>
<tr>
<td valign="top" align="center">M13[-21]</td>
<td valign="top" align="left">TGTAAAACGACGGCCAGT</td>
<td valign="top" align="center">seq</td>
</tr>
<tr>
<td valign="top" align="center">UP1E-R</td>
<td valign="top" align="left">CAGGAAACAGCTATGACCAYGSNGGNGGNAARTTYRA</td>
<td valign="top" align="center">amp</td>
</tr>
<tr>
<td valign="top" align="center">M13-F</td>
<td valign="top" align="left">CAGGAAACAGCTATGACC</td>
<td valign="top" align="center">seq</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4"><italic>gdhB</italic></td>
<td valign="top" align="center">GDHB1F</td>
<td valign="top" align="left">GCTACTTTTATGCAACAGAGCC</td>
<td valign="top" align="center" rowspan="4">775</td>
<td valign="top" align="center">amp</td>
</tr>
<tr>
<td valign="top" align="center">GDHSECF</td>
<td valign="top" align="left">ACCACATGCTTTGTTATG</td>
<td valign="top" align="center">seq</td>
</tr>
<tr>
<td valign="top" align="center">GDHB775R</td>
<td valign="top" align="left">GTTGAGTTGGCGTATGTTGTGC</td>
<td valign="top" align="center">amp</td>
</tr>
<tr>
<td valign="top" align="center">GDHSECR</td>
<td valign="top" align="left">GTTGGCGTATGTTGTGC</td>
<td valign="top" align="center">seq</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>recA</italic></td>
<td valign="top" align="center">RA1</td>
<td valign="top" align="left">CCTGAATCTTCYGGTAAAAC</td>
<td valign="top" align="center" rowspan="2">425</td>
<td valign="top" align="center">amp/seq</td>
</tr>
<tr>
<td valign="top" align="center">RA2</td>
<td valign="top" align="left">GTTTCTGGGCTGCCAAACATTAC</td>
<td valign="top" align="center">amp/seq</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>cpn60</italic></td>
<td valign="top" align="center">CPN-3F2</td>
<td valign="top" align="left">ACTGTACTTGCTCAAGC</td>
<td valign="top" align="center" rowspan="2">479</td>
<td valign="top" align="center">amp/seq</td>
</tr>
<tr>
<td valign="top" align="center">CPN-R2</td>
<td valign="top" align="left">TTCAGCGATGATAAGAAGTGG</td>
<td valign="top" align="center">amp/seq</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>gpi</italic></td>
<td valign="top" align="center">gpi_F</td>
<td valign="top" align="left">AATACCGTGGTGCTACGGG</td>
<td valign="top" align="center" rowspan="2">508</td>
<td valign="top" align="center">amp/seq</td>
</tr>
<tr>
<td valign="top" align="center">gpi_R</td>
<td valign="top" align="left">AACTTGATTTTCAGGAGC</td>
<td valign="top" align="center">amp/seq</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4"><italic>rpoD</italic></td>
<td valign="top" align="center">70F-RPOD</td>
<td valign="top" align="left">ACGACTGACCCGGTACGCATGTAYATGMGNGARATCGCNACNCT</td>
<td valign="top" align="center" rowspan="4">492</td>
<td valign="top" align="center">amp</td>
</tr>
<tr>
<td valign="top" align="center">70FS</td>
<td valign="top" align="left">ACGACTGACCCGGTACGCATGTA</td>
<td valign="top" align="center">seq</td>
</tr>
<tr>
<td valign="top" align="center">70R RPOD</td>
<td valign="top" align="left">ATAGAAATAACCAGACGTAAGTTNGCYTCNACCATYTGYTTYTT</td>
<td valign="top" align="center">amp</td>
</tr>
<tr>
<td valign="top" align="center">70RS</td>
<td valign="top" align="left">ATAGAAATAACCAGACGTAAGTT</td>
<td valign="top" align="center">seq</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S2.SS2">
<title>2.2 Multilocus sequence typing (MLST)</title>
<p>The amplified products of MLST typing of <italic>A. baumannii</italic> were sequenced, and the sequence results were compared on the MLST comparison website of <italic>A. baumannii</italic>. The sequencing results were submitted to the website for comparison to obtain allele number and ST type. The Bio Numerics 7.1 software is used for typing data processing, and generating minimum spanning tree (MST).</p>
</sec>
<sec id="S2.SS3">
<title>2.3 Detection of antibiotic susceptibility and resistance genes</title>
<p>The minimal inhibitory concentration (MIC) values of <italic>A. baumannii</italic> isolated from clinical isolates were measured by the micro-dilution broth method. The antibiotics determined were imipenem, meropenem, ertapenem, and biapenem. There were three repeats for each strain and antibiotic. Except for 5 gradients of biapenem, 6 gradients were done. The concentration of the mother liquid before dilution is shown in <xref ref-type="table" rid="T2">Table 2</xref>. The results were judged by the Institute of Clinical and Laboratory Standards (CLSI2012).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>The preparation of antibiotics.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Antibiotic</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Solvent/diluent</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Concentration of mother liquor before dilution (&#x03BC;g/mL)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Imipenem</td>
<td valign="top" align="center">1 &#x00D7; Phosphate buffer pH 7.2</td>
<td valign="top" align="center">2,048</td>
</tr>
<tr>
<td valign="top" align="left">Ertapenem</td>
<td valign="top" align="center">1 &#x00D7; Phosphate buffer pH 7.2</td>
<td valign="top" align="center">4,096</td>
</tr>
<tr>
<td valign="top" align="left">Meropenem</td>
<td valign="top" align="center">ddH<sub>2</sub>O</td>
<td valign="top" align="center">2,048</td>
</tr>
<tr>
<td valign="top" align="left">Biapenem</td>
<td valign="top" align="center">ddH<sub>2</sub>O</td>
<td valign="top" align="center">512</td>
</tr>
</tbody>
</table></table-wrap>
<p>In this study, the <italic>bla</italic><sub><italic>OA</italic>&#x2013;23</sub> and <italic>bla</italic><sub><italic>OXA</italic>&#x2013;51</sub> were selected as molecular markers for rapid identification of <italic>A. baumannii</italic>. The primers are listed in <xref ref-type="table" rid="T3">Table 3</xref>, and the PCR reaction system is 15 &#x03BC;L, including the premixTaq enzyme 7.5 &#x03BC;L, the primers 1 &#x03BC;L with 10 &#x03BC;M, DNA template 1 &#x03BC;L, and the ddH2O 4.5 &#x03BC;L. Meanwhile, the PCRs were performed at 94&#x00B0;C for 5 min, followed by 35 cycles of 30 s at 94&#x00B0;C, 30 s at 55&#x00B0;C, 30 s at 72&#x00B0;C, and a final extension of 10 min at 72&#x00B0;C. The 5 &#x03BC;L PCR products were sampled in 1% agarose gel and 30 min was electrophoretic at a constant voltage of 100V. The photos were taken by WD-9413B gel imaging analyzer.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Primers information for amplifying carbapenemase genes in <italic>A. baumannii</italic> strains.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Target gene</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Primer</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Primer sequence (5&#x2032;&#x2009;&#x2192;&#x2009;3&#x2032;)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Product Size/bp</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Temperature/&#x00B0;C</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="2"><italic>blaOXA-23</italic></td>
<td valign="top" align="center">OXA-23-F</td>
<td valign="top" align="left">GATCGGATTGGAGAACCAGA</td>
<td valign="top" align="center" rowspan="2">501</td>
