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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.2022.868991</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>Heteroresistance Is Associated With <italic>in vitro</italic> Regrowth During Colistin Treatment in Carbapenem-Resistant <italic>Klebsiella pneumoniae</italic></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Yifan</given-names></name>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1692961/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Ma</surname> <given-names>Xinqian</given-names></name>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1734155/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhao</surname> <given-names>Lili</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1551634/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>He</surname> <given-names>Yukun</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1734132/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Yu</surname> <given-names>Wenyi</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1734127/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Fu</surname> <given-names>Shining</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1735286/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Ni</surname> <given-names>Wentao</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/368776/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Gao</surname> <given-names>Zhancheng</given-names></name>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/709694/overview"/>
</contrib>
</contrib-group>
<aff><institution>Department of Pulmonary and Critical Care Medicine, Peking University People&#x2019;s Hospital</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Remy A. Bonnin, Universit&#x00E9; Paris-Saclay, France</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Xiaojiong Jia, Harvard Medical School, United States; Hua Zhou, Zhejiang University, China</p></fn>
<corresp id="c001">&#x002A;Correspondence: Wentao Ni, <email>wentao.qingdao@163.com</email></corresp>
<corresp id="c002">Zhancheng Gao, <email>zcgao@bjmu.edu.cn</email></corresp>
<fn fn-type="equal" id="fn002"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
<fn fn-type="other" id="fn004"><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>07</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>868991</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Wang, Ma, Zhao, He, Yu, Fu, Ni and Gao.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Wang, Ma, Zhao, He, Yu, Fu, Ni and Gao</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>Polymyxins including polymyxin B and colistin (polymyxin E) are considered the last resort for treating infections caused by carbapenem-resistant gram-negative bacteria. However, <italic>in vitro</italic> regrowth with the emergence of resistance during treatment is common. Polymyxin heteroresistance, particularly in <italic>Acinetobacter baumannii</italic> and <italic>Klebsiella pneumoniae</italic>, has been widely reported. This study was primarily performed to evaluate the prevalence of colistin heteroresistance in carbapenem-resistant <italic>K. pneumoniae</italic> (CR-KP) and the association between <italic>in vitro</italic> regrowth and heteroresistance. The mechanisms of colistin resistance and the ability of combination therapies to suppress resistance selection were further investigated. A population analysis profile (PAP) analysis showed that 69 (71.9%) of 96 CR-KP strains had colistin heteroresistance. Time-kill assays revealed that the colistin monotherapy could quickly eliminate the bacterial cells in strains without heteroresistance within the first 6 h. Conversely, it could initially reduce the number of cells in heteroresistant strains, but then regrowth occurred rapidly. Resistance screening at 12 and 24 h in the time-kill assays indicated that susceptible populations were killed, and regrowth was the exact result of the continued growth of resistant subpopulations. Colistin resistance in the regrowth subpopulations was mainly due to the overexpression of <italic>phoPQ</italic> and <italic>pmrD</italic>. Colistin combined with tetracyclines (tigecycline or minocycline) or aminoglycosides (amikacin or gentamicin) could effectively suppress the resistance selection and significantly elicit <italic>in vitro</italic> synergistic effects. These findings suggested that the combination therapy can be used to treat infections caused by CR-KP with colistin heteroresistance. Nevertheless, further <italic>in vivo</italic> studies considering drugs pharmacokinetics/pharmacodynamics are needed to confirm these findings.</p>
</abstract>
<kwd-group>
