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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.2023.1103297</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>Phenotypic and genetic alterations of <italic>Burkholderia pseudomallei</italic> in patients during relapse and persistent infections</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Seng</surname> <given-names>Rathanin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Phunpang</surname> <given-names>Rungnapa</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1971571/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Saiprom</surname> <given-names>Natnaree</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Dulsuk</surname> <given-names>Adul</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chewapreecha</surname> <given-names>Claire</given-names></name>
<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>
<uri xlink:href="http://loop.frontiersin.org/people/778668/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Thaipadungpanit</surname> <given-names>Janjira</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2147287/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Batty</surname> <given-names>Elizabeth M.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chantratita</surname> <given-names>Wasun</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>West</surname> <given-names>T. Eoin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2040220/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Chantratita</surname> <given-names>Narisara</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="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/33674/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Microbiology and Immunology, Faculty of Tropical Medicine, Mahidol University</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country></aff>
<aff id="aff2"><sup>2</sup><institution>Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country></aff>
<aff id="aff3"><sup>3</sup><institution>Parasites and Microbes, Wellcome Sanger Institute</institution>, <addr-line>Cambridge</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Clinical Tropical Medicine, Faculty of Tropical Medicine, Mahidol University</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country></aff>
<aff id="aff5"><sup>5</sup><institution>Nuffield Department of Medicine, Centre for Tropical Medicine and Global Health, University of Oxford</institution>, <addr-line>Oxford</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff6"><sup>6</sup><institution>Center for Medical Genomics, Faculty of Medicine Ramathibodi Hospital, Mahidol University</institution>, <addr-line>Bangkok</addr-line>, <country>Thailand</country></aff>
<aff id="aff7"><sup>7</sup><institution>Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, University of Washington</institution>, <addr-line>Seattle, WA</addr-line>, <country>United States</country></aff>
<aff id="aff8"><sup>8</sup><institution>Department of Global Health, University of Washington</institution>, <addr-line>Seattle, WA</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Daniel Yero, Autonomous University of Barcelona, Spain</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Qianfeng Xia, Hainan Medical University, China; Jo Stevens, University of Edinburgh, United Kingdom</p></fn>
<corresp id="c001">&#x002A;Correspondence: Narisara Chantratita, <email>narisara@tropmedres.ac</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Evolutionary and Genomic Microbiology, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1103297</elocation-id>
<history>
<date date-type="received">
<day>20</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Seng, Phunpang, Saiprom, Dulsuk, Chewapreecha, Thaipadungpanit, Batty, Chantratita, West and Chantratita.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Seng, Phunpang, Saiprom, Dulsuk, Chewapreecha, Thaipadungpanit, Batty, Chantratita, West and Chantratita</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>The bacterium <italic>Burkholderia pseudomallei</italic> is the causative agent of melioidosis, a severe tropical disease associated with high mortality and relapse and persistent infections. Treatment of melioidosis requires prolonged antibiotic therapy; however, little is known about relapse and persistent infections, particularly the phenotypic and genetic alterations of <italic>B. pseudomallei</italic> in patients. In this study, we performed pulsed-field gel electrophoresis (PFGE) to compare the bacterial genotype between the initial isolate and the subsequent isolate from each of 23 suspected recurrent and persistent melioidosis patients in Northeast Thailand. We used whole-genome sequencing (WGS) to investigate multilocus sequence types and genetic alterations of within-host strain pairs. We also investigated the bacterial phenotypes associated with relapse and persistent infections, including multinucleated giant cell (MNGC) formation efficiency and intracellular multiplication. We first identified 13 (1.2%) relapse, 7 (0.7%) persistent, and 3 (0.3%) reinfection patients from 1,046 survivors. Each of the 20 within-host strain pairs from patients with relapse and persistent infections shared the same genotype, suggesting that the subsequent isolates arise from the infecting isolate. Logistic regression analysis of clinical data revealed regimen and duration of oral antibiotic therapies as risk factors associated with relapse and persistent infections. WGS analysis demonstrated 17 within-host genetic alteration events in 6 of 20 paired isolates, including a relatively large deletion and 16 single-nucleotide polymorphism (stocktickerSNP) mutations distributed across 12 genes. In 1 of 20 paired isolates, we observed significantly increased cell-to-cell fusion and intracellular replication in the second isolate compared with the initial isolate from a patient with persistent infection. WGS analysis suggested that a non-synonymous mutation in the <italic>tssB-5</italic> gene, which encoded an essential component of the type VI secretion system, may be associated with the increased intracellular replication and MNGC formation efficiency of the second isolate of the patient. This information provides insights into genetic and phenotypic alterations in <italic>B. pseudomallei</italic> in human melioidosis, which may represent a bacterial strategy for persistent and relapse infections.</p>
</abstract>
<kwd-group>
<kwd><italic>B. pseudomallei</italic></kwd>
<kwd>melioidosis</kwd>
<kwd>recurrent infection</kwd>
<kwd>relapse infection</kwd>
<kwd>persistent infection</kwd>
<kwd>whole-genome sequencing</kwd>
<kwd>within-host mutation</kwd>
<kwd>within-host alterations</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="68"/>
<page-count count="15"/>
<word-count count="10712"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Melioidosis is a fatal tropical infectious disease caused by a Gram-negative bacillus <italic>Burkholderia pseudomallei</italic>, a motile saprophyte surviving in various environmental niches such as soil, water, and plant rhizosphere (<xref ref-type="bibr" rid="B53">Seng et al., 2019</xref>). Melioidosis is most prevalent in Southeast Asia and Northern Australia; yet, it is estimated that 165,000 human cases and 89,000 deaths per year occur worldwide (<xref ref-type="bibr" rid="B32">Limmathurotsakul et al., 2016</xref>). The mortality rates in Southeast Asia and Northern Australia are approximately 40% (<xref ref-type="bibr" rid="B34">Limmathurotsakul et al., 2010</xref>) and 10% (<xref ref-type="bibr" rid="B15">Currie et al., 2010</xref>), respectively. Currently, there is no vaccine for melioidosis; however, the disease can be treated with intravenous (IV) ceftazidime or meropenem, followed by oral trimethoprim/sulfamethoxazole for 3&#x2013;6 months. However, delayed treatment due to low awareness and late diagnosis can often lead to poor outcomes (<xref ref-type="bibr" rid="B25">Hinjoy et al., 2018</xref>; <xref ref-type="bibr" rid="B64">Wiersinga et al., 2018</xref>).</p>
<p>Treatment of melioidosis is difficult because <italic>B. pseudomallei</italic> possesses various virulence factors to invade host cells, providing a sheltered survival niche to protect from the circulating immune system and antibiotics, which may result in severe disease and relapse infection (<xref ref-type="bibr" rid="B20">Finlay and McFadden, 2006</xref>; <xref ref-type="bibr" rid="B31">Limmathurotsakul et al., 2006</xref>; <xref ref-type="bibr" rid="B64">Wiersinga et al., 2018</xref>; <xref ref-type="bibr" rid="B29">Lennings et al., 2019</xref>). Relapse is a subgroup of recurrent infection that is defined as when a patient had signs of infection and remained culture positive at subsequent episodes for the same <italic>B. pseudomallei</italic> clone as initial episode (<xref ref-type="bibr" rid="B9">Chaowagul et al., 1993</xref>; <xref ref-type="bibr" rid="B31">Limmathurotsakul et al., 2006</xref>; <xref ref-type="bibr" rid="B50">Sarovich et al., 2014</xref>; <xref ref-type="bibr" rid="B46">Rachlin et al., 2016</xref>; <xref ref-type="bibr" rid="B23">Halim et al., 2017</xref>; <xref ref-type="bibr" rid="B48">San Martin et al., 2018</xref>). During 1986&#x2013;1991, 15% of melioidosis cases were identified as relapses at Sunpasitthiprasong Hospital, Ubon Ratchathani, Northeast Thailand (<xref ref-type="bibr" rid="B9">Chaowagul et al., 1993</xref>). At the same hospital, when the study period was extended from 1986 to 2005, the relapse rate was reduced to 9.7% (<xref ref-type="bibr" rid="B31">Limmathurotsakul et al., 2006</xref>). However, the current situation of relapse cases in the whole of Northeast Thailand is unknown. In addition to relapse, some melioidosis patients have no evidence of clinical response to oral therapy and remained culture positive for the same <italic>B. pseudomallei</italic> clone during antibiotic treatment. Although the persistent infection was not well-characterized for melioidosis, we defined these patients as previously described in a study on tuberculosis (TB) (<xref ref-type="bibr" rid="B60">Vargas et al., 2021</xref>). Although <italic>B. pseudomallei</italic> can establish and maintain persistent infection in many organs, the number of melioidosis cases with persistent infection has not been reported previously.</p>