<td valign="top" align="center" rowspan="2">55</td>
</tr>
<tr>
<td valign="top" align="center">OXA-23-R</td>
<td valign="top" align="left">ATTTCTGACCGCATTTCCAT</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>blaOXA-51</italic></td>
<td valign="top" align="center">OXA-51-F</td>
<td valign="top" align="left">ATGAACATTAAAGCACTCTTACTT</td>
<td valign="top" align="center" rowspan="2">825</td>
<td valign="top" align="center" rowspan="2">55</td>
</tr>
<tr>
<td valign="top" align="center">OXA-51-R</td>
<td valign="top" align="left">CTATAAAATACCTAATTGTTCTAA</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S2.SS4">
<title>2.4 RNA isolation, library construction and sequencing</title>
<p>The AB77 (weak imipenem resistance) and AB98 (strong imipenem resistance) were selected for transcriptome sequencing with three biological repeats per sample. After resuscitation of CRAB77 and CRAB98, respectively, 1 mL solution was absorbed and cultured in 100 mL LB liquid medium. After overnight incubation at 37&#x00B0;C 220 rpm until logarithmic growth, the organisms were collected by centrifugation, and three biological replicates were performed in each group, totaling six samples. The collected bacterial precipitates were immediately liquid nitrogen snap-frozen and stored in the refrigerator at &#x2212;80&#x00B0;C. The total RNA of these samples was extracted using Trizol reagent (Sigma-Aldrich, United States) according to the specification described method. The RNA concentration and quality were measured using a Nanodrop 2000 micro-spectrophotometer (Thermo Fisher Scientific, Waltham, MA, USA), and agarose gel electrophoresis. RNA-seq library construction and RNA sequencing were performed by the Meiji Biomedical Technology Co., Ltd. (Shanghai, China).</p>
</sec>
<sec id="S2.SS5">
<title>2.5 Identification of differentially expressed genes and annotation</title>
<p>The raw data was filtered to remove contaminated and low-quality sequences from connectors and to obtain clean reads. Bowtie2-2.5.0 was used to map the genome of the filtered sequence (<xref ref-type="bibr" rid="B28">Langmead and Salzberg, 2012</xref>). The reference genome of <italic>A. baumannii</italic> (ATCC 19606) was downloaded from GenBank (NZ_CP045110.1). The gene expression levels were calculated based on TPM (transcript per million) (<xref ref-type="bibr" rid="B59">Zhao et al., 2021</xref>). Differential expression analysis between CRAB77 and CRAB98 was performed using the DEGSeq2 R package. The significance of the DEGs was determined with a <italic>P</italic>-value &#x003C; 0.05 found by DEseq2. Transcripts with log 2 (Fold Change) &#x003E; 1 and <italic>P</italic>-value &#x003C; 0.05 were considered significant differential expressions. KOBAS software was used to test the statistical enrichment of differentially expressed genes in KEGG pathways. Significantly enriched KEGG pathways was identified by a <italic>P</italic>-value &#x003C; 0.05.</p>
</sec>
<sec id="S2.SS6">
<title>2.6 qRT-PCR</title>
<p>qRT-PCR was performed to confirm the DEGs identified using RNA-seq. The primer sequences of candidate genes and a housekeeping gene (16S rRNA) were designed using Primer Premier 5 (<xref ref-type="table" rid="T4">Table 4</xref>). The first strand of cDNA was synthesized by PrimeScript TMRT reagent Kit with gDNA Eraser (TaKaRa, Beijing, China) according to the manufacturer&#x2019;s instructions. The qRT-PCR was carried out with a PikoReal 96 real-time PCR system (Thermofisher Scientific) using PowerUp&#x2122; SYBR&#x2122; Green Master Mix (Thermo Fisher Scientific, Waltham, MA, USA). The sense and anti-sense primers were designed by Primer Premier 5 and they were synthesized by Sangon Biotech Co., Ltd. (Shanghai, China). Sequences of the primers used in this study were shown in detail in <xref ref-type="table" rid="T4">Table 4</xref>. The reactions were performed with three biological and technical replicates per sample. The data were analyzed using the 2<sup>&#x2013;&#x0394;Ct</sup> method (<xref ref-type="bibr" rid="B50">Schmittgen and Livak, 2008</xref>).</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>The Primers information for qRT-PCR.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Target gene</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Primer name</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Primer sequence (5&#x2032;&#x2009;&#x2192;&#x2009;3&#x2032;)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Product Size/bp</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Tm/&#x00B0;C</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="2"><italic>mltG</italic></td>
<td valign="top" align="center">mltG-F</td>
<td valign="top" align="left">CCACCATTACCAGTCGCTACAAAA</td>
<td valign="top" align="center" rowspan="2">180 bp</td>
<td valign="top" align="center" rowspan="2">60</td>
</tr>
<tr>
<td valign="top" align="center">mltG-R</td>
<td valign="top" align="left">TGCAAACTATAAGGGGAACATTACTCG</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>dnaK</italic></td>
<td valign="top" align="center">dnaK-F</td>
<td valign="top" align="left">ATTTTTAGGGTTTGTTACTGCCTGA</td>
<td valign="top" align="center" rowspan="2">162 bp</td>
<td valign="top" align="center" rowspan="2">60</td>
</tr>
<tr>
<td valign="top" align="center">dnaK-R</td>
<td valign="top" align="left">GGTACTACCAACTCATGTGTTGCTGT</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>groL</italic></td>
<td valign="top" align="center">GroL-F</td>
<td valign="top" align="left">CAGCTGGTTTGTCTTCAGGAATGTC</td>
<td valign="top" align="center" rowspan="2">151</td>
<td valign="top" align="center" rowspan="2">60</td>
</tr>
<tr>
<td valign="top" align="center">GroL-R</td>
<td valign="top" align="left">GCAACTGGCGAATATGGTGATATGT</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>FQU82_RS13360</italic></td>
<td valign="top" align="center">3360-F</td>
<td valign="top" align="left">GTTGGATAAGGAACAACACTCACACC</td>
<td valign="top" align="center" rowspan="2">175</td>
<td valign="top" align="center" rowspan="2">60</td>
</tr>
<tr>
<td valign="top" align="center">3360-R</td>
<td valign="top" align="left">GTAGCAAAATCTACAACACGCCAAC</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>aceI</italic></td>
<td valign="top" align="center">AceI-F</td>
<td valign="top" align="left">AGTGAAGTGATGCTGCTTTAGCATT</td>
<td valign="top" align="center" rowspan="2">194</td>
<td valign="top" align="center" rowspan="2">60</td>
</tr>
<tr>
<td valign="top" align="center">AceI-R</td>
<td valign="top" align="left">TGGTTTTGAGGGTGGTTTGC</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>16S rRNA</italic></td>
<td valign="top" align="center">16S rRNA-F</td>
<td valign="top" align="left">TACACACCGCCCGTCACACC</td>
<td valign="top" align="center" rowspan="2">119</td>
<td valign="top" align="center" rowspan="2">60</td>
</tr>
<tr>
<td valign="top" align="center">16S rRNA-R</td>
<td valign="top" align="left">CGGCTACCTTGTTACGACTTCACC</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S2.SS7">
<title>2.7 Statistical analysis</title>