<kwd><italic>in vitro</italic> regrowth</kwd>
<kwd>colistin</kwd>
<kwd>heteroresistance</kwd>
<kwd><italic>Klebsiella pneumoniae</italic></kwd>
<kwd>combination therapy</kwd>
</kwd-group>
<contract-num rid="cn001">81903672</contract-num>
<contract-num rid="cn002">Z-2018-35-2003</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China <named-content content-type="fundref-id">10.13039/501100001809</named-content></contract-sponsor>
<contract-sponsor id="cn002">China International Medical Foundation <named-content content-type="fundref-id">10.13039/501100014764</named-content></contract-sponsor>
<counts>
<fig-count count="5"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="30"/>
<page-count count="9"/>
<word-count count="5191"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Polymyxins are now considered the last resort for the treatment of carbapenem-resistant gram-negative bacteria infections. Polymyxins, such as polymyxin B and colistin (polymyxin E), are cyclic cationic lipopeptides. They can bind to the lipopolysaccharides (LPS) of gram-negative bacteria and disrupt bacterial membranes, thereby exerting rapid bactericidal effects (<xref ref-type="bibr" rid="B29">Zhang et al., 2019</xref>). However, even with exposure to high bactericidal concentrations, regrowth with resistance development, and consequent treatment failure is quite common <italic>in vitro</italic> (<xref ref-type="bibr" rid="B22">Owen et al., 2007</xref>; <xref ref-type="bibr" rid="B24">Poudyal et al., 2008</xref>; <xref ref-type="bibr" rid="B9">Cr&#x00E9;mieux et al., 2019</xref>; <xref ref-type="bibr" rid="B4">Bian et al., 2021</xref>; <xref ref-type="bibr" rid="B20">Maynard et al., 2021</xref>). To investigate this phenomenon, a recent study used the hollow-fiber infection models and found that the total and bioactive polymyxin B concentrations in the culture media quickly declined within hours of treatment initiation and prior to bacterial regrowth (<xref ref-type="bibr" rid="B20">Maynard et al., 2021</xref>). They further observed that the regrowth in low-dose regimens was due to the amplification of strains that expressed low-level adaptive resistance. In contrast, regrowth at high dosages was due to the amplification of strains that expressed highly stable resistance.</p>
<p>The rapid decrease in drug concentrations below the target in culture broth may explain the occurrence of subsequent regrowth, but this phenomenon cannot fully explain the emergence of high resistance in the regrowth phase. Usually, the emergence of highly stable resistance is mainly associated with the pre-existent resistant subpopulations being picked under antibiotic treatment, and the evolution of resistance during treatment in some instances (<xref ref-type="bibr" rid="B10">Drlica and Zhao, 2007</xref>). The phenomenon of a larger antibiotic-susceptible bacterial population with small less-susceptible bacterial subpopulations is called heteroresistance (<xref ref-type="bibr" rid="B12">El-Halfawy and Valvano, 2015</xref>). Unlike stable genetic resistance, the clinical impact of heteroresistance is often underestimated or ignored because it cannot be detected by conventional antimicrobial susceptibility testing methods, such as minimum inhibitory concentration (MIC) determination (<xref ref-type="bibr" rid="B12">El-Halfawy and Valvano, 2015</xref>). For example, colistin heteroresistance has been widely reported in gram-negative bacteria, especially <italic>Acinetobacter baumannii</italic> and <italic>Klebsiella pneumoniae</italic> (<xref ref-type="bibr" rid="B6">Chen et al., 2020</xref>; <xref ref-type="bibr" rid="B17">Karakonstantis and Saridakis, 2020</xref>; <xref ref-type="bibr" rid="B3">Band et al., 2021</xref>; <xref ref-type="bibr" rid="B25">Seo et al., 2021</xref>; <xref ref-type="bibr" rid="B26">Tian et al., 2021</xref>). Two studies on <italic>K. pneumoniae</italic> strains with colistin heteroresistance have demonstrated the regrowth in all strains after several hours of exposure to colistin (<xref ref-type="bibr" rid="B25">Seo et al., 2021</xref>; <xref ref-type="bibr" rid="B26">Tian et al., 2021</xref>). However, further studies should investigate whether heteroresistance can fully explain the <italic>in vitro</italic> regrowth for polymyxins, and whether regrowth can also occur in purely susceptible strains without heteroresistance as an indication of the adaptive evolution of resistance.</p>