<p>During the period between primary and relapse episodes, <italic>B. pseudomallei</italic> may undergo dramatic genomic and transcriptomic changes to exist in hostile niche and contribute to persistent or relapse episodes (<xref ref-type="bibr" rid="B24">Hayden et al., 2012</xref>; <xref ref-type="bibr" rid="B61">Viberg et al., 2017</xref>; <xref ref-type="bibr" rid="B44">Price et al., 2018</xref>; <xref ref-type="bibr" rid="B38">Pearson et al., 2020</xref>). Reactivation of latent infection may be triggered by various stimuli including bacterial factors and host immunosuppression, leading to subsequent relapse. Thus, it is necessary to find within-host phenotypic and genetic alterations in relapse and persistent patients in order to understand the strategy for survival and pathogenesis of this bacterium. <italic>B. pseudomallei</italic> can intracellularly replicate and spread to neighboring cells <italic>via</italic> cell-to-cell fusion, resulting in the formation of multinuclear giant cells (MNGCs) that ultimately overwhelm the host cells (<xref ref-type="bibr" rid="B58">Toesca et al., 2014</xref>; <xref ref-type="bibr" rid="B29">Lennings et al., 2019</xref>). Although previous studies have focused on the within-host alterations to increase antibiotic resistance, the changes in intracellular replication and cell-to-cell fusion capabilities of <italic>B. pseudomallei</italic> are not well-investigated. Previous studies have reported the reduction of ceftazidime, doxycycline, trimethoprim/sulfamethoxazole, chloramphenicol, ofloxacin, and amoxicillin-clavulanic susceptibilities in a few relapse <italic>B. pseudomallei</italic> isolates when compared with the initial isolates (<xref ref-type="bibr" rid="B24">Hayden et al., 2012</xref>; <xref ref-type="bibr" rid="B61">Viberg et al., 2017</xref>; <xref ref-type="bibr" rid="B19">Fen et al., 2021</xref>). These studies demonstrated that the reduction of antibiotic susceptibility was associated with within-host mutations in multiple genes, such as in beta-lactamase class A (<italic>penA</italic>), BpeEF-OprC operon, and TetR family (<italic>amrR</italic>). In addition, a previous study on whole-genome-sequencing (WGS) of 69 <italic>B. pseudomallei</italic> colonies collected from specimens of seven body sites of an acute melioidosis patient identified 14 within-host mutation events (8 SNPs and 6 small indels) in several genes (<xref ref-type="bibr" rid="B33">Limmathurotsakul et al., 2014</xref>) but did not characterize the phenotypic changes of bacteria in patients.</p>
<p>Coupled with bacterial genetic alternations during relapse and persistent infections, a better understanding of risk factors for relapse and persistent infections is required to improve patient outcomes. A previous study of 89 patients in a single hospital since 2004 has identified types of antibiotics and duration of oral antimicrobial therapy as the most important determinants of relapse, followed by positive blood culture results and multifocal distribution of the disease (<xref ref-type="bibr" rid="B31">Limmathurotsakul et al., 2006</xref>). However, the risk factors associated with relapse, particularly with persistent melioidosis patients in the current situation since 2004, are not well-characterized. Due to the lack of these data, no measures have been developed to eradicate persistent infection of melioidosis.</p>
<p>To investigate the current prevalence and risk factors for relapse and persistent infections of melioidosis in the whole Northeast region of Thailand, we performed a longitudinal prospective study to isolate <italic>B. pseudomallei</italic> from 1,361 melioidosis patients in nine hospitals in this region from July 2015 to December 2018 (<xref ref-type="bibr" rid="B6">Chantratita et al., 2023</xref>). We further evaluated MNGC formation, intracellular survival, and WGS of initial and subsequent isolates from the same patients (within-host strains pairs) to analyze within-host phenotypic and genetic changes of this pathogen. The results of this study suggest the potential mechanisms by which persistent infections are maintained in human melioidosis.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="S2.SS1">
<title>Ethical approval</title>
<p>Ethical approval of this study was obtained from the Ethics Committee of the Faculty of Tropical Medicine, Mahidol University (approval number MUTM 2015-002-01, MUTM 2018-039-01, and MUTM 2021-055-01) and of 9 hospitals in Northeast Thailand, including Udon Thani Hospital (approval number 0032.102/318), Khon Kaen Hospital (approval number KE58068), Srinakarin Hospital (approval number HE581259), Nakhon Phanom Hospital (approval number IEC-NKP1-No. 15/2558), Mukdahan Hospital (approval number, MEC 010/59), Roi Et Hospital (approval number 166/2559), Surin Hospital (approval number 9/2559), Sisaket Hospital (approval number SSKH REC No. 034/2560), and Buriram Hospital (approval number BR 0032, 102.3/57).</p>
</sec>
<sec id="S2.SS2">
<title>Participants and clinical data collection</title>
<p>A prospective observational study was conducted in 9 hospitals in Northeast Thailand from July 2015 to December 2018 (<xref ref-type="bibr" rid="B6">Chantratita et al., 2023</xref>). Written consents were obtained from the 1,361 adult male and female patients (age &#x2265; 15 years) with any specimens taken from any sites positive for <italic>B. pseudomallei</italic> by bacterial culture. Melioidosis patients who were pregnant, receiving palliative care, or incarceration were not enrolled in the study. <italic>B. pseudomallei</italic> were collected on the day of enrolment (day 0), and participants were followed up on days 5, 12, and 28 and every 2 months <italic>via</italic> phone call to collect data on the use of antibiotic therapy, clinical outcomes, and the occurrence of recurrent infections. Demographics and clinical data (age, sex, current illness, symptoms, vital signs, underlying morbidity, diagnosis, laboratory results, antimicrobial therapy, and clinical outcomes) of each participant were collected from medical records and hospital microbiology databases. Clinical and follow-up data were recorded in case report forms (CRFs).</p>
<p>Acute melioidosis was defined as the recent manifestation of melioidosis symptoms with a clinical sample culture growing <italic>B. pseudomallei</italic>, without any evidence of having (i) melioidosis before enrolment and (ii) recurrent infection during follow-up (<xref ref-type="bibr" rid="B14">Currie et al., 2000</xref>). Recurrent melioidosis was defined when a patient had (i) signs of infection determined by the attending physician and (ii) remained culture positive for <italic>B. pseudomallei</italic> at subsequent episodes after completion of antibiotic therapy. A patient with recurrent infection with the same <italic>B. pseudomallei</italic> genotype that was collected at the first episode was defined as relapse, whereas a patient who had recrudescence of a different genotype was defined as reinfection or was infected with multiple strains (<xref ref-type="bibr" rid="B6">Chantratita et al., 2023</xref>). A patient with no evidence of clinical response to oral antibiotic therapy and who subsequently remained culture positive for <italic>B. pseudomallei</italic> that shared the same genotype clone as the first isolate while undergoing antibiotic therapy was defined as having a persistent infection (<xref ref-type="bibr" rid="B60">Vargas et al., 2021</xref>).</p>
</sec>
<sec id="S2.SS3">
<title>Bacterial collection and identification</title>
<p>Two <italic>B. pseudomallei</italic> isolates were longitudinally collected from any positive specimens of each melioidosis patient at two time points: on the first day of enrolment (first isolate) and on the day of the recurrent or persistent episode (second isolate). The identification of <italic>B. pseudomallei</italic> was performed in the microbiology laboratory at each hospital using culture, Gram staining, immunofluorescence assay (IFA), latex agglutination, and standard biochemical tests (<xref ref-type="bibr" rid="B18">Duval et al., 2014</xref>; <xref ref-type="bibr" rid="B17">Dulsuk et al., 2016</xref>). The bacterial identification was confirmed at the Faculty of Tropical Medicine, Mahidol University, using Matrix-Laser Absorption Ionization Mass Spectrometry (MALDI-TOF MS) as previously described (<xref ref-type="bibr" rid="B57">Suttisunhakul et al., 2017</xref>). Bacteria were sub-cultured on Ashdown agar plates, incubated at 37&#x00B0;C overnight, and stored at &#x2212;80&#x00B0;C in trypticase soy broth containing 20% glycerol.</p>
</sec>
<sec id="S2.SS4">
<title>Pulse-field gel electrophoresis (PFGE)</title>
<p>Genotypes of <italic>B. pseudomallei</italic> paired isolates collected at the first and second episodes of melioidosis were characterized by PFGE as previously described (<xref ref-type="bibr" rid="B7">Chantratita et al., 2008</xref>).</p>
</sec>
<sec id="S2.SS5">
<title>Multinucleated giant cell formation assay</title>
<p>To investigate the phenotypic changes of <italic>B. pseudomallei</italic>, we compared the ability to induce cell-to-cell fusion between the first and second isolates from each relapse or persistent patients using a modified MNGC assay (<xref ref-type="bibr" rid="B49">Sangsri et al., 2020</xref>). Briefly, A549 cells were seeded at 1.5 &#x00D7; 10<sup>4</sup> cells per well into a 96-well plate and incubated at 37&#x00B0;C in 5% CO<sub>2</sub> overnight. The cells were washed with PBS and infected with <italic>B. pseudomallei</italic> at MOI of 30:1 and incubated at 37&#x00B0;C for 2 h. The infected cells were washed with PBS and re-incubated with fresh RPMI medium (Gibco BRL, Grand Island, NY, USA) supplemented with 10% heat-inactivated fetal bovine serum (FBS) (HyClone, USA) and 250 &#x03BC;g/ml of kanamycin (Gibco BRL). At 10 h post-infection, the cells were washed and fixed with 4% paraformaldehyde for 30 min and stained with Giemsa stain (Merck KGaA, Darmstadt, Germany). The cells were then examined under a light microscope. The number of MNGC cells was analyzed using the ImageJ software version 1.52n.<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> An MNGC was defined as a cell having three or more nuclei (<xref ref-type="bibr" rid="B62">Whiteley et al., 2017</xref>). For each field, the total number of nuclei in MNGCs and the total number of MNGCs were counted. The MNGC efficiency was calculated using the formula: (number of nuclei in MNGCs/total number of nuclei) &#x00D7; 100. The MNGC size was calculated as follows: the total number of nuclei in MNGCs/total number of MNGCs. The MNGC formation assay was performed in three independent experiments, each was performed in triplicate.</p>