<p>Statistical analysis was performed using SPSS21.0. All experiments were performed in triplicate. Statistical differences between groups were assessed by the two-tailed Student&#x2019;s <italic>t</italic>-test and one-way analysis of variance (ANOVA) followed by Tukey&#x2019;s multiple-comparison test or by the nonparametric Mann&#x2013;Whitney U test and Kruskal-Wallis test, followed by Duncan&#x2019;s multiple-comparison test. A <italic>P</italic>-value &#x003C; 0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>3 Results</title>
<sec id="S3.SS1">
<title>3.1 Molecular typing of the strains</title>
<p>The sequences of these 7 housekeeping genes in 199 <italic>A. baumannii</italic> strains were submitted to the MLST database of the Pasteur Institute<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> to investigate whether there were base substitutions or deletions. The sequences obtained from housekeeping gene sequencing of each strain were submitted to the database, and the corresponding alleles of each sequence were queried, to obtain the ST model of each strain. The results showed that there were 9 different sequence types (<xref ref-type="table" rid="T5">Table 5</xref>), among which ST136, ST191, and ST208 had high frequency in the hospital.</p>
<table-wrap position="float" id="T5">
<label>TABLE 5</label>
<caption><p>Alleles and sequence types in CRAB isolates.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">ST</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">gltA</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">gyrB</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">gdhB</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">recA</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">cpn60</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">gpi</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">rpoD</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Percent (%)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">136</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">19.6</td>
</tr>
<tr>
<td valign="top" align="left">191</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">94</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">18.6</td>
</tr>
<tr>
<td valign="top" align="left">195</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">96</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">15.1</td>
</tr>
<tr>
<td valign="top" align="left">208</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">97</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">18.6</td>
</tr>
<tr>
<td valign="top" align="left">2,206</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">63</td>
<td valign="top" align="center">67</td>
<td valign="top" align="center">60</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">153</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">0.5</td>
</tr>
<tr>
<td valign="top" align="left">368</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">140</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">369</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">106</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">14.6</td>
</tr>
<tr>
<td valign="top" align="left">457</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">153</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.5</td>
</tr>
<tr>
<td valign="top" align="left">540</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">160</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">6.5</td>
</tr>
</tbody>
</table></table-wrap>
<p>The minimum spanning tree showed that the ST types of the 199 strains are relatively concentrated, and all of them originated from ST191 (<xref ref-type="fig" rid="F1">Figure 1</xref>). In addition, there is only <italic>gpi</italic> difference between ST136/ST195/ST368/ST369/ST208/ST540 and ST191. While there are two alleles difference between ST457 and ST191, the genetic relationship is close. It is reported that the mutation rate and recombination rate of <italic>gpi</italic> in the MLST typing scheme of <italic>A. baumannii</italic> are higher than those of other housekeeping genes, and it is easy to mutate in the process of evolution. It is found that a similar situation in the study of <italic>A. baumannii</italic> typing, suggests that <italic>A. baumannii</italic> MLST scheme has a better resolution on the housekeeping gene <italic>gpi</italic>. Among the 199 strains of CRAB, there is only one ST, which is widely distributed in various departments. Among these departments, the ICU region is the most distributed. However, the ST2206 does not belong to these ST, and there are six allele differences between ST2206 and ST191, and the ST2206 is isolated in the comprehensive ICU region.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Minimum spanning tree (MST) of 199 <italic>A. baumannii</italic> strains. The size of the circle in MST represents the number of the same ST genotypes, and the black solid line indicates that there are 3 or fewer differences in housekeeping genes between the two ST genotypes. The thicker the black solid line, the smaller the difference in housekeeping genes between the two ST genotypes. The dotted line indicates that there are 4 or more differences in housekeeping genes between the two ST genotypes. The denser the dotted line, the greater the difference in housekeeping genes between ST genotypes.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1394775-g001.tif"/>
</fig>
<p>To understand the classification position of these identified strains in the entire <italic>A. baumannii</italic> database, the ST of all strains were placed in the <italic>A. baumannii</italic> ST database. The results showed that the ST136 / ST195 / ST368 / ST369 / ST208 / ST540 / ST191 belongs to CC208, and the ST2206 distant relatives (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Minimum spanning tree analysis of CRAB isolates based on multilocus sequence typing (MLST) data. Each circle represents an independent sequence type (ST). The size of each circle corresponds to a different number of isolates, with larger sizes representing higher isolate quantity. The lines connecting the circles indicate the relationship between different STs. Different types of lines represent a difference in one allele (solid lines), two alleles (dashed lines), and three or more alleles (dotted lines).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1394775-g002.tif"/>
</fig>
<p>According to the analysis of the source distribution of 199 CRAB strains, the results showed that most of these clinical strains came from sputum, and a total of 171 strains of each ST type were detected in these sputum samples, while the distribution was less in other samples (<xref ref-type="fig" rid="F3">Figure 3A</xref>). Based on the analysis of sputum samples in various departments, these CRAB were found in all clinical sputum samples in many departments, while there were few types of CRAB samples in the remaining departments (<xref ref-type="fig" rid="F3">Figure 3B</xref>). This result implies that the ST is widely prevalent in all departments in the hospital, and it is necessary to focus on detecting the presence of CRAB in sputum samples to timely control the spread of CRAB.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Molecular epidemiological characteristics of strains from different tissue and clinical departments. <bold>(A)</bold> The source of different typing strains. <bold>(B)</bold> The distribution of CRAB strains in sputum in each department.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1394775-g003.tif"/>