<p>Therefore, in this study, we compared the regrowth pattern between colistin-susceptible and heteroresistant carbapenem-resistant <italic>K. pneumoniae</italic> (CR-KP) to elucidate the role of heteroresistance in <italic>in vitro</italic> regrowth. Considering that two drugs with different resistance mechanisms may theoretically produce synergistic effects on bacterial killing and inhibition of resistance, we further evaluated the ability of colistin with tetracyclines or aminoglycosides to suppress <italic>in vitro</italic> regrowth.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Bacterial Strains and Minimum Inhibitory Concentration Determination</title>
<p>In our previous study, we tested the susceptibility of 168 non-duplicate CR-KP clinical strains collected from different patients during June 2014&#x2013;December 2018 in four tertiary hospitals in Beijing, China (<xref ref-type="bibr" rid="B21">Ni et al., 2021</xref>). Among them, 98 CR-KP strains from three tertiary hospitals were used in this study. Most strains (53/98, 54.1%) were collected from the lower respiratory tract specimens, followed by the blood samples (31/98, 31.6%). If multiple strains were isolated from the same patient, only the first strain was chosen. Of the 98 strains, 88 (89.8%) produced the KPC-2 type carbapenemase, and 10 produced the NDM-1 type carbapenemase. A total of eight <italic>K. pneumoniae</italic> ST types were classified. ST11 was the most prevalent ST (69/98, 70.4%), followed by ST37 (13/98, 12.3%), ST395 (8/98, 8.2%), ST15 (3/98, 3.1%), ST48 (2/98, 2.0%), ST17 (1/98, 1.0%), ST23 (1/98, 1.0%), and ST290 (1/98, 1.0%). All strains were identified by the VITEK 2 Compact System (bioM&#x00E9;rieux, Marcy-l&#x2019;&#x00C9;toile, France). <italic>Escherichia coli</italic> ATCC 25922 was used as a quality control strain in the MIC determination. The MICs for colistin and other antibiotics were determined by standard broth microdilution methods according to the recommendations of <xref ref-type="bibr" rid="B8">Clinical and Laboratory Standards Institute [CLSI], 2020</xref>. The breakpoint for colistin was based on the criteria established by the CLSI: The MIC &#x2264; 2 mg/L is judged as susceptible, and &#x003E;2 mg/L as resistant.</p>
</sec>
<sec id="S2.SS2">
<title>Population Analysis Profiling Assay</title>
<p>For screening the heteroresistance in CR-KP, population analysis profiling (PAP) assays were performed as previously described (<xref ref-type="bibr" rid="B1">Band et al., 2019</xref>). Strains were tested in three times to ensure the accuracy of the entire experiment. In brief, 0.5 McFarland overnight culture bacterial suspensions were serially diluted to bacterial suspensions from 10<sup>8</sup> to 10<sup>6</sup> CFU/ml, and 100 &#x03BC;l aliquots with different cell densities were plated onto Mueller&#x2013;Hinton agar (MHA) plates with increasing concentrations of colistin (from the MIC to 128 mg/L). After incubation at 37&#x00B0;C for 48 h, strains were classified as heteroresistant if the number of colonies growing at 2.0- or 4.0-fold that of the breakpoint concentration was at least 0.0001% (1/10<sup>6</sup>) of those growing on antibiotic-free plates.</p>
<p>In addition, a modified PAP assay was used for examining the efficacy of colistin combined with tetracyclines (tigecycline or minocycline) or aminoglycosides (amikacin or gentamicin) on the suppression of heteroresistance. Bacterial suspensions (100 &#x03BC;l aliquots with cell densities of 10<sup>8</sup> CFU/ml) were plated onto MHA plates with increasing concentrations of colistin (from the 1 &#x00D7; MIC to 128 mg/L) and a fixed concentration (1 &#x00D7; MIC) of the other drug. Following 48 h incubation at 37&#x00B0;C, the number of colonies was counted.</p>
</sec>
<sec id="S2.SS3">
<title>Time-Kill Assay</title>
<p>The time-kill assays for colistin monotherapy and combination therapy were performed as previously described (<xref ref-type="bibr" rid="B21">Ni et al., 2021</xref>). The concentration of colistin and other antibiotics used in time-kill assays was 1 &#x00D7; MIC of each tested strain that was obtained from the susceptibility testing. Tubes containing 10 ml of freshly prepared cation-adjusted Mueller&#x2013;Hinton broth (CAMHB) (Difco, Detroit, MI, United States) supplemented colistin alone or combined with other antibiotics were inoculated with Strains to a final density of approximately 5 &#x00D7; 10<sup>6</sup> CFU/ml, and incubated with shaking at 37&#x00B0;C. Then, 100 &#x03BC;l aliquots of the culture sample were removed at 0, 3, 6, 9, 12, and 24 h, serially diluted and plated on antibiotic-free MHA plates for determining the total number of cells, or plated on agar plates containing different concentrations of colistin for determining the number of resistant subpopulations.</p>
</sec>
<sec id="S2.SS4">
<title>Growth Curves</title>