</sec>
<sec id="S2.SS6">
<title>Intracellular survival assay</title>
<p>An intracellular bacterial survival assay was performed to compare the ability of <italic>B. pseudomallei</italic> pairs to grow within the host cells. The assay was performed in two independent experiments as previously described (<xref ref-type="bibr" rid="B47">Saiprom et al., 2020</xref>), but with some modifications. Briefly, A549 cells were seeded at 1.5 &#x00D7; 10<sup>4</sup> cells per well into a 96-well plate, washed with PBS, and infected with <italic>B. pseudomallei</italic> at MOI of 30:1 as described in the MNGC assay. The infected cells were washed with PBS and re-incubated with fresh RPMI medium supplemented with FBS (HyClone) and 250 &#x03BC;g/ml of kanamycin (Gibco BRL). The cells were then washed and lysed with 0.1% v/v Triton X-100 (Sigma) and performed colony count at 2, 4, 6, 8, and 10 h post-infection. Each experiment was performed in triplicate.</p>
</sec>
<sec id="S2.SS7">
<title>Immunostaining and confocal microscopy</title>
<p>The intracellular growth of <italic>B. pseudomallei</italic> and cell-to-cell fusion were validated by immunostaining and visualization using confocal microscopy (<xref ref-type="bibr" rid="B49">Sangsri et al., 2020</xref>). Briefly, A549 cells were seeded at 1 &#x00D7; 10<sup>6</sup> cells per well on a sterile glass coverslip in a 6-well plate and incubated at 37&#x00B0;C in 5% CO<sub>2</sub> overnight. The cells were washed with PBS and infected with <italic>B. pseudomallei</italic> at MOI of 30:1 and incubated for 2 h. The infected cells were then washed with PBS and re-incubated with fresh RPMI medium supplemented with 10% FBS and 250 &#x03BC;g/ml of kanamycin. At 8 h post-infection, the cells were washed and fixed with 4% paraformaldehyde for 30 min and permeabilized with 0.5% Triton X-100 for 30 min. The permeabilized cells were incubated with 2.5 &#x03BC;g/ml of 4B11 monoclonal antibody specific to <italic>B. pseudomallei</italic> capsular polysaccharide at 37&#x00B0;C for 1 h. The cells were further incubated with goat anti-mouse IgG conjugated with Alexa Fluor 488, phalloidin conjugated with Alexa Fluor 647, and Hoechst 33258, at dilution of 1:1,000, to stain <italic>B</italic>. <italic>pseudomallei</italic>, cytoplasm, and nucleus, respectively. The stained cells were then washed three times with PBS. The coverslips were mounted on glass slides using 8 &#x03BC;l of ProLong Gold antifade reagent (Invitrogen). Staining cells and bacteria were imaged with a laser scanning confocal microscope (LSM 700; Carl Zeiss, Germany) using a 20 &#x00D7; and 100 &#x00D7; objective lens with oil immersion and Zen software (2010 edition, Carl Zeiss). The excitation and emission wavelengths for Alexa Fluor 488, Hoechst 33258, and Alexa Fluor 647 were 496/519, 352/461, and 594/633, respectively. The number of intracellular survival bacteria was calculated from 20 images (by 20 &#x00D7; objective lens) of two independent experiments using the ImageJ software.</p>
</sec>
<sec id="S2.SS8">
<title>Bacterial growth curve analysis</title>
<p>Growth curve analysis was performed to determine the ability of <italic>B. pseudomallei</italic> to grow in an enrichment medium as previously described (<xref ref-type="bibr" rid="B47">Saiprom et al., 2020</xref>). A single colony of <italic>B. pseudomallei</italic> was inoculated in 3 ml of Luria-Bertani (LB) broth and incubated at 37&#x00B0;C with shaking at 200 rpm for 18 h. Culture bacteria were centrifuged at 12,000 rpm for 5 min, washed with PBS, and resuspended with PBS. The bacterial suspension adjusted to the optical density (OD) at 600 nm to obtain a bacterial concentration of approximately 1 &#x00D7; 10<sup>8</sup> CFU/ml. The bacterial suspension was added to 10 ml of LB broth to make a final concentration of 1 &#x00D7; 10<sup>5</sup> CFU/ml. Cultures were incubated at 37&#x00B0;C with shaking at 200 rpm. The viable count was performed at 0, 2, 4, 6, 8, 10, 12, and 24 h post-infection. The growth curve was determined from two independent experiments.</p>
</sec>
<sec id="S2.SS9">
<title>DNA extraction and whole-genome sequencing</title>
<p>Bacterial genomic DNA was extracted from <italic>B. pseudomallei</italic> isolates using QIAamp DNA Mini Kit (Qiagen, Germany). Genomic DNA was subjected to the 150-base-read library preparation. WGS was performed in the Illumina HiSeq2000 system with 100-cycle paired-end runs at Wellcome Sanger Institute, Cambridge, UK. To enhance the sensitivity and specificity of within-host mutation analysis, the genomic DNA of a paired isolate from a patient P17 (whose second isolate showed a dramatic change in MNGC formation compared with the first isolate) was analyzed using a long-read sequencing on a MinION sequencer (Oxford Nanopore Technologies, Oxford, UK). FastQC version 0.11.3<sup><xref ref-type="fn" rid="footnote2">2</xref></sup> was used to check the quality of all genomes. The accession number for all genomes is listed in <xref ref-type="supplementary-material" rid="DS1">Supplementary data 1</xref>.</p>
</sec>
<sec id="S2.SS10">
<title>Genome assembly and annotation</title>
<p>The <italic>de novo</italic> assembly of short-read data was performed for all <italic>B. pseudomallei</italic> genomes using Velvet version 1.2.10 (<xref ref-type="bibr" rid="B67">Zerbino and Birney, 2008</xref>). For each genome, this resolved into an average of 132 contigs (range 74&#x2013;210 contigs), thereby providing a high resolution for detecting genomic alternations between the primary and relapse and persistent strains. The complete hybrid assembly was performed on long- and short-read sequence data of a paired isolate from P17 using Unicycler version 0.8.4 (<xref ref-type="bibr" rid="B63">Wick et al., 2017</xref>). The complete hybrid assembly was used as an internal reference for enhancing the sensitivity and specificity of within-host mutation analysis of isolates from P17. Our hybrid assembly produces two contigs, corresponding to two chromosomes of <italic>B. pseudomallei</italic>. All assemble genomes were annotated by employing Prokka version 1.13.4 (<xref ref-type="bibr" rid="B52">Seemann, 2014</xref>) using <italic>B. pseudomallei</italic> K96243 genome as a reference. This led to an average of 5,925 genes being annotated per genome (range 5,809&#x2013;6,089), falling within the same range of previous literature (<xref ref-type="bibr" rid="B26">Holden et al., 2004</xref>; <xref ref-type="bibr" rid="B36">Nandi et al., 2010</xref>; <xref ref-type="bibr" rid="B11">Chewapreecha et al., 2019</xref>).</p>
</sec>
<sec id="S2.SS11">
<title>Within-host mutation analysis</title>
<p>We studied within-host alterations of all paired isolates collected from relapse and persistent patients by comparing genomes of <italic>B. pseudomallei</italic> pairs isolated from the same patients. Variants including SNPs and indels were called from the genomic comparison using Snippy version 4.6.0.<sup><xref ref-type="fn" rid="footnote3">3</xref></sup> To avoid false variants, we filtered out reads with &#x003C; 10 read depth and found a frequency of &#x003C; 90%. All variants identified by Snippy were curated manually by visualizing with the Tablet software.<sup><xref ref-type="fn" rid="footnote4">4</xref></sup> The functions of mutated genes were annotated using Clusters of Orthologous Group (COG) terms of <italic>B. pseudomallei</italic> K96243 available on the <italic>Burkholderia</italic> Genome Database (<xref ref-type="bibr" rid="B65">Winsor et al., 2008</xref>).</p>
</sec>
<sec id="S2.SS12">
<title>Statistical analysis</title>
<p>Data were analyzed using the R version 4.0.4 and GraphPad Prism 10 software (GraphPad Inc.). Firth logistic regression (<xref ref-type="bibr" rid="B45">Puhr et al., 2017</xref>) was used to analyze risk factors for relapse and persistent infections using R-package logistf<sup><xref ref-type="fn" rid="footnote5">5</xref></sup>. The Mann&#x2013;Whitney <italic>U</italic> test was performed to analyze the differences in the median of MNGC efficiency, MNGC size, and the number of intracellular bacteria between the first and second isolates from patients with relapsed or persistent infections.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Patient characteristics and risk factors for relapse and persistent melioidosis</title>
<p>We enrolled 1,361 melioidosis patients from 9 hospitals in Northeast Thailand, of whom 1,046 (76.8%) survived and were discharged from the hospital, allowing us to follow up to investigate the prevalence of relapse, persistence, and reinfection. Of all 1,046 patients, 927 patients had acute melioidosis, 89 patients were suspected to have a history of melioidosis at least 8 days before enrolment, while 23 and 7 patients were suspected to have recurrent and persistent infections, respectively. Of the 23 suspected recurrent patients, we excluded 7 patients, since the subsequent <italic>B. pseudomallei</italic> isolates were not collected from the recurrent episode. Therefore, we analyzed the remaining 16 suspected recurrent patients and 7 suspected persistent patients using PFGE, MLST, and WGS (<xref ref-type="fig" rid="F1">Figure 1</xref>). Genotyping analyses of all <italic>B. pseudomallei</italic> paired isolates from these patients revealed 13 (1.2%) patients with relapse, 7 (0.7%) with persistent infection, and 3 (0.3%) with reinfection or polyclonal infection (<xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="supplementary-material" rid="DS1">Supplementary data 1</xref>). The genomic evidence supporting the relapse and persistent patients is given in <xref ref-type="supplementary-material" rid="DS2">Supplementary data 2</xref>. The median duration of relapse and persistent was 245 days (range 164&#x2013;518, IQR = 181&#x2013;278) and 74 days (range 38&#x2013;174, IQR = 68&#x2013;103), respectively.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Flow diagram of study procedures, number of patients, and bacterial isolates used in our cohort.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-14-1103297-g001.tif"/>