</fig>
</sec>
<sec id="S3.SS2">
<title>3.2 Antimicrobial susceptibility testing</title>
<p>The result of MIC values for the 199 <italic>A. baumannii</italic> strains showed that the MIC values for biapenem were concentrated at 128 &#x03BC;g/mL, accounting for 44.5%; the MIC value of meropenem was concentrated at 128 &#x03BC;g/mL, accounting for 39%; the MIC value for ertapenem was concentrated at 512 &#x03BC;g/mL, accounting for 39.5%; as well as the MIC values for imipenem were concentrated at 64 &#x03BC;g/mL, accounting for 51% (<xref ref-type="fig" rid="F4">Figure 4</xref> and <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). These results indicate that all experimental strains were highly resistant to the four carbapenems antibiotics, among which the experimental strains had the strongest resistance to ertapenem.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>The distribution of MIC value in <italic>A. baumannii</italic>. <bold>(A)</bold> Biapenem; <bold>(B)</bold> meropenem; <bold>(C)</bold> ertapenem; <bold>(D)</bold> imipenem.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1394775-g004.tif"/>
</fig>
<p>According to the ST type classification of 199 CRAB strains, MIC values of these 199 CRAB strains against ertapenem were calculated. The results showed that ST136, ST191, ST195, and ST208 were more resistant to ertapenem than ST368, ST369, ST457, and ST540. However, the ST2206, which is distantly related to STs strain, also had a MIC value of 1,024 &#x03BC;g/mL. This result indicates that ST2206 with strong antibiotic resistance (<xref ref-type="table" rid="T6">Table 6</xref>).</p>
<table-wrap position="float" id="T6">
<label>TABLE 6</label>
<caption><p>Resistance of ST types to ertapenem in 199 CRAB strains.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" colspan="6" style="color:#ffffff;background-color: #7f8080;">Ertapenem MIC (&#x03BC;g/mL)</td>
</tr>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">ST</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">&#x003C;32</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">128</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">256</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">512</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">1,024</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">&#x003E;1,024</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ST136</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">14</td>
</tr>
<tr>
<td valign="top" align="left">ST191</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">10</td>
</tr>
<tr>
<td valign="top" align="left">ST195</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">5</td>
</tr>
<tr>
<td valign="top" align="left">ST208</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">ST2206</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST368</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST369</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">ST457</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST540</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0</td>
</tr>
</tbody>
</table></table-wrap>
<p>In addition, according to the antibiotic resistance detection of these 199 strains to biapenem, the results showed that the MIC values of ST types concentrated at 128 &#x03BC;g/mL. The result showed that these ST types have the same resistance to biapenem. However, the ST2206 showed lower resistance to biapenem than other ST types (<xref ref-type="table" rid="T7">Table 7</xref>).</p>
<table-wrap position="float" id="T7">
<label>TABLE 7</label>
<caption><p>Resistance of ST types to biapenem in 199 CRAB strains.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" colspan="5" style="color:#ffffff;background-color: #7f8080;">Biapenem MIC (&#x03BC;g/mL)</td>
</tr>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">ST</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">16</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">32</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">64</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">128</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">&#x003E;128</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ST136</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">10</td>
</tr>
<tr>
<td valign="top" align="left">ST191</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">2</td>
</tr>
<tr>
<td valign="top" align="left">ST195</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">ST208</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">4</td>
</tr>
<tr>
<td valign="top" align="left">ST2206</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST368</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">ST369</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">5</td>
</tr>
<tr>
<td valign="top" align="left">ST457</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST540</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">0</td>
</tr>
</tbody>
</table></table-wrap>
<p>According to the detection of the resistance for these 199 CRAB strains to meropenem, it was found that the MIC values of STs to meropenem in these 199 CRAB strains were higher, while the ST2206 showed low resistance to meropenem (<xref ref-type="table" rid="T8">Table 8</xref>).</p>
<table-wrap position="float" id="T8">
<label>TABLE 8</label>
<caption><p>Resistance of ST types to meropenem in 199 CRAB strains.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" colspan="7" style="color:#ffffff;background-color: #7f8080;">Meropenem MIC (&#x03BC;g/mL)</td>
</tr>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">ST</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">16</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">32</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">64</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">128</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">256</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">512</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">&#x003E;512</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ST136</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">24</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">ST191</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST195</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">ST208</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST2206</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST368</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST369</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST457</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST540</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0</td>