<p>We selected one clinical strain K65 and its four resistant clones (named C1&#x2013;C4) obtained from the PAP. After overnight culture, a 1:100 dilution of saturated culture was mixed into fresh Mueller&#x2013;Hinton broth and shaken at 37&#x00B0;C for 3 h. After that, cultures were diluted in CAMHB to reach turbidity equal to 0.5 McFarland. Next, a 1:100 dilution of each 0.5 McFarland culture was mixed into CAMHB and shaken at 37&#x00B0;C continuously. The absorbance of the bacterial medium at 600 nm was measured every hour. Each strain was cultured in triplicate and the means absorbance was calculated.</p>
</sec>
<sec id="S2.SS5">
<title>Quantitative Reverse Transcription PCR Analysis</title>
<p>Total bacterial RNA was extracted using the RNAprep pure cell/bacteria kit (Tiangen, Beijing, China) according to manufacturer instructions. cDNA was synthesized using the TIANScript cDNA kit (Tiangen, Beijing, China), and the expression of <italic>phoP</italic> and <italic>pmrD</italic> was quantified using a 7500 real-time PCR system (Applied Biosystems, Foster City, CA, United States). Housekeeping gene <italic>rrsE</italic> was used as an internal reference. Relative quantification of target genes (<italic>phoP</italic> and <italic>pmrD</italic>) was performed with the 2<sup>&#x2013;&#x0394;&#x0394;Ct</sup> method, normalized to <italic>rrsE</italic> and expressed as a relative fold change to <italic>rrsE</italic> expression.</p>
</sec>
<sec id="S2.SS6">
<title>Whole Genome Sequencing and Transcriptome Analyses</title>
<p>We performed the WGS and transcriptome analyses for the parent strain K65 and its four heteroresistant clones mentioned above. For next-generation sequencing, the sequencing library was constructed by adding index codes to attribute sequences for each sample, with an average insert size of 474 bp. Paired-end reads of 150 bp were generated using the Illumina HiSeq platform at Shanghai Majorbio Bio-Pharm Technology Co., Ltd. Raw reads were filtered to remove low-quality reads (&#x003C;Q20). Clean data then were assembled <italic>de novo</italic> using SOAPdenovo2 (<xref ref-type="bibr" rid="B18">Luo et al., 2012</xref>)<sup><xref ref-type="fn" rid="footnote1">1</xref></sup>. Coding sequences of the genome were predicted using GeneMarkS, Glimmer<sup><xref ref-type="fn" rid="footnote2">2</xref></sup>, and Prodigal software. The phylogenetic tree of K65 and four heteroresistant clones was constructed by comparsion with 31 house-keeping genes (<italic>dnaG, frr, infC, nusA, pgk, pyrG, rplA, rplB, rplC, rplD, rplE, rplF, rplK, rplL, rplM, rplN, rplP, rplS, rplT, rpmA, rpoB, rpsB, rpsC, rpsE, rpsI, rpsJ, rpsK, rpsM, rpsS, smpB, and tsf</italic>). Multilocus Sequencing Typing (MLST) analysis with the 7 housekeeping genes <italic>gapA, infB, mdh, pgi, phoE, rpoB</italic>, and <italic>tonB</italic> was performed to determine sequence types (STs) using the PubMLST database. The total RNA of each sample was extracted using the RNAprep Pure Bacteria Kit (Tiangen, China) following the manufacturer&#x2019;s protocol. Ribosomal RNA (rRNA) was removed using the Ribo-Zero kit (Epicentre). RNA-Seq was undertaken using the Illumina HiSeq platform mentioned above. Several databases were used to predict gene functions, such as NR, Swiss-Prot, Pfam, EggNOG, Gene Ontology, and Kyoto Encyclopedia of Genes and Genomes. The RSEM software<sup><xref ref-type="fn" rid="footnote3">3</xref></sup> was used for the quantitative analysis of gene expression levels. DEGseq software was used to analyze the differentially expressed genes between groups by screening the threshold value of | log2FC| &#x2265; 1 and <italic>p</italic>-adjust &#x003C; 0.05.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Prevalence of Colistin Heteroresistance in Carbapenem-Resistant <italic>K. pneumoniae</italic></title>
<p>Among the 98 CR-KP strains, 2 (2/98, 2.0%) and 69 (69/96, 71.9%) showed colistin resistance (MIC &#x003E; 2 mg/L) and colistin heteroresistance, respectively. The PAP results for five representative strains are shown in <xref ref-type="fig" rid="F1">Figure 1A</xref>. For testing the stability of highest degrees of resistance in heteroresistant subpopulations, two heteroresistant colonies of each strain growing on MHA plates containing the highest drug concentrations were randomly selected from the consecutive five-generation cultures on antibiotic-free plates. These heteroresistant subpopulations showed stable high-MIC resistance to colistin. Their MICs were at least 8-fold higher than those of the parent strains, with MIC<sub>50</sub> and MIC<sub>90</sub> both of &#x2265;16 mg/L (<xref ref-type="fig" rid="F1">Figure 1B</xref>). The distribution of colistin heteroresistance at different MIC values of colistin and nine other antimicrobial agents is shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. The proportion of heteroresistant strains is uniformly distributed, suggesting no distinct associations between colistin heteroresistance and antibiotic resistance.