</fig>
<p>Relapse and persistent infections represent treatment failure in melioidosis. Understanding the risk factors associated with relapse and persistent infections is fundamental to the control of infection. Since the number of relapses and persistent infections was low, we performed Firth logistic regression to identify risk factors for the combined number of patients with relapse and persistent infections (<italic>N</italic> = 20). Firth logistic regression is an approach for the analysis of rare event data. Results in <xref ref-type="table" rid="T1">Table 1</xref> demonstrated that the regimen and duration of oral antibiotic therapies were the factors associated with relapse and persistent infections (<italic>P</italic> = 0.005 and <italic>P</italic> = 0.031, respectively). For a regimen of oral antibiotic therapy, patients who were treated with amoxicillin, ciprofloxacin, clindamycin, and/or rifampicin were more presented in relapse and persistent than patients with acute infection [7/20 (35.0%) vs. 106/927 (11.4%)]. Similarly, patients who were treated with trimethoprim/sulfamethoxazole were more presented in acute infection than patients with relapse and persistent infections [693/927 (74.8%) vs. 10/20 (50.0%)]. For the duration of antibiotic therapy, patients who received any of these oral antibiotics (trimethoprim/sulfamethoxazole, doxycycline, augmentin, amoxicillin, ciprofloxacin, clindamycin, and rifampicin) for 3&#x2013;6 months were not likely to be at risk of relapse and persistent than those with acute [8/20 (40.0%) vs. 567/927 (61.2%)]. However, underlying morbidity, clinical manifestation, regimen, and duration of initial IV antibiotic therapy were not associated with the risk of relapse and persistent infections.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Patient characteristics and risk factors for relapse and persistent infections.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Patient characteristics and antibiotic therapy</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Acute melioidosis <italic>n</italic> = 927 no. (%)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Relapse and persistent <italic>n</italic> = 20 no. (%)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">OR (95% CI)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><italic>P</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" style="background-color: #dcdcdc;"><bold>Age (years)</bold></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
</tr>
<tr>
<td valign="top" align="left">15&#x2013;24</td>
<td valign="top" align="center">20 (2.2)</td>
<td valign="top" align="center">2 (10.0)</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">25&#x2013;44</td>
<td valign="top" align="center">172 (18.6)</td>
<td valign="top" align="center">1 (5.0)</td>
<td valign="top" align="center">NA</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">45&#x2013;64</td>
<td valign="top" align="center">545 (58.8)</td>
<td valign="top" align="center">15 (75.0)</td>
<td valign="top" align="center">NA</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x2265; 65</td>
<td valign="top" align="center">190 (20.5)</td>
<td valign="top" align="center">2 (10.0)</td>
<td valign="top" align="center">NA</td>
<td/>
</tr>
<tr>
<td valign="top" align="left" style="background-color: #dcdcdc;"><bold>Sex</bold></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">666 (71.8)</td>
<td valign="top" align="center">9 (45.0)</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">261 (28.1)</td>
<td valign="top" align="center">11 (55.0)</td>
<td valign="top" align="center">NA</td>
<td/>
</tr>
<tr>
<td valign="top" align="left" style="background-color: #dcdcdc;"><bold>Occupation</bold></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
</tr>
<tr>
<td valign="top" align="left">Farmer</td>
<td valign="top" align="center">594 (64.1)</td>
<td valign="top" align="center">14 (70.0)</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">Employee</td>
<td valign="top" align="center">175 (18.9)</td>
<td valign="top" align="center">3 (15.0)</td>
<td valign="top" align="center">NA</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Merchant</td>
<td valign="top" align="center">10 (1.1)</td>
<td valign="top" align="center">0 (0.0)</td>
<td valign="top" align="center">NA</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Others</td>
<td valign="top" align="center">149 (16.1)</td>
<td valign="top" align="center">4 (20.0)</td>
<td valign="top" align="center">NA</td>
<td/>
</tr>
<tr>
<td valign="top" align="left" style="background-color: #dcdcdc;"><bold>Underlying morbidity</bold></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
</tr>
<tr>
<td valign="top" align="left">Diabetes mellitus</td>
<td valign="top" align="center">673 (72.6)</td>
<td valign="top" align="center">11 (55.0)</td>
<td valign="top" align="center">2.268 (0.948&#x2013;5.429)</td>
<td valign="top" align="center">0.076</td>
</tr>
<tr>
<td valign="top" align="left">Hypertension</td>
<td valign="top" align="center">271 (29.2)</td>
<td valign="top" align="center">7 (35.0)</td>
<td valign="top" align="center">0.532 (0.207&#x2013;1.369)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Cancer</td>
<td valign="top" align="center">22 (2.4)</td>
<td valign="top" align="center">0 (0.0)</td>
<td valign="top" align="center">1.110 (0.068&#x2013;17.888)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Tuberculosis</td>
<td valign="top" align="center">54 (5.8)</td>
<td valign="top" align="center">4 (20.0)</td>
<td valign="top" align="center">0.252 (0.0869&#x2013;0.733)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">HIV</td>
<td valign="top" align="center">12 (1.3)</td>
<td valign="top" align="center">1 (5.0)</td>
<td valign="top" align="center">1.194 (0.311&#x2013;4.584)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Renal disease</td>
<td valign="top" align="center">109 (11.8)</td>
<td valign="top" align="center">2 (10.0)</td>
<td valign="top" align="center">0.201 (0.035- 1.146)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left" style="background-color: #dcdcdc;"><bold>Clinical manifestation</bold></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
</tr>
<tr>
<td valign="top" align="left">Septicemia</td>
<td valign="top" align="center">714 (77.0)</td>
<td valign="top" align="center">14 (70.0)</td>
<td valign="top" align="center">0.737 (0.082&#x2013;6.615)</td>
<td valign="top" align="center">0.419</td>
</tr>
<tr>
<td valign="top" align="left">Pneumonia</td>
<td valign="top" align="center">141 (15.2)</td>
<td valign="top" align="center">4 (20.0)</td>
<td valign="top" align="center">0.416 (0.113&#x2013;1.533)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Abscess</td>
<td valign="top" align="center">189 (20.4)</td>
<td valign="top" align="center">5 (15.0)</td>
<td valign="top" align="center">0.480 (0.138&#x2013;1.666)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Urinary tract infection</td>
<td valign="top" align="center">48 (5.2)</td>
<td valign="top" align="center">3 (15.4)</td>
<td valign="top" align="center">0.186 (0.051&#x2013;0.674)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Localized</td>
<td valign="top" align="center">209 (22.5)</td>
<td valign="top" align="center">6 (30.0)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Dissemination</td>
<td valign="top" align="center">243 (26.2)</td>
<td valign="top" align="center">5 (25.0)</td>
<td valign="top" align="center">0.899 (0.102&#x2013;7.881)</td>
<td/>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="center">1.858 (0.479&#x2013;7.199)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left" style="background-color: #dcdcdc;"><bold>Regimen of initial IV antibiotics</bold></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
</tr>
<tr>
<td valign="top" align="left">Meropenem</td>
<td valign="top" align="center">308 (33.2)</td>
<td valign="top" align="center">8 (40.0)</td>
<td valign="top" align="center">0.622 (0.264&#x2013;1.464)</td>
<td valign="top" align="center">0.779</td>
</tr>
<tr>
<td valign="top" align="left">Ceftazidime</td>
<td valign="top" align="center">857 (92.4)</td>
<td valign="top" align="center">19 (95.0)</td>
<td valign="top" align="center">0.858 (0.176&#x2013;4.163)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Ceftriaxone</td>
<td valign="top" align="center">327 (35.3)</td>
<td valign="top" align="center">7 (35.0)</td>
<td valign="top" align="center">0.959 (0.400&#x2013;2.295)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Augmentin</td>
<td valign="top" align="center">34 (3.6)</td>
<td valign="top" align="center">2 (10.0)</td>
<td valign="top" align="center">0.299 (0.080&#x2013;1.117)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Azithromycin</td>
<td valign="top" align="center">51 (5.5)</td>
<td valign="top" align="center">0 (0.0)</td>
<td valign="top" align="center">2.467 (0.179&#x2013;34.001)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Clindamycin</td>
<td valign="top" align="center">238 (25.7)</td>
<td valign="top" align="center">5 (25.0)</td>
<td valign="top" align="center">1.070 (0.418&#x2013;2.740)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Bactrim</td>
<td valign="top" align="center">87 (9.4)</td>
<td valign="top" align="center">1 (5.0)</td>
<td valign="top" align="center">1.394 (0.286&#x2013;6.792)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Other antibiotics</td>
<td valign="top" align="center">382 (41.2)</td>
<td valign="top" align="center">6 (30.0)</td>
<td valign="top" align="center">1.555 (0.644&#x2013;3.753)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left" style="background-color: #dcdcdc;"><bold>Duration of initial IV antibiotic therapy</bold></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
</tr>
<tr>
<td valign="top" align="left">&#x003C; 10 days</td>
<td valign="top" align="center">260 (28.0)</td>
<td valign="top" align="center">5 (25.0)</td>