</tr>
</tbody>
</table></table-wrap>
<p>Based on the detection of the resistance STs to imipenem in 199 CRAB strains, the results showed that MIC values were concentrated in 32 &#x03BC;g/mL-128 &#x03BC;g/mL, indicating strong resistance. Moreover, the ST2206 also showed resistance to imipenem, but the resistance was low, with a MIC value of 32 &#x03BC;g/mL (<xref ref-type="table" rid="T9">Table 9</xref>). According to this data, it was be defined weakly resistant strain with MIC values &#x2264; 32 to imipenem, while strains with MIC value &#x003E; 32 was defined as strongly resistant strain. By this definition, ST136 and ST208, have quite different resistance to imipenem; In this study, weakly resistant strains accounted for 18% in ST136, and 47.22% were weakly resistant strains in ST208. This result indicates that different STs may have different resistance mechanisms to imipenem.</p>
<table-wrap position="float" id="T9">
<label>TABLE 9</label>
<caption><p>Resistance of ST types to imipenem in 199 CRAB strains.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" colspan="6" style="color:#ffffff;background-color: #7f8080;">Imipenem MIC (&#x03BC;g/mL)</td>
</tr>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">ST</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">&#x003C;16</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">16</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">32</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">64</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">128</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">256</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">ST136</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">ST191</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">1</td>
</tr>
<tr>
<td valign="top" align="left">ST195</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST208</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST2206</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST368</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST369</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST457</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">ST540</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S3.SS3">
<title>3.3 Antimicrobial resistance genes testing</title>
<p>To understand the distribution of antibiotic resistance genes, the <italic>bla</italic><sub><italic>OXA</italic>&#x2013;23</sub>, <italic>and bla<sub><italic>OXA&#x2013;51</italic></sub></italic> were detected in 199 CRAB, standard <italic>A. baumannii</italic> (ATCC19606), pan-resistant <italic>A. baumannii</italic> (PRAB) and SJZ24 by using PCR amplification. The results showed that the target sequence of <italic>bla</italic><sub><italic>OXA</italic>&#x2013;23</sub> (<xref ref-type="fig" rid="F5">Figure 5A</xref>) and <italic>bla</italic><sub><italic>OXA</italic>&#x2013;51</sub> (<xref ref-type="fig" rid="F5">Figure 5B</xref>) genes were found in these strains. The BLAST analysis was conducted after sequencing these target bands, and it was found that these target bands were all target antibiotic resistance genes. Statistical data showed that the detection rate of the <italic>bla</italic><sub><italic>OXA</italic>&#x2013;23</sub> gene and <italic>bla</italic><sub><italic>OXA</italic>&#x2013;51</sub> gene in CRAB was 92.5 and 100%, respectively (<xref ref-type="fig" rid="F5">Figure 5C</xref>). These results suggest that the class D carbapenemases genes are widely distributed in these 199 CRAB strains, which may be one of the reasons for its high antibiotic resistance to carbapenems antibiotics.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>The PCR amplification of CRAB (part of the sample) resistance genes and the statistics of positive tests of antibiotic resistance genes. <bold>(A)</bold> <italic>bla</italic><sub><italic>OXA</italic>&#x2013;23</sub>; <bold>(B)</bold> <italic>bla</italic><sub><italic>OXA</italic>&#x2013;51</sub>; <bold>(C)</bold> Statistics of positive tests of antibiotic resistance genes; M, DNA maker; Yes, the number of positive strains; no, the number of negative strains.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1394775-g005.tif"/>
</fig>
</sec>
<sec id="S3.SS4">
<title>3.4 Transcriptome profiling and identifying differentially expressed genes (DEGs)</title>
<p>To understand the resistance mechanisms of different STs to imipenem, the transcriptome sequencing analysis between ST208 (AB77) and ST136 (AB98) was performed in this study. The results showed that a sum of 159.60 million reads was generated and each sample provided an average production of 26.60 million. A mean of 26.60 million clean reads was obtained from each library with an adequate read ratio of 94.63% after removing adaptor sequences, N-containing reads, and low-quality. A mean of 20.44 million CDS-mapped reads was obtained from each library with an adequate read ratio of 80.11% (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 2</xref>). A total of 3,829 genes were mapped from all the samples. The resistance strain and sensitive strain gene expression levels were analyzed, and 390 differentially expressed genes (DEGs) were recognized (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 3</xref>). Among such DEGs, the resistance strain had 256 DEGs up-regulated and 134 DEGs down-regulated (<xref ref-type="fig" rid="F6">Figure 6A</xref>). It is worth pointing out that some genes related to antibiotic resistance, efflux pump, and biofilm formation were up-regulated in the resistance strain (<xref ref-type="fig" rid="F6">Figure 6B</xref>). The increased expression level of these genes may increase the antibiotic resistance of <italic>A. baumannii</italic>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>The Volcano diagram of differentially expressed genes between resistance strain and sensitive strain <bold>(A)</bold> and DEGs involved in KEGG pathway enrichment analysis in comparison with resistance strain and sensitive strain <bold>(B)</bold>. In <bold>(A)</bold>, The <italic>x</italic>-axis represents the multiple differential expressions; the <italic>y</italic>-axis represents significance. In <bold>(B)</bold>, The <italic>x</italic>-axis represents the Rich factor, GeneRatio = Term Candidate Gene Number/Term Gene Number. The <italic>y</italic>-axis represents KEGG Pathway. The size of the bubble is proportional to the number of genes in the KEGG Pathway. And the color represents the <italic>P</italic>-value of enrichment. The deeper the color, the smaller the <italic>P</italic>-value.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1394775-g006.tif"/>
</fig>
</sec>
<sec id="S3.SS5">
<title>3.5 Resistance genes regulated antibiotic resistance</title>