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Population analysis profiling (PAP) for the identification of colistin heteroresistance and minimum inhibitory concentration (MIC) distribution of resistant subpopulations. <bold>(A)</bold> PAP of five representative strains with (K39, K65, and K95) or without (K28 and K46) colistin heteroresistance. <bold>(B)</bold> MIC distribution of clinical strains and resistant subpopulations selected in the PAP assays.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-868991-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Distribution of colistin heteroresistance at different MICs of colistin, tigecycline, minocycline, amikacin, gentamicin, moxifloxacin, fosfomycin, imipenem, meropenem, and ceftazidime.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-868991-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS2">
<title>Relationship Between Heteroresistance and <italic>in vitro</italic> Regrowth</title>
<p>We then examined the time-kill kinetics of colistin at 1 &#x00D7; MIC against all the strains. For heteroresistant strains, the number of cells decreased initially, but regrowth occurred quickly; for non-heteroresistant strains, the number of cells quickly decreased in the first 6 h without regrowth. The time-kill curves of the four representative strains are shown in <xref ref-type="fig" rid="F3">Figure 3A</xref>. We further monitored resistance in the regrowth population. Four strains (two with colistin heteroresistance and two without heteroresistance) were randomly selected. Then, 100 &#x03BC;l aliquots of the culture sample were extracted at 12 and 24 h in the time-kill assays, serially diluted, and plated on MHA plates containing 2 or 4 mg/L colistin to determine the proportion of resistant subpopulations. As shown in <xref ref-type="fig" rid="F3">Figure 3B</xref>, compared with the heteroresistant strains (K39 and K65), no resistant subpopulations of K28 and K46 recovered at 12 and 24 h (cell density 10<sup>9</sup>&#x2013;10<sup>10</sup> CFU/ml) in the control group (without colistin exposure). This result further confirmed that these strains were &#x201C;purely susceptible&#x201D; without heteroresistance. In the heteroresistant strains (K39 and K65), exposure to colistin significantly increased the frequency of resistance at 12 and 24 h.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Time-kill curves of colistin monotherapy with 1 &#x00D7; MIC against carbapenem-resistant <italic>Klebsiella pneumoniae</italic> (CR-KP) strains and proportion of resistant subpopulations during the time-kill assays. (<bold>A</bold>,i) Time-kill curves of colistin monotherapy against two representative strains with colistin heteroresistance (K39 and K65). (<bold>A</bold>,ii) Time-kill curves of colistin monotherapy against two representative strains without colistin heteroresistance (K28 and K46). <bold>(B)</bold> Number of resistant subpopulations at 12 and 24 h in the control group and colistin monotherapy groups during time-killing assays. Bacteria were plated on the agar plates containing 2 and 4 mg/L colistin, and the resistant subpopulation of CFUs was counted.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-868991-g003.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>Homology Analysis and Growth Curves of Resistant Subpopulations</title>
<p>The whole genetic profile of four randomly selected resistant clones for K65 (C1&#x2013;C4) were screened and compared with the parent strain. The parent strain and clones belonged to ST395, and the phylogenetic tree of 31 house-keeping genes showed high homology levels (<xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1A</xref>). To determine the difference in fitness costs between the susceptible strains and resistant subpopulations, we determined the growth curves of the parent strain (K65) and its four resistant clones (C1&#x2013;C4). As shown in <xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1B</xref>, the growth rate had no significant differences between the resistant clones and parent strain, indicating that the resistant phenotype did not affect bacterial fitness.</p>
</sec>
<sec id="S3.SS4">
<title>Mechanisms of Resistance in Colistin-Resistant Subpopulations</title>