<td valign="top" align="center">0.964 (0.579&#x2013;1.605)</td>
<td valign="top" align="center">0.889</td>
</tr>
<tr>
<td valign="top" align="left">10&#x2013;14 days</td>
<td valign="top" align="center">157 (16.9)</td>
<td valign="top" align="center">4 (20.0)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x003E; 14 days</td>
<td valign="top" align="center">451 (48.6)</td>
<td valign="top" align="center">10 (50.0)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left" style="background-color: #dcdcdc;"><bold>Regimen of oral antibiotic therapy</bold></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
</tr>
<tr>
<td valign="top" align="left">TMP-SMX</td>
<td valign="top" align="center">693 (74.8)</td>
<td valign="top" align="center">10 (50.0)</td>
<td valign="top" align="center">2.090 (0.821&#x2013;5.319)</td>
<td valign="top" align="center">0.005<xref ref-type="table-fn" rid="t1fns2">&#x002A;&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">Doxycycline</td>
<td valign="top" align="center">51 (5.5)</td>
<td valign="top" align="center">2 (10.0)</td>
<td valign="top" align="center">0.325 (0.083&#x2013;1.266)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Augmentin</td>
<td valign="top" align="center">34 (3.7)</td>
<td valign="top" align="center">3 (15.0)</td>
<td valign="top" align="center">0.332 (0.084&#x2013;1.307)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Other antibiotics<xref ref-type="table-fn" rid="t1fna"><sup>a</sup></xref></td>
<td valign="top" align="center">106 (11.4)</td>
<td valign="top" align="center">7 (35.0)</td>
<td valign="top" align="center">0.273 (0.103&#x2013;0.722)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left" style="background-color: #dcdcdc;"><bold>Duration of oral antibiotic therapy</bold></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
<td valign="top" align="left" style="background-color: #dcdcdc;"></td>
</tr>
<tr>
<td valign="top" align="left">&#x003C; 3 months</td>
<td valign="top" align="center">360 (38.8)</td>
<td valign="top" align="center">7 (35.0)</td>
<td valign="top" align="center">2.935 (1.143&#x2013;7.535)</td>
<td valign="top" align="center">0.031<xref ref-type="table-fn" rid="t1fns1">&#x002A;</xref></td>
</tr>
<tr>
<td valign="top" align="left">3&#x2013;6 months</td>
<td valign="top" align="center">567 (61.2)</td>
<td valign="top" align="center">8 (40.0)</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x003E; 6 months</td>
<td valign="top" align="center">36 (3.9)</td>
<td valign="top" align="center">1 (5.0)</td>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t1fns1"><p>&#x002A;Significant levels by Firth logistic regression at <italic>P</italic> &#x003C; 0.05.</p></fn>
<fn id="t1fns2"><p>&#x002A;&#x002A;Significant levels by Firth logistic regression at <italic>P</italic> &#x003C; 0.01.</p></fn>
<fn id="t1fna"><p><sup>a</sup>Amoxicillin, ciprofloxacin, clindamycin, and/or rifampicin.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS2">
<title>Identification of the persistent <italic>B. pseudomallei</italic> isolate DREX512 with increased cell-to-cell fusion ability</title>
<p>Multinucleated giant cell formation (MNGC) formation assay was performed on paired isolates from all 20 patients to determine the alteration of cell-to-cell fusion ability. We observed variations in MNGC formation ability among <italic>B. pseudomallei</italic> isolates, with overall median MNGC efficiency of 8.0% (range 1.2&#x2013;88.3%, IQR = 4.6&#x2013;9.3%) and median size of 9 nuclei/MNGC (range 4.8&#x2013;177.2, IQR = 6.8&#x2013;11.7) (<xref ref-type="fig" rid="F2">Figure 2</xref>). Comparison between the paired isolates from all 13 relapse patients showed no significant difference between the first and second isolates on MNGC efficiency and size (<xref ref-type="fig" rid="F2">Figures 2A, B</xref>). All but one pair of the first and second isolates from seven persistent patients showed similar MNGC efficiency and size. Interestingly, the second isolate DREX512 from P17 showed significantly higher MNGC efficiency and size than the first isolate DR60101A (efficiency 88.3 vs. 3.6%, <italic>P</italic> &#x003C; 0.0001; size 177.2 vs. 5.5, <italic>P</italic> &#x003C; 0.0001) (<xref ref-type="fig" rid="F2">Figures 2A&#x2013;C</xref>). DR60101A and DREX512 were isolated 98 days apart. The dramatic change in MNGC efficiency of the second isolate compared with the first isolate suggests that <italic>B. pseudomallei</italic> increased cell-to-cell fusion induction during infection in patient P17.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Multinucleated giant cell formation (MNGC) formation in A549 cells infected with paired <italic>Burkholderia pseudomallei</italic> isolates from 13 relapse and seven persistent patients. <bold>(A)</bold> Comparison of MNGC efficiency between the first and second isolates. <bold>(B)</bold> Comparison of MNGC size between the first and second isolates. <bold>(C)</bold> Giemsa stain of uninfected A549 cells, A549 cells infected with reference <italic>B. pseudomallei</italic> K96243, and A549 cells infected with primary DR60101A and persistent DREX512 strains from P17. Black arrows point to the MNGC formation area.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-14-1103297-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>Cell-to-cell fusion of DREX512 is associated with intracellular replication</title>
<p>To determine whether the second isolate from P17 has also changed the ability to grow within the host cells, we performed intracellular survival assays of paired isolates from P17 and reference stain K96243 in A549 cells at 2, 4, 6, 8, and 10 h post-infection. Our experiment demonstrated that the second isolate DREX512 could survive and increased its intracellular growth over time after infection compared with the first isolate DR60101A and <italic>B. pseudomallei</italic> K96243, suggesting that increased cell-to-cell fusion efficiency was related to intracellular replication in DREX512 (<xref ref-type="fig" rid="F3">Figure 3A</xref>). The median number of intracellular bacteria of the second isolate DREX512 was significantly higher than that of the first isolate DR60101A at 4 (10,125 &#x00B1; 2,125 CFU/ml vs. 5,000 &#x00B1; 2,350 CFU/ml, <italic>P</italic> = 0.002), 6 (23,875 &#x00B1; 5,687 CFU/ml vs. 11,250 &#x00B1; 2,300 CFU/ml, <italic>P</italic> = 0.002), and 8 h (238,750 &#x00B1; 71,250 CFU/ml vs. 84,500 &#x00B1; 28,375 CFU/ml, <italic>P</italic> = 0.002) post-infection, but not different at 10 h post-infection (925,000 &#x00B1; 168,750 CFU/ml vs. 750,000 &#x00B1; 512,500 CFU/ml, <italic>P</italic> = 0.192). However, we further validated the intracellular growth of bacteria by visualization using confocal microscopy at 8 h post-infection. Our confocal microscopy confirmed that DREX512 formed larger MNGC and multiplied better in the host cells than DR60101A (144 &#x00B1; 74 vs. 40 &#x00B1; 23 bacteria cells/image, <italic>P</italic> &#x003C; 0.0001) and K96243 (median 45 &#x00B1; 27 bacteria cells/image, <italic>P</italic> &#x003C; 0.0001) (<xref ref-type="fig" rid="F3">Figures 3B, C</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Intracellular survival and immunostaining of A549 cells infected with primary DR60101A and persistent DREX512 strains from P17 and reference <italic>Burkholderia pseudomallei</italic> K96243. <bold>(A)</bold> Intracellular survival at 2, 4, 6, 8, and 10 h post-infection by plate counting. <bold>(B)</bold> Number of bacterial cells per image at 8 h post-infection by confocal microscopy. <bold>(C)</bold> Visualization of infected staining A549 cells by confocal microscopy. Bacteria were stained in green, cytoplasm in red, and DNA in blue.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-14-1103297-g003.tif"/>
</fig>
</sec>
<sec id="S3.SS4">
<title>DREX512 did not enhance growth in the enrichment medium</title>
<p>To examine whether the second isolate DREX512 also enhances the growth in the enrichment medium compared with the first isolate DR60101A and the reference strain K96243, we performed two experiments of growth curve analysis of these isolates in LB at 8 time points. Our assay demonstrated that the growth rate of DREX512 was comparable to DR60101A and K96243 at every time point (<xref ref-type="supplementary-material" rid="FS1">Supplementary Figure 1</xref>). This result indicated that DREX512 normally replicated in LB broth but increased its replication in the host cells.</p>
</sec>
<sec id="S3.SS5">
<title>WGS analysis revealed multiple within-host mutations of <italic>B. pseudomallei</italic></title>
<p>Whole-genome sequencing (WGS) was performed on the genomic DNA extracted from 20 within-host strain pairs obtained from the patients with relapse (13 pairs) and persistent (7 pairs) infections. Using the Snippy and Tablet software, we identified one indel and 16 SNP mutations of 6 of 20 paired isolates collected from 5 of 13 patients with relapse (P1&#x2013;P3, P10, and P12) and 1 of 7 patients with persistent infection (P17) (<xref ref-type="table" rid="T2">Table 2</xref>; <xref ref-type="fig" rid="F4">Figures 4A, B</xref>). Therefore, the within-host strain pairs from P4&#x2013;P9, P11, P13&#x2013;P16, and P18&#x2013;P20 shared identical genome. A relatively large indel mutation (189 bp) was detected in the TetR family regulatory protein (<italic>amrR, BPSL1805</italic>) of a paired isolate from a relapse patient (P12). This structural variant was suspected to be associated with decreased susceptibility to meropenem in our previous study (<xref ref-type="bibr" rid="B19">Fen et al., 2021</xref>) and is being validated in future studies. Of the 16 SNPs, 11 were non-synonymous, 2 were synonymous, and 3 were in the intergenic region (<xref ref-type="fig" rid="F4">Figures 4A, B</xref>), indicating the occurrence of purifying pressure on synonymous than on non-synonymous variants. The non-synonymous mutations were distributed across 11 genes involved in multiple functions, including transcription (2 genes), general function prediction (3 genes), cell wall biogenesis (1 gene), inorganic ion transport and metabolism (2 genes), energy production and conversion (1 gene), and virulence (1 gene) (<xref ref-type="table" rid="T2">Table 2</xref>). To further characterized within-host evolution of <italic>B. pseudomallei</italic>, we performed spectrum mutations analysis of the 16 SNPs. We found that A:T &#x003E; G:C nucleotide transition was the most common (37.5%), while A:T &#x003E; T:A and A:T &#x003E; C:G transversion was 6.2% (<xref ref-type="fig" rid="F4">Figure 4C</xref>). Of the SNPs observed in this study, 50% was G:C &#x003E; A:T transition and G:C &#x003E; T:A transversion, the patterns of which putatively occur due to oxidative damage to the bacterial DNA (<xref ref-type="bibr" rid="B21">Ford et al., 2011</xref>; <xref ref-type="bibr" rid="B16">Dillon et al., 2015</xref>).