<p>Among these DEGs, 19 genes may be involved the carbapenem resistance, including biofilm formation, efflux pump, peptidoglycan biosynthesis, chaperonin synthesis, and drug transporter. In the biofilm formation process, there were pilus assembly protein (<italic>Pap</italic>, <italic>FQU82_RS03605</italic>), urease accessory protein (<italic>UreD</italic>, <italic>FQU82_RS05390</italic>), OmpA family protein (<italic>FQU82_RS07900</italic>), NADP-specific glutamate dehydrogenase (<italic>gdhA</italic>), phosphoenolpyruvate&#x2013;protein phosphotransferase (<italic>pstP</italic>), and amido phosphoribosyl transferase (<italic>purF</italic>, <italic>FQU82_RS13115</italic>). In addition, there were 5 genes involved in efflux pump, including LysR family transcriptional regulator (<italic>FQU82_RS08650</italic>), PACE efflux transporter (<italic>FQU82_RS09170</italic>), chlorhexidine efflux PACE transporter (<italic>aceI</italic>, <italic>FQU82_RS12055</italic>), MacB family efflux pump subunit (<italic>FQU82_RS03105</italic>), MacA family efflux pump subunit (<italic>FQU82_RS03110</italic>). Meanwhile, there were 3 genes may contribute to peptidoglycan biosynthesis, including D-alanyl-D-alanine carboxypeptidase PBP5/6 (<italic>dacC</italic>, <italic>FQU82_RS14285</italic>), endocytic transglycosylase (MltG, <italic>FQU82_RS14770</italic>), and UDP-glucose 4-epimerase (<italic>GalE</italic>, <italic>FQU82_RS00890</italic>). Additionally, there were 3 chaperonins, including <italic>DnaK</italic>, <italic>GroEL</italic>, and <italic>GroES</italic> may be involved in antibiotic resistance. It is worth mentioning that the MFS transporter and ABC transporter substrate-binding protein may participate in drug transport (<xref ref-type="table" rid="T10">Table 10</xref>).</p>
<table-wrap position="float" id="T10">
<label>TABLE 10</label>
<caption><p><italic>A. baumannii</italic> genes involved in antibiotic resistance identified by mRNA-seq.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Gene id</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Gene name</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Gene function</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Log2FC</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">q value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">FQU82_RS03605</td>
<td valign="top" align="center"><italic>FQU82_RS03605</italic></td>
<td valign="top" align="left">Pilus assembly protein</td>
<td valign="top" align="center">1.121204</td>
<td valign="top" align="center">0.0441</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS05390</td>
<td valign="top" align="center"><italic>FQU82_RS05390</italic></td>
<td valign="top" align="left">Urease accessory protein UreD</td>
<td valign="top" align="center">1.87116</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS05470</td>
<td valign="top" align="center"><italic>gdhA</italic></td>
<td valign="top" align="left">NADP-specific glutamate dehydrogenase</td>
<td valign="top" align="center">1.067204</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS07900</td>
<td valign="top" align="center"><italic>FQU82_RS07900</italic></td>
<td valign="top" align="left">OmpA family protein</td>
<td valign="top" align="center">-2.33007</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS02520</td>
<td valign="top" align="center"><italic>ptsP</italic></td>
<td valign="top" align="left">Phosphoenolpyruvate&#x2013;protein phosphotransferase</td>
<td valign="top" align="center">-1.01688</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS13115</td>
<td valign="top" align="center"><italic>purF</italic></td>
<td valign="top" align="left">amidophosphoribosyltransferase</td>
<td valign="top" align="center">1.175621</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS14285</td>
<td valign="top" align="center"><italic>dacC</italic></td>
<td valign="top" align="left">D-alanyl-D-alanine carboxypeptidase PBP5/6</td>
<td valign="top" align="center">1.375552</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS14770</td>
<td valign="top" align="center"><italic>mltG</italic></td>
<td valign="top" align="left">Endocytic transglycosylase MltG</td>
<td valign="top" align="center">1.084947</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS00890</td>
<td valign="top" align="center"><italic>galE</italic></td>
<td valign="top" align="left">UDP-glucose 4-epimerase GalE</td>
<td valign="top" align="center">-1.13269</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS00325</td>
<td valign="top" align="center"><italic>dnaK</italic></td>
<td valign="top" align="left">Molecular chaperone DnaK</td>
<td valign="top" align="center">1.044462</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS15275</td>
<td valign="top" align="center"><italic>groL</italic></td>
<td valign="top" align="left">Chaperonin GroEL</td>
<td valign="top" align="center">1.287527</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS15280</td>
<td valign="top" align="center"><italic>FQU82_RS15280</italic></td>
<td valign="top" align="left">Co-chaperone GroES</td>
<td valign="top" align="center">3.371287</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS03755</td>
<td valign="top" align="center"><italic>FQU82_RS03755</italic></td>
<td valign="top" align="left">MFS transporter</td>
<td valign="top" align="center">1.581374</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS13360</td>
<td valign="top" align="center"><italic>FQU82_RS13360</italic></td>
<td valign="top" align="left">ABC transporter substrate-binding protein</td>
<td valign="top" align="center">1.286576</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS08650</td>
<td valign="top" align="center"><italic>FQU82_RS08650</italic></td>
<td valign="top" align="left">LysR family transcriptional regulator</td>
<td valign="top" align="center">-1.09716</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS09170</td>
<td valign="top" align="center"><italic>FQU82_RS09170</italic></td>
<td valign="top" align="left">PACE efflux transporter</td>
<td valign="top" align="center">1.446246</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS12055</td>
<td valign="top" align="center"><italic>aceI</italic></td>
<td valign="top" align="left">Chlorhexidine efflux PACE transporter AceI</td>
<td valign="top" align="center">1.787986</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS03105</td>
<td valign="top" align="center"><italic>FQU82_RS03105</italic></td>
<td valign="top" align="left">MacB family efflux pump subunit</td>
<td valign="top" align="center">-2.07775</td>
<td valign="top" align="center">0.0000</td>
</tr>
<tr>
<td valign="top" align="left">FQU82_RS03110</td>
<td valign="top" align="center"><italic>FQU82_RS03110</italic></td>
<td valign="top" align="left">MacA family efflux pump subunit</td>
<td valign="top" align="center">-2.5575</td>
<td valign="top" align="center">0.0000</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S3.SS6">
<title>3.6 Verification of differential expression gene by quantitative real-time PCR</title>