<p>Some specific genes were found in the resistant clones but not in K65. Further analysis showed these clones shared several specific genes involved in gene transfer and recombination: <italic>traV</italic> encoding lipoprotein in the type IV conjugative transfer system, <italic>rdgC</italic> encoding recombination-associated protein RdgC, <italic>insB</italic> encoding IS1 family transposase and <italic>umuC</italic> encoding Y-family DNA polymerase (<xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>). The two-component regulatory system <italic>crrAB</italic> was not identified, and no mutations in <italic>phoP</italic>, <italic>phoQ</italic>, <italic>pmrB</italic>, <italic>pmrD</italic>, <italic>pmrA</italic>, and <italic>mgrB</italic> were identified in the resistant clones.</p>
<p>We then compared the transcriptomic profiles of K65 and four resistant clones (C1&#x2013;C4). <xref ref-type="fig" rid="F4">Figure 4A</xref> showed the upregulated and downregulated genes in the resistant clones; <xref ref-type="fig" rid="F4">Figure 4B</xref> showed the number of differentially expressed genes in the resistant clones. GO analysis revealed that the differentially expressed genes were mainly involved in biological processes, such as LPS biosynthesis and metabolism (<xref ref-type="fig" rid="F4">Figure 4C</xref>). Further analysis revealed that resistant clones shared a similar pattern characterized by increased <italic>phoPQ</italic> and <italic>pmrD</italic> expressions levels relative to the parent strain (<xref ref-type="fig" rid="F4">Figure 4D</xref>). The qRT-PCR of more strains and their resistant clones (<italic>n</italic> = 20) verified the findings (<xref ref-type="fig" rid="F4">Figure 4E</xref>). <xref ref-type="fig" rid="F4">Figure 4F</xref> shows the model of resistance mechanisms in the colistin-resistant subpopulations.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Comparative transcriptomic analysis between K65 (P) and four resistant clones (C1&#x2013;C4). <bold>(A)</bold> Volcano plot showing upregulated (designated red square) and downregulated (designated green square) genes of the resistant clones. <bold>(B)</bold> Venn diagram of the differentially expressed genes obtained from the four resistant clones. <bold>(C)</bold> Gene Ontology (GO) enrichment analysis of differentially expressed genes. <bold>(D)</bold> Heat map clustering of differential expression of key genes associated with colistin resistance. <bold>(E)</bold> Relative expression of <italic>phoP</italic> and <italic>pmrD</italic> in colistin-resistant subpopulations. <bold>(F)</bold> Model of colistin resistance mechanisms.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-868991-g004.tif"/>
</fig>
</sec>
<sec id="S3.SS5">
<title>Colistin Combination Therapy Effectively Suppressed <italic>in vitro</italic> Regrowth</title>
<p>We further examined the efficacy of colistin combined with tetracyclines (tigecycline or minocycline) or aminoglycosides (amikacin or gentamicin) in suppressing heteroresistance. The modified PAP analysis showed that after another drug with 1 &#x00D7; MIC was added, no colonies recovered from agar plates containing 2 mg/L colistin in most strains (93/96). The time-kill curves verified the results of modified PAP for combination therapy. Four strains were randomly selected for the assays. As shown in <xref ref-type="fig" rid="F5">Figure 5</xref>, for the heteroresistant strains (K39 and K65), combination therapies could constantly inhibit the growth of CR-KP, and no regrowth occurred within 24 h of treatment. For the non-heteroresistant strains (K28 and K46), colistin monotherapy could completely kill all the cells within 6 h, and the addition of the other drugs did not enhance colistin activity.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Time-kill curves of different combination therapies against representative CR-KP strains with (K39 and K65) or without (K28 and K46) colistin heteroresistance. <bold>(A)</bold> Time-kill curves of colistin combined with tigecycline or minocycline against representative CR-KP strains; Col, colistin; Tig, tigecycline; Min, minocycline. <bold>(B)</bold> Time&#x2013;kill curves of colistin combined with amikacin or gentamicin against representative CR-KP strains; Amk, amikacin; Gen, gentamicin.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-868991-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p>Polymyxins are recognized as a last resort therapeutic option for CR-KP infections. One important concern for the clinical use of polymyxins is heteroresistance, a phenomenon in which one genetically homogenous bacterial strain contains subpopulations with increased antibiotic resistance levels compared with that of the main susceptible population (<xref ref-type="bibr" rid="B12">El-Halfawy and Valvano, 2015</xref>). Colistin heteroresistance has been widely reported and its prevalence varies according to isolation sources, test methods and standards, and previous colistin exposure (<xref ref-type="bibr" rid="B15">Hawley et al., 2008</xref>). In our study, the prevalence of colistin heteroresistance in 98 CR-KP strains reached 71.9%. These resistant subpopulations showed the stable resistance to colistin, with MICs usually at least eight times higher than the breakpoints (2 mg/L).</p>