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Characteristics of all within-host mutation in 6 pairs of <italic>Burkholderia pseudomallei</italic> isolates from patients with relapse and persistent infections.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Patient-ID</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Infection</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Allele in primary isolate</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Allele in secondary isolate</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Position</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Effect</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Consequence</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Period between the first and second episodes (days)</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Product</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Function</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">P1</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">5896</td>
<td valign="top" align="left">Non-synonymous</td>
<td valign="top" align="left">p.Gly54Val</td>
<td valign="top" align="center">274</td>
<td valign="top" align="left">DNA-binding protein</td>
<td valign="top" align="left">Transcription</td>
</tr>
<tr>
<td valign="top" align="left">P2</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">53699</td>
<td valign="top" align="left">Synonymous</td>
<td valign="top" align="left">p.Leu32Leu</td>
<td valign="top" align="center">172</td>
<td valign="top" align="left">Transposase</td>
<td valign="top" align="left">Replication, recombination, and repair</td>
</tr>
<tr>
<td valign="top" align="left">P2</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">814</td>
<td valign="top" align="left">Intergenic</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="center">172</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">NA</td>
</tr>
<tr>
<td valign="top" align="left">P3</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">54794</td>
<td valign="top" align="left">Intergenic</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="center">448</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">NA</td>
</tr>
<tr>
<td valign="top" align="left">P3</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">T</td>
<td valign="top" align="center">36895</td>
<td valign="top" align="left">Non-synonymous</td>
<td valign="top" align="left">p.Asn516Lys</td>
<td valign="top" align="center">448</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="left">NA</td>
</tr>
<tr>
<td valign="top" align="left">P3</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">98440</td>
<td valign="top" align="left">Non-synonymous</td>
<td valign="top" align="left">p.Gly543Glu</td>
<td valign="top" align="center">448</td>
<td valign="top" align="left">Hypothetical protein</td>
<td valign="top" align="left">Function unknown</td>
</tr>
<tr>
<td valign="top" align="left">P3</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">172274</td>
<td valign="top" align="left">Non-synonymous</td>
<td valign="top" align="left">p.Asp115Gly</td>
<td valign="top" align="center">448</td>
<td valign="top" align="left">Unknown domain/metalloprotease fusion protein</td>
<td valign="top" align="left">General function prediction only</td>
</tr>
<tr>
<td valign="top" align="left">P3</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">5180</td>
<td valign="top" align="left">Intergenic</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="center">448</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">NA</td>
</tr>
<tr>
<td valign="top" align="left">P10</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">2437</td>
<td valign="top" align="left">Synonymous</td>
<td valign="top" align="left">p.Ser807Ser</td>
<td valign="top" align="center">232</td>
<td valign="top" align="left">Non-ribosomal peptide synthetase</td>
<td valign="top" align="left">Secondary metabolites biosynthesis, transport, and catabolism</td>
</tr>
<tr>
<td valign="top" align="left">P12</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">189 bp</td>
<td/>
<td valign="top" align="center">4915.5103</td>
<td valign="top" align="left">Disruptive inframe deletion</td>
<td/>
<td valign="top" align="center">518</td>
<td valign="top" align="left">TetR family regulatory protein</td>
<td valign="top" align="left">Transcription</td>
</tr>
<tr>
<td valign="top" align="left">P12</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">73683</td>
<td valign="top" align="left">Non-synonymous</td>
<td valign="top" align="left">p.Thr33Pro</td>
<td valign="top" align="center">518</td>
<td valign="top" align="left">Alanyl-tRNA synthetase</td>
<td valign="top" align="left">General function prediction only</td>
</tr>
<tr>
<td valign="top" align="left">P12</td>
<td valign="top" align="left">Relapse</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">T</td>
<td valign="top" align="center">62895</td>
<td valign="top" align="left">Non-synonymous</td>
<td valign="top" align="left">p.Gly110Glu</td>
<td valign="top" align="center">518</td>
<td valign="top" align="left">UTP-glucose-1-phosphate uridylyltransferase</td>
<td valign="top" align="left">Cell wall/membrane/envelope biogenesis</td>
</tr>
<tr>
<td valign="top" align="left">P17</td>
<td valign="top" align="left">Persistent</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">196747</td>
<td valign="top" align="left">Non-synonymous</td>
<td valign="top" align="left">p.Tyr56His</td>
<td valign="top" align="center">98</td>
<td valign="top" align="left">Hydrolase</td>
<td valign="top" align="left">General function prediction only</td>
</tr>
<tr>
<td valign="top" align="left">P17</td>
<td valign="top" align="left">Persistent</td>
<td valign="top" align="center">T</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">642492</td>
<td valign="top" align="left">Non-synonymous</td>
<td valign="top" align="left">p.His97Arg</td>
<td valign="top" align="center">98</td>
<td valign="top" align="left">Ferric uptake regulator</td>
<td valign="top" align="left">Inorganic ion transport and metabolism</td>
</tr>
<tr>
<td valign="top" align="left">P17</td>
<td valign="top" align="left">Persistent</td>
<td valign="top" align="center">G</td>
<td valign="top" align="center">T</td>
<td valign="top" align="center">702588</td>
<td valign="top" align="left">Non-synonymous</td>
<td valign="top" align="left">p.Ala53Ser</td>
<td valign="top" align="center">98</td>
<td valign="top" align="left">NAD(P) transhydrogenase subunit alpha</td>
<td valign="top" align="left">Energy production and conversion</td>
</tr>
<tr>
<td valign="top" align="left">P17</td>
<td valign="top" align="left">Persistent</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">1341522</td>
<td valign="top" align="left">Non-synonymous</td>
<td valign="top" align="left">p.Asp61Tyr</td>
<td valign="top" align="center">98</td>
<td valign="top" align="left">Type VI secretion system protein (TssB)</td>
<td valign="top" align="left">Intracellular survival and cell-to-cell fusion</td>
</tr>
<tr>
<td valign="top" align="left">P17</td>
<td valign="top" align="left">Persistent</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">3780792</td>
<td valign="top" align="left">Non-synonymous</td>
<td valign="top" align="left">p.Ala133Glu</td>
<td valign="top" align="center">98</td>
<td valign="top" align="left">Chromate transporter</td>
<td valign="top" align="left">Inorganic ion transport and metabolism</td>
</tr>
</tbody>
</table></table-wrap>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Characteristics of within-host mutations. <bold>(A)</bold> Read depth of alleles in the first and second isolates. <bold>(B)</bold> Frequency of alleles in the first and second isolates. <bold>(C)</bold> Mutational spectrum of within-host SNPs. <bold>(D)</bold> Within-host SNP counts vs. time between isolates collection.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-14-1103297-g004.tif"/>
</fig>
<p>For all 20 patients, the mutation rate ranged from 0 to 18.6 SNPs per genome per year (<xref ref-type="supplementary-material" rid="DS3">Supplementary data 3</xref>). However, an average mutations rate for all within-host strain pairs was not estimated, since an increase in within-host SNPs was not related to the time between isolates collection (<italic>R</italic><sup>2</sup> = 0.0709, <italic>P</italic> = 0.1) (<xref ref-type="fig" rid="F4">Figure 4D</xref>). We observed that paired isolates from P17 had the highest number of SNPs (5 SNPs) with a short period of time between isolates collection (98 days). The patient was previously diagnosed and completely treated for TB. For the first episode, the patient was admitted with acute respiratory failure and finally diagnosed with pneumonia melioidosis. The patient received IV ceftazidime for 10 days and was discharged to home 10 days after admission. The patient was prescribed ciprofloxacin for 180 days as oral antibiotic therapy. At 60 days after discharge, the patient was reported not responding to therapy and was readmitted to the same study hospital with pneumonia melioidosis at 98 days after the first admission. Although the IV antibiotic therapy data were not collected during the second episode, the patient was reported to receive oral ciprofloxacin for 180 days which was provided during the first episode. The first and second <italic>B. pseudomallei</italic> isolates were collected from sputum at the first and second episodes, respectively. After the second episode of admission, the patient did not respond to therapy and was readmitted two times to the community hospital. Finally, the patient died 332 days after the first admission or 231 days after readmission at the persistent episode.</p>