<p>To confirm findings of gene expression obtained from transcriptome data, 6 DEGs concerned with antibiotic resistance were chosen for qRT-PCR. These DEGs are mainly involved in biofilm formation, efflux pump, peptidoglycan biosynthesis, and chaperonin synthesis. As shown in, the 6 DEGs had a very similar expression pattern based on the transcriptome data and qRT-PCR, which indicates the trustworthiness of the transcriptomic analysis (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Relative expression levels of 6 DEGs in 77 and 98. <italic>MltG</italic>, endolytic transglycosylase MltG; <italic>dnaK</italic>, molecular chaperone DnaK; <italic>GroL</italic>, chaperonin GroEL; <italic>GroES</italic>, co-chaperone GroES; <italic>FQU82_RS13360</italic>, ABC transporter substrate-binding protein; <italic>ace I</italic>, chlorhexidine efflux PACE transporter AceI.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1394775-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>4 Discussion</title>
<p><italic>A. baumannii</italic> is mainly related to nosocomial infections globally and is an oxybiotic Gram-negative pathogen that results in infections of the skin, urinary tract, bloodstream, and other soft tissues (<xref ref-type="bibr" rid="B29">Lee et al., 2017</xref>). In recent years, <italic>A. baumannii</italic> have become a significant cause of critical healthcare-associated diseases and infections (<xref ref-type="bibr" rid="B32">Lima et al., 2019</xref>). Among these &#x03B2;-lactam antibiotics, the carbapenems are considered the most effective class with the most extensive spectrum of antimicrobial activity (<xref ref-type="bibr" rid="B43">O&#x2019;Donnell et al., 2021</xref>). Hence, carbapenem antibiotics are also often used in the treatment of <italic>A. baumannii</italic> infection (<xref ref-type="bibr" rid="B41">Nguyen and Joshi, 2021</xref>). However, with the use of carbapenem antibiotics, some carbapenem-resistant bacteria, including <italic>A. baumannii</italic>, <italic>Pseudomonas aeruginosa</italic>, and <italic>Stenotrophomonas maltophilia</italic> were appeared (<xref ref-type="bibr" rid="B42">Nordmann and Poirel, 2019</xref>). It is reported that <italic>A. baumannii</italic> infections occur in critically ill patients in the ICU setting and account for up to 20% of infections in ICUs worldwide (<xref ref-type="bibr" rid="B29">Lee et al., 2017</xref>). To better understand the carbapenem resistance <italic>A. baumannii</italic> to be able to develop a good treatment plan. In this study, 199 CRAB strains were used as materials to study their typing. Among the 199 CRAB strains, two strains were used to explore the mechanism of antibiotic resistance.</p>
<p>According to the MLST analysis of the 199 CRAB strains, it was found that the ST136 and ST208 were the most STs of CRAB, which have strong resistance to the four kinds of carbapenem antibiotics. As in previous studies, the ST136 and ST208 belong to CC92, which is the most widely and largest disseminated complex worldwide (<xref ref-type="bibr" rid="B4">Alcantar-Curiel et al., 2019</xref>; <xref ref-type="bibr" rid="B32">Lima et al., 2019</xref>). Additionally, ST208 has become the main sequence type of <italic>A. baumannii</italic> infection outbreak in western China (<xref ref-type="bibr" rid="B44">Qu et al., 2016</xref>; <xref ref-type="bibr" rid="B16">Gao et al., 2022</xref>). Furthermore, along with the global phenomenon, CC92 has become the dominant circulating strain in children (<xref ref-type="bibr" rid="B25">Kang et al., 2023</xref>). In addition, the present study showed that the ST195, ST191, and ST369 were divided into the same group, while the time of emergence of these two STs was different. It is worth noting that the virulence of ST369 is higher than that of ST191 (<xref ref-type="bibr" rid="B24">Jiang et al., 2021</xref>). Moreover, the resistance of ST191 to carbapenem is also very serious (<xref ref-type="table" rid="T6">Tables 6</xref>&#x2013;<xref ref-type="table" rid="T9">9</xref>). Therefore, it is extremely important to control the spread of ST136, ST191, ST208, ST195, ST369.</p>
<p>Imipenem is a carbapenem antibiotic commonly used in clinical treatment and plays an important role in preventing <italic>A. baumannii</italic> infection (<xref ref-type="bibr" rid="B26">Khaled et al., 2021</xref>). A large number of studies have shown that <italic>A. baumannii</italic> ST136 is highly resistant to imipenem (<xref ref-type="bibr" rid="B13">Firoozeh et al., 2023</xref>; <xref ref-type="bibr" rid="B58">You et al., 2023</xref>). In the present study, ST136 also showed strong resistance to imipenem, while ST208 showed weak resistance to imipenem (<xref ref-type="table" rid="T9">Table 9</xref>). This phenomenon may be caused by differences in gene expression at different STs. Transcriptome results showed that these two STs <italic>A. baumannii</italic> were significantly differentially expressed in biofilm formation, efflux pump, peptidoglycan biosynthesis, and chaperone biosynthesis. These results suggest that the resistance ability of ST136 to imipenem is caused by the differential gene expression of these pathways.</p>
<p>As we all know, bacterial resistance to antibiotics involves many factors, such as the formation of biofilm, which can increase antibiotic resistance thousands of times (<xref ref-type="bibr" rid="B20">Guo et al., 2022</xref>). Additionally, the efflux pump, the chaperonins, and peptidoglycan biosynthesis also play important roles in antibiotic resistance (<xref ref-type="bibr" rid="B19">Grishin et al., 2020</xref>; <xref ref-type="bibr" rid="B52">Stevens et al., 2020</xref>; <xref ref-type="bibr" rid="B6">Barnabas et al., 2022</xref>). During the biofilm formation, the pilus assembly protein plays an important role in the formation of fimbriae (<xref ref-type="bibr" rid="B49">Sanchez et al., 2017</xref>; <xref ref-type="bibr" rid="B51">Shanmugasundarasamy et al., 2022</xref>). In this study, the pilus assembly protein was up-regulated in the antibiotic resistance strains (<xref ref-type="table" rid="T6">Table 6</xref>). In addition, the <italic>ureD</italic> (<xref ref-type="bibr" rid="B37">Maisuria et al., 2015</xref>), <italic>ptsP</italic> (<xref ref-type="bibr" rid="B2">Abisado et al., 2021</xref>), and <italic>purF</italic> (<xref ref-type="bibr" rid="B30">Li et al., 2021</xref>) also contribute to biofilm formation, which may play an important in the process of antibiotic resistance. In the meanwhile, a <italic>ureD</italic>, and <italic>ptsP</italic> were also up-regulated in this study (<xref ref-type="table" rid="T10">Table 10</xref>). These results suggest that biofilm formation plays an important role in carbapenem antibiotic resistance.</p>