<p>We found that the colistin monotherapy could successfully eliminate the whole population, showing rapid killing effects in susceptible stains without heteroresistance. However, in heteroresistant strains, colistin monotherapy could initially reduce the number of bacteria in the culture media, but regrowth quickly occurred. Meanwhile, we observed that the frequency of resistant subpopulations significantly increased at 12 and 24 h, indicating that regrowth was an exact result of the continued growth of resistant subpopulations during colistin monotherapy. Therefore, the results of PAP and time-kill assays demonstrated that the heteroresistance is associated with the <italic>in vitro</italic> regrowth during polymyxin treatment, and the high prevalence of heteroresistance in CR-KP explains why regrowth is frequently reported.</p>
<p>Using genomic and transcriptomic analysis, we further analyzed the molecular mechanisms of resistance in colistin-resistant subpopulations by comparing the parental strain and resistant subpopulations. Colistin resistance is mediated by the addition of 4-deoxyaminoarabinose and/or phosphoethanolamine to lipid A, which causes an absolute increase in the lipid A charge, thereby reducing the affinity of positively charged colistin to LPS (<xref ref-type="bibr" rid="B14">Gogry et al., 2021</xref>). This process involves multiple molecular mechanisms, such as alternation in PmrAB, PhoPQ, and CrrAB two-component regulatory systems (<xref ref-type="bibr" rid="B27">Wright et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Cheong et al., 2020</xref>; <xref ref-type="bibr" rid="B28">Yan et al., 2021</xref>), and inactivation or down-regulation of <italic>mgrB</italic> gene (<xref ref-type="bibr" rid="B5">Cannatelli et al., 2014</xref>; <xref ref-type="bibr" rid="B23">Poirel et al., 2015</xref>) and plasmid-mediated <italic>mcr</italic> (<xref ref-type="bibr" rid="B16">Hussein et al., 2021</xref>). Our study found that the significant mRNA overexpressions of <italic>phoP</italic>, <italic>phoQ</italic>, and <italic>pmrD</italic> in the resistant subpopulations were quite common, suggesting that the colistin resistance in CR-KP heteroresistant strains was mainly due to the upregulation of the PhoPQ two-component regulatory system.</p>
<p>Colistin heteroresistance can lead to the antibiotic treatment failure and cause the rapid emergence of resistance when using monotherapy against heteroresistant strains (<xref ref-type="bibr" rid="B2">Band et al., 2018</xref>). Combination therapy is a promising strategy for addressing the gap between the availability of new antibiotic drugs and the rising problem of colistin resistance. For example, colistin combined with rifampicin or tigecycline can effectively prevent the emergence of heteroresistance/resistance to colistin even at low concentrations (<xref ref-type="bibr" rid="B13">Gazel and Otkun, 2017</xref>). Polymyxin B combined with ceftazidime/avibactam can hamper the emergence of resistant subpopulations (<xref ref-type="bibr" rid="B19">Ma et al., 2019</xref>). Polymyxins combined with fosfomycin or tigecycline can overcome the heteroresistance in CR-KP (<xref ref-type="bibr" rid="B9">Cr&#x00E9;mieux et al., 2019</xref>; <xref ref-type="bibr" rid="B26">Tian et al., 2021</xref>). In our study, we evaluated the ability of colistin combined with tetracyclines or aminoglycosides to suppress the heteroresistance. In the PAP assays, with the addition of other drugs, the highest concentrations of colistin inhibiting resistant subpopulation growth could reduce to concentrations lower than the CLSI breakpoints (2 mg/L) in most heteroresistant strains. Time-kill assays further verified the findings of the PAP assays, showed that the synergistic effects of colistin combination therapies. However, for non-heteroresistant strains, the colistin combination therapy did not elicit the synergistic effects compared with monotherapy. Previous clinical studies obtained conflicting conclusions regarding colistin combination therapies, which are superior to monotherapy against the carbapenem-resistant gram-negative bacteria (<xref ref-type="bibr" rid="B30">Zusman et al., 2017</xref>; <xref ref-type="bibr" rid="B11">Durante-Mangoni et al., 2019</xref>). The different prevalence of colistin heteroresistance in these studies may affect the clinical efficacy of combination therapies. Heteroresistance screening with a rapid test before administrating colistin-based combination therapy for CR-KP infections may be needed. Generally, <italic>in vitro</italic> results suggest that colistin combination therapy may be a treatment strategy against heteroresistant CR-KP strains, but not against non-heteroresistant strains.</p>