<p>Whole-genome sequencing (WGS) analysis of the paired isolates from P17, which differed in intracellular replication and cell-to-cell fusion, identified 5 non-synonymous mutations in 5 different genes, including chromate transporter (<italic>chr, BPSL0285</italic>), hydrolase (<italic>BPSL3337</italic>), NAD (P) transhydrogenase subunit alpha (<italic>BPSL2887</italic>), ferric uptake regulator (<italic>fur</italic>, <italic>BPSL2943</italic>), and type VI secretion system (T6SS-5) protein TssB-5 (<italic>tssB-5</italic>, <italic>BPSS1496</italic>) (<xref ref-type="table" rid="T2">Table 2</xref>). Since the indel and structural mutations were not detected, we hypothesized that the 5 non-synonymous mutations may play a role in the phenotypic alternations in this strain. The functions of chromate transporter, hydrolase, NAD (P) transhydrogenase subunit alpha, and ferric uptake regulator proteins were not obviously related to within-host infectivity or pathogenesis of <italic>Burkholderia</italic> species (<xref ref-type="table" rid="T2">Table 2</xref>). The enhancement of intracellular replication and cell-to-cell fusion in a persistent isolate of P17 may not be related to the non-synonymous mutations of these 4 genes. Interestingly, we found a non-synonymous mutation in <italic>tssB-5.</italic> This gene encodes an essential component of T6SS-5, a virulent factor of <italic>B. pseudomallei</italic>, involved in intracellular replication and MNGC formation (<xref ref-type="bibr" rid="B40">Pilatz et al., 2006</xref>; <xref ref-type="bibr" rid="B4">Burtnick et al., 2011</xref>; <xref ref-type="bibr" rid="B10">Chen et al., 2011</xref>; <xref ref-type="bibr" rid="B22">French et al., 2011</xref>; <xref ref-type="bibr" rid="B27">Hopf et al., 2014</xref>; <xref ref-type="bibr" rid="B51">Schwarz et al., 2014</xref>; <xref ref-type="bibr" rid="B58">Toesca et al., 2014</xref>; <xref ref-type="bibr" rid="B37">Nguyen et al., 2018</xref>). We postulated that a non-synonymous mutation in the <italic>tssB-5</italic> gene shifted <italic>B. pseudomallei</italic> to have stronger intracellular survival and MNGC phenotypes. Unfortunately, according to biosafety regulation, <italic>tssB-5</italic> is a highly restricted pathogenic sequence of <italic>B. pseudomallei</italic> K96243 and <italic>Burkholderia mallei</italic> ATCC 23344. We could not synthesize the <italic>tssB-5</italic> mutant fragment for mutagenesis to investigate the effect of this mutation on intracellular replication and cell-to-cell fusion of the second isolate DREX512 from P17.</p>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p><italic>Burkholderia pseudomallei</italic> possesses various virulence factors to overcome immune response and antibiotic therapy, facilitating relapse and persistent infections (<xref ref-type="bibr" rid="B20">Finlay and McFadden, 2006</xref>; <xref ref-type="bibr" rid="B31">Limmathurotsakul et al., 2006</xref>; <xref ref-type="bibr" rid="B64">Wiersinga et al., 2018</xref>; <xref ref-type="bibr" rid="B38">Pearson et al., 2020</xref>). In this study, we investigated the prevalence of relapse and persistent melioidosis as well as the associated risk factors, in Northeast Thailand. We also studied the phenotypic and genetic alterations of <italic>B. pseudomallei</italic> during persistent in melioidosis patients. We found a low rate of relapse and persistent infections was associated with the efficiency of oral trimethoprim/sulfamethoxazole therapy. We observed the phenotypic and genetic alterations that may involve in the enhancement of the within-host persistent ability of <italic>B. pseudomallei</italic>.</p>
<p>Our multicenter study during 2015&#x2013;2018 defined 1.2% of patients as relapsing and 0.7% as having persistent infection. Relapse melioidosis was previously reported in endemic regions, including 4.3% in Darwin Australia (<xref ref-type="bibr" rid="B50">Sarovich et al., 2014</xref>), 3.7% in South India (<xref ref-type="bibr" rid="B23">Halim et al., 2017</xref>), 4.9% in the Philippines (<xref ref-type="bibr" rid="B48">San Martin et al., 2018</xref>), and 0.7% in Laos (<xref ref-type="bibr" rid="B46">Rachlin et al., 2016</xref>). In Northeast Thailand, 15% of cases between 1986 and 1991 were identified as relapses, but the rate reduced to 9.7% when the study was prolonged from 1986 to 2005 (<xref ref-type="bibr" rid="B9">Chaowagul et al., 1993</xref>; <xref ref-type="bibr" rid="B31">Limmathurotsakul et al., 2006</xref>). Our results provide evidence for a low relapse rate compared with the previous report during 1986&#x2013;2005 in Northeast Thailand, which may indicate the improvement of treatment in this hyperendemic region.</p>
<p>Currently, melioidosis is initially treated with IV ceftazidime or meropenem for 10&#x2013;14 days. After initial IV therapy, the patient is subsequently treated with trimethoprim/sulfamethoxazole for 3&#x2013;6 months as the first choice and with augmentin or doxycycline as the second choice (<xref ref-type="bibr" rid="B64">Wiersinga et al., 2018</xref>). However, the actual oral antibiotic therapy for melioidosis in Northeast Thailand was not always fixed to trimethoprim/sulfamethoxazole, augmentin, or doxycycline. Patients were found to receive other oral antibiotics such as amoxicillin, ciprofloxacin, clindamycin, or rifampicin either alone or in combination with standard antibiotics for unknown purposes. Although the number of analyzed cases was small, our Firth logistic regression analysis revealed treatment with a non-standard regimen and a short duration of oral antibiotic therapies as the risk factors for relapse and persistent melioidosis, consistent with previous findings (<xref ref-type="bibr" rid="B9">Chaowagul et al., 1993</xref>; <xref ref-type="bibr" rid="B14">Currie et al., 2000</xref>; <xref ref-type="bibr" rid="B8">Chaowagul et al., 2005</xref>; <xref ref-type="bibr" rid="B31">Limmathurotsakul et al., 2006</xref>). We observed that most of the non-recurrent melioidosis received trimethoprim/sulfamethoxazole for 3&#x2013;6 months and that most of the relapse and persistent patients were not prescribed trimethoprim/sulfamethoxazole as oral antibiotic therapy. This result is similar to the report from a previous study in Northeast Thailand revealing a low rate of relapse in patients who received trimethoprim/sulfamethoxazole (<xref ref-type="bibr" rid="B31">Limmathurotsakul et al., 2006</xref>). Our study provided evidence to support the efficiency of trimethoprim/sulfamethoxazole for oral antibiotic therapy of melioidosis. Although our analysis suggests that failure to adhere to the treatment guideline could lead to relapse and persistent cases, the results should be treated with caution, given the small sample size of relapse and persistent infection observed in our cohort. Furthermore, we observed that underlying morbidity and initial IV antibiotics were not significantly associated with relapse and persistent infections. This is consistent with previous findings in other Gram-negative bacteria that found no correlation between underlying disease, initial antibiotic therapy, and relapse infection (<xref ref-type="bibr" rid="B56">Surapat et al., 2020</xref>). However, there are two limitations of our analysis. First, the duration of initial IV antibiotic therapy may be not true since some patients were referred from community hospital and then referred back to their original hospitals for ongoing treatment, potentially including ongoing IV therapy. Second, the duration of follow up time varied and some patients were lost to follow up. Some of them may develop a recurrent or persistent infection during the lost follow up time, then they may be misclassified as acute melioidosis.</p>
<p>Investigation of within-host phenotypic alteration is crucial to understand the pathogenesis and virulence of <italic>B. pseudomallei</italic>. Our study demonstrated dramatic within-host adaptive changes in intracellular replication and cell-to-cell fusion capabilities of the second isolate from a persistent patient (P17) compared with the first strain. Although the function of cell-to-cell fusion in the pathogenesis of melioidosis is not yet well-determined, <italic>B. pseudomallei</italic> is capable of inducing MNGC in lung tissue of melioidosis patients and infected mice (<xref ref-type="bibr" rid="B66">Wong et al., 1995</xref>; <xref ref-type="bibr" rid="B12">Conejero et al., 2011</xref>). In addition, deletion of <italic>T6SS-5</italic> genes drastically decreased intracellular replication, cell-to-cell fusion, and virulence of <italic>B. pseudomallei</italic> in mammalian models of acute infection (<xref ref-type="bibr" rid="B40">Pilatz et al., 2006</xref>; <xref ref-type="bibr" rid="B4">Burtnick et al., 2011</xref>; <xref ref-type="bibr" rid="B22">French et al., 2011</xref>; <xref ref-type="bibr" rid="B27">Hopf et al., 2014</xref>; <xref ref-type="bibr" rid="B51">Schwarz et al., 2014</xref>; <xref ref-type="bibr" rid="B58">Toesca et al., 2014</xref>; <xref ref-type="bibr" rid="B47">Saiprom et al., 2020</xref>). Thus, it is possible that the dramatic within-host adaptive changes in intracellular replication and cell-to-cell fusion may enhance the virulence <italic>in vivo</italic>, which could influence the outcome of P17. This patient was reported to not responding to antibiotic therapy and died 231 days after persistent episodes. Our finding is in concordance with the previous study in <italic>Pseudomonas aeruginosa</italic> that reported the association between a high rate of intracellular survival and the increase in <italic>in vivo</italic> persistence in a mouse model of urinary tract infection (<xref ref-type="bibr" rid="B39">Penaranda et al., 2021</xref>). Nevertheless, the finding of increased MNGC efficiency of the second isolate in our case is different from a report of the virulent attenuation in subsequent clinical isolates compared with early isolates of a chronic relapse patient in Australia (<xref ref-type="bibr" rid="B38">Pearson et al., 2020</xref>). This inconsistency could be explained by the difference in patient characteristics, antibiotic therapy, and clinical outcomes between our and their studies.</p>