<p>To date, different categories of efflux pumps have been identified in <italic>A. baumannii</italic>, including RND-family (resistance-nodulation-division), MFS (major facilitator superfamily), MATE (multidrug and toxic compound extrusion), SMR (small multi antibiotic resistance), PACE family and ABC (ATP-binding cassette) superfamilies are the main components of the efflux pump (<xref ref-type="bibr" rid="B7">Blair et al., 2014</xref>; <xref ref-type="bibr" rid="B31">Li et al., 2015</xref>; <xref ref-type="bibr" rid="B22">Hassan et al., 2018</xref>). These efflux pumps play a key role in antibiotic resistance (<xref ref-type="bibr" rid="B48">Roy et al., 2022</xref>). In this study, the MFS transporter, and PACE efflux transporter were up-regulated (<xref ref-type="table" rid="T10">Table 10</xref>), which may improve the ability of carbapenem antibiotic resistance. Most importantly, LysR, a transcriptional regulator, also indirectly regulates the efflux pump (<xref ref-type="bibr" rid="B14">Fu et al., 2020</xref>; <xref ref-type="bibr" rid="B36">Lu et al., 2021</xref>), which is also significantly up-regulated in this study.</p>
<p>Besides, the peptidoglycan also contributes to antibiotic resistance (<xref ref-type="bibr" rid="B27">Kvesi&#x0107; et al., 2022</xref>). It is reported that the deposition of <italic>Pseudomonas aeruginosa</italic> with the interference of peptidoglycan circulation in the lungs of mice was significantly reduced, and the mortality caused by systemic infection was significantly reduced (<xref ref-type="bibr" rid="B54">Torrens et al., 2019</xref>). Moreover, the peptidoglycan synthesis related gene <italic>dacC</italic> was more frequently found in populations with lower relative fitness across the measured growth parameters (<xref ref-type="bibr" rid="B5">Barbosa et al., 2017</xref>). In the meanwhile, the <italic>dacC</italic> in the antibiotic resistance strain was upregulated (<xref ref-type="table" rid="T10">Table 10</xref>), indicating that <italic>dacC</italic> may also be involved in antibiotic resistance.</p>
<p>As in previous studies, chaperone proteins also play an important role in antibiotic resistance (<xref ref-type="bibr" rid="B8">Chiang et al., 2022</xref>). For instance, in <italic>Escherichia coli</italic>, the Chaperonin <italic>GroEL/GroES</italic> over-expression can promote aminoglycoside resistance and reduce drug susceptibilities (<xref ref-type="bibr" rid="B18">Goltermann et al., 2015</xref>). Moreover, the <italic>GroEL</italic> can increase the antibiotic resistance of <italic>Klebsiella pneumoniae</italic> by promoting the refolding of misfolded proteins (<xref ref-type="bibr" rid="B57">Ye et al., 2021</xref>). It is worth mentioning that the chaperone GroEL/GroES of <italic>A. baumannii</italic> has also been reported to play an important role in antimicrobial resistance (<xref ref-type="bibr" rid="B1">Abirami et al., 2023</xref>). In addition, the DnaK system supports rifampicin resistance (<xref ref-type="bibr" rid="B12">Fay et al., 2021</xref>). In this study, the chaperone proteins <italic>GroEL</italic>, <italic>GroES</italic> and <italic>DnaK</italic> are up-regulated in the antibiotic-resistance strain. These results suggest that chaperones may also play a crucial role in the process of carbapenem antibiotic resistance (<xref ref-type="fig" rid="F8">Figure 8</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption><p>Carbapenem-resistant <italic>A. baumannii</italic> antibiotic resistance regulation model. The red arrow indicates that the expression level was up-regulated.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-15-1394775-g008.tif"/>
</fig>
<p>In summary, these results showed that the main STs of CRAB were ST136, ST191, ST208, ST195, ST369, and it was mainly distributed in ICU. The analysis of the antibiotic resistance mechanism suggested that the antibiotic resistance mechanism of <italic>A. baumannii</italic> was mainly due to the expression of biofilm formation and efflux pump-related genes. In addition, to peptidoglycan biosynthesis, chaperonin synthesis also plays an important role. This study provides a theoretical basis for better control of CRAB.</p>
</sec>
<sec id="S5" sec-type="conclusion">
<title>5 Conclusion</title>
<p>In this study, there were 9 ST sequence types were detected, and the CC208 was the main clonal complex in this hospital and showed high carbapenems resistance; as well as the <italic>bla</italic><sub><italic>OXA</italic>&#x2013;23</sub> gene was the main carbapenems resistance genotypes; the results of transcriptome data showed that the mechanism of enhanced carbapenems resistance of <italic>A. baumannii</italic> may be due to the enhanced biofilm-forming ability, efflux pump expression, peptidoglycan biosynthesis, and molecular chaperone protein expression. Therefore, we need to strengthen the research and development of new antibiotics to provide an effective way to control carbapenem-resistant <italic>A. baumannii</italic>. This study lays the foundation for the detection and control of carbapenem <italic>A. baumannii</italic>. In summary, the epidemic trend of clinical <italic>A. baumannii</italic> in Guiyang, China was analyzed from the molecular level, and the antibiotic resistance mechanism of <italic>A. baumannii</italic> to carbapenem antibiotics was analyzed with transcriptome, which provided a theoretical basis for better control of <italic>A. baumannii</italic>.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in this study are included in this article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="S7" sec-type="author-contributions">
<title>Author contributions</title>
<p>ZQ: Funding acquisition, Methodology, Resources, Writing &#x2013; original draft. KY: Methodology, Software, Writing &#x2013; original draft. HC: Methodology, Software, Writing &#x2013; original draft. SC: Methodology, Software, Writing &#x2013; review &#x0026; editing. FC: Writing &#x2013; review &#x0026; editing. FM: Funding acquisition, Writing &#x2013; review &#x0026; editing: GG: Funding acquisition, Writing &#x2013; review &#x0026; editing. JP: Funding acquisition, Resources, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>The authors declare that financial support was received for the research, authorship, and/or publication of this article. This research was funded by the National Natural Science Foundation of China (82002180, 81660347), Characteristic Key Laboratory of Guizhou Province [2021] 313, Guizhou Provincial Natural Science Foundation (ZK [2022] Key Program 039), the Science and Technology Fund Project of Guizhou Provincial Health Commission (gzwkj2023-567), and the High-Level Talent Initiation Project of Guizhou Medical University (J[2022]023).</p>
</sec>
<sec id="S9" 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="S10" 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="S11" 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/fmicb.2024.1394775/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2024.1394775/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.ZIP" id="TS1" mimetype="application/zip" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Data_Sheet_2.ZIP" id="SM1" mimetype="application/zip" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<fn id="footnote1">
<label>1</label>
<p><ext-link ext-link-type="uri" xlink:href="https://pubmlst.org/abaumannii/">https://pubmlst.org/abaumannii/</ext-link></p></fn>
</fn-group>
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