<p>Our study has some limitations. Constant antibiotic concentrations were used in the <italic>in vitro</italic> study without considering pharmacokinetics. In addition, the <italic>in vitro</italic> study could not completely simulate <italic>in vivo</italic> environments, such as the exact ion concentrations and host immune responses. Therefore, further <italic>in vivo</italic> studies involving pharmacokinetic and pharmacodynamic investigations should be performed to optimize the dosage of colistin and combination therapies against heteroresistant CR-KP strains.</p>
</sec>
<sec id="S5" sec-type="conclusion">
<title>Conclusion</title>
<p>Our study found that the regrowth occurred in colistin-heteroresistant strains but not in susceptible strains, indicating that selection of resistant subpopulations during polymyxin monotherapy is associated with <italic>in vitro</italic> regrowth. Colistin combined with tetracyclines or aminoglycosides can effectively suppress the selection of resistant subpopulations and show significant <italic>in vitro</italic> synergistic effects. Therefore, combination therapy may be used to treat infections caused by CR-KP with colistin heteroresistance.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</ext-link>, <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA770945">PRJNA770945</ext-link> and <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</ext-link>, <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA770995">PRJNA770995</ext-link>.</p>
</sec>
<sec id="S7">
<title>Ethics Statement</title>
<p>This study was an <italic>in vitro</italic> study and does not involve humans. The written informed consent was not required for this study according to the institutional ethical, biosecurity, and investigation committees because the bacterial strains in this study were obtained from hospital clinical laboratories.</p>
</sec>
<sec id="S8">
<title>Author Contributions</title>
<p>YW, XM, and SF: data curation, formal analysis, investigation, methodology, project administration, and writing &#x2013; original draft. LZ, YH, and WY: data curation, formal analysis, and methodology. WN: funding acquisition, data curation, formal analysis, investigation, supervision, and writing &#x2013; review and editing. ZG: supervision and writing &#x2013; review and editing. All authors contributed to the article and approved the submitted version.</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="pudiscl1" 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>
</body>
<back>
<sec id="S9" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (81903672), Peking University People&#x2019;s Hospital Research and Development Funds (RS2020-04), and China International Medical Foundation (Z-2018-35-2003).</p>
</sec>
<sec id="S10" 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.2022.868991/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2022.868991/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Image_1.TIF" id="FS1" mimetype="image/tiff" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 1</label>
<caption><p>Phylogenetic tree and growth curves of K65 and four resistant clones. <bold>(A)</bold> Phylogenetic tree of K65 and four resistant clones (C1&#x2013;C4) constructed by comparsion with 31 house-keeping genes (<italic>dnaG, frr, infC, nusA, pgk, pyrG, rplA, rplB, rplC, rplD, rplE, rplF, rplK, rplL, rplM, rplN, rplP, rplS, rplT, rpmA, rpoB, rpsB, rpsC, rpsE, rpsI, rpsJ, rpsK, rpsM, rpsS, smpB</italic>, and <italic>tsf</italic>). <bold>(B)</bold> Growth curves of Kp65 and 4 resistant clones for 24 h.</p></caption>
</supplementary-material>
</sec>
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<fn-group>
<fn id="footnote1"><label>1</label><p><ext-link ext-link-type="uri" xlink:href="https://github.com/aquaskyline/SOAPdenovo2">https://github.com/aquaskyline/SOAPdenovo2</ext-link></p></fn>
<fn id="footnote2"><label>2</label><p><ext-link ext-link-type="uri" xlink:href="http://ccb.jhu.edu/software/glimmer/index.shtml">http://ccb.jhu.edu/software/glimmer/index.shtml</ext-link></p></fn>
<fn id="footnote3"><label>3</label><p><ext-link ext-link-type="uri" xlink:href="http://deweylab.github.io/RSEM/">http://deweylab.github.io/RSEM/</ext-link></p></fn>
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