<p>Similar to phenotypic changes, little is known about the within-host mutation of <italic>B. pseudomallei</italic> at short timescales, particularly in a single persistent patient. In our analysis, indel and non-synonymous mutations were found in genes involved in multiple functions, including transcription, general function prediction, cell wall biogenesis, inorganic ion transport, metabolism, energy production and conversion, and virulence. Our study and some previous articles (<xref ref-type="bibr" rid="B24">Hayden et al., 2012</xref>; <xref ref-type="bibr" rid="B61">Viberg et al., 2017</xref>; <xref ref-type="bibr" rid="B38">Pearson et al., 2020</xref>) did not observe a significant within-host mutational density in any genes of <italic>B. pseudomallei</italic>, as detected in <italic>Mycobacterium tuberculosis</italic> (<xref ref-type="bibr" rid="B60">Vargas et al., 2021</xref>). However, mutations in the gene homologous to the TetR family transcriptional regulator of <italic>B. pseudomallei</italic> seem to be common. Within-host mutation in this gene was detected by our analysis and also by previous studies (<xref ref-type="bibr" rid="B24">Hayden et al., 2012</xref>; <xref ref-type="bibr" rid="B61">Viberg et al., 2017</xref>; <xref ref-type="bibr" rid="B38">Pearson et al., 2020</xref>), supporting the evidence of positive selection on this gene. Mutations in this gene were previously suspected to be associated with antibiotic resistance (<xref ref-type="bibr" rid="B61">Viberg et al., 2017</xref>; <xref ref-type="bibr" rid="B19">Fen et al., 2021</xref>).</p>
<p>Our analysis detected a high rate of non-synonymous substitutions, indicating the purifying pressure on synonymous than on non-synonymous variants. The higher rate of within-host non-synonymous mutations was also observed previously in <italic>Burkholderia</italic> species (<xref ref-type="bibr" rid="B30">Lieberman et al., 2011</xref>; <xref ref-type="bibr" rid="B24">Hayden et al., 2012</xref>; <xref ref-type="bibr" rid="B43">Price et al., 2013</xref>; <xref ref-type="bibr" rid="B61">Viberg et al., 2017</xref>) and other Gram-negative bacteria such as <italic>P. aeruginosa</italic> (<xref ref-type="bibr" rid="B13">Cottalorda et al., 2021</xref>) and <italic>M. tuberculosis</italic> (<xref ref-type="bibr" rid="B60">Vargas et al., 2021</xref>). In addition, our spectrum of mutation analysis revealed half of SNP mutations as cytosine deamination (G:C &#x003E; A:T) and the formation of 8-oxoguanine (G:C &#x003E; T:A). This pattern has been commonly found in previous studies (<xref ref-type="bibr" rid="B28">Lee et al., 2012</xref>; <xref ref-type="bibr" rid="B55">Sung et al., 2012</xref>; <xref ref-type="bibr" rid="B68">Zhu et al., 2014</xref>; <xref ref-type="bibr" rid="B60">Vargas et al., 2021</xref>) and putatively occurred due to oxidative DNA damage (<xref ref-type="bibr" rid="B21">Ford et al., 2011</xref>; <xref ref-type="bibr" rid="B16">Dillon et al., 2015</xref>).</p>
<p>Previous studies reported the average of within-host mutations rate over time of <italic>Burkholderia</italic> species from 1 to 3.6 SNPs per genome per year (<xref ref-type="bibr" rid="B30">Lieberman et al., 2011</xref>; <xref ref-type="bibr" rid="B54">Silva et al., 2016</xref>; <xref ref-type="bibr" rid="B38">Pearson et al., 2020</xref>). For our study, although the within-host mutation rate ranged from 0 to 18.6 SNPs per genome per year, we did not estimate the average mutation rate for all paired isolates, since the increase in within-host SNPs was not correlated to the time between isolates collection. The disagreement between mutation rate and time between isolates collection may be affected by mutational rate factors such as environmental stress, disease states, and replication (<xref ref-type="bibr" rid="B3">Bjedov et al., 2003</xref>; <xref ref-type="bibr" rid="B42">Price et al., 2010</xref>; <xref ref-type="bibr" rid="B35">Matic, 2013</xref>). Although our study was unable to identify the level of these factors, intra-host environmental stress, disease states, and replication may be varied among our patients.</p>
<p>Regarding the identification of dramatic within-host adaptive changes in paired isolates from P17, the genomic comparison between the first and second isolates revealed 5 non-synonymous mutations in five different genes, including chromate transporter, hydrolase, NAD (P) transhydrogenase subunit alpha, ferric uptake regulator, and type VI secretion system protein TssB-5 (<italic>tssB-5</italic>). Of these genes, the ferric uptake regulator (Fur) protein is a transcription repressor of many genes in response to iron availability to protect bacteria from reactive oxygen species (ROS) damage (<xref ref-type="bibr" rid="B59">Troxell and Hassan, 2013</xref>). Fur was found to be required for survival and virulence in animal models for some bacterial pathogens, such as <italic>Actinobacillus pleuropneumoniae</italic>, <italic>Haemophilus influenzae</italic>, <italic>Helicobacter pylori</italic>, <italic>Staphylococcus aureus</italic>, and <italic>Vibrio cholera</italic> (<xref ref-type="bibr" rid="B59">Troxell and Hassan, 2013</xref>). This protein was not found to be essential for the infectivity of <italic>Escherichia coli</italic>, <italic>Vibrio vulnificus</italic>, and <italic>P. aeruginosa</italic> (<xref ref-type="bibr" rid="B1">Alice et al., 2008</xref>; <xref ref-type="bibr" rid="B41">Porcheron et al., 2014</xref>; <xref ref-type="bibr" rid="B69">Pasqua et al., 2017</xref>). For <italic>B. pseudomallei</italic>, no clear evidence supports Fur protein as a virulence factor, which could be important for intracellular replication and cell-to-cell fusion, but the supplementation of iron concentration in cell lines was found to be associated with an increase in intracellular survival and MNGC and plaque formation of this pathogen (<xref ref-type="bibr" rid="B2">Amornrit et al., 2012</xref>; <xref ref-type="bibr" rid="B5">Butt and Thomas, 2017</xref>). Interestingly, a non-synonymous mutation was found in the <italic>tssB-5</italic> gene of T6SS-5. TssB-5 assembles with TssC-5 protein to form a tubular structure that cycles surrounding an inner tube formed by the Hcp (TssD-5) protein sharpened at one end by the TssI-5 (VgrG) and PAAR proteins of T6SS-5 (<xref ref-type="bibr" rid="B37">Nguyen et al., 2018</xref>). Several studies characterized T6SS-5 as an inducer of MNGC formation and also a virulence factor of <italic>B. pseudomallei</italic> in mammalian acute infection models (<xref ref-type="bibr" rid="B40">Pilatz et al., 2006</xref>; <xref ref-type="bibr" rid="B4">Burtnick et al., 2011</xref>; <xref ref-type="bibr" rid="B22">French et al., 2011</xref>; <xref ref-type="bibr" rid="B27">Hopf et al., 2014</xref>; <xref ref-type="bibr" rid="B51">Schwarz et al., 2014</xref>; <xref ref-type="bibr" rid="B58">Toesca et al., 2014</xref>). Similarly, a previous mutagenesis study revealed a decrease in intracellular replication and MNGC efficiency in <italic>tssB-5</italic> mutant compared with wild-type <italic>B. pseudomallei</italic> strains (<xref ref-type="bibr" rid="B10">Chen et al., 2011</xref>). Thus, T6SS-5 required TssB-5 for exerting its full function on intracellular replication and MNGC formation, and the non-synonymous mutation in this gene may be associated with enhancing intracellular replication and cell-to-cell fusion in paired isolates from P17. Due to the biosafety regulation, we could not synthesize mutant fragments for mutagenesis to describe the in-depth effect of the non-synonymous mutation in the <italic>tssB-5</italic> gene on the cell-to-cell fusion of the second isolate DREX512 from P17. However, it should be noted that the within-host mutations in P17 might be related to individual differences. Data from our study indicate that the different genetic mutations of <italic>B. pseudomallei</italic> pairs occurred in different patients.</p>
</sec>
<sec id="S5" sec-type="conclusion">
<title>Conclusion</title>
<p>First, we demonstrated the low number of relapses and persistent melioidosis in Northeast Thailand. We then successfully identified the regimen and duration of oral antibiotic therapies as the risk factors for relapse and persistent infections. We observed the dramatic within-host adaptive changes in intracellular replication and cell-to-cell fusion capabilities in a patient with persistent infection. Our WGS analysis revealed multiple within-host mutations including indel and non-synonymous variants. A non-synonymous mutation in the <italic>tssB-5</italic> gene may involve in phenotypic alterations in intracellular replication and cell-to-cell fusion capabilities. Therefore, our study indicates that the human hosts may provide the opportunity for <italic>B. pseudomallei</italic> to mutate and alter their phenotypes that relate to the enhanced virulence. Further studies are required to describe in-depth genotype-phenotype associations in this complex hostile environment.</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 in this article/<xref ref-type="supplementary-material" rid="DS1">Supplementary material</xref>.</p>
</sec>
<sec id="S7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by Ethics Committee of the Faculty of Tropical Medicine, Mahidol University and of nine hospitals in Northeast Thailand. Written informed consent to participate in this study was provided by the participants and participants&#x2019; legal guardian/next of kin.</p>
</sec>
<sec id="S8" sec-type="author-contributions">
<title>Author contributions</title>
<p>RS, NC, and TW conceived and designed the study. NC, RS, NS, and AD collected and identified bacterial isolates. NC, RP, RS, and AD collected clinical data. NC and RS analyzed the clinical data, performed the experiments, and wrote the manuscript. NC, CC, and JT contributed reagents, materials, and analysis tools. CC, NC, RS, JT, and WC performed whole-genome sequencing. NC, RS, and EB performed bioinformatics analysis. NC was responsible for project administration and supervision. TW, CC, EB, and NC reviewed and edited the manuscript. All authors read and approved the manuscript.</p>
</sec>
</body>
<back>
<sec id="S9" sec-type="funding-information">
<title>Funding</title>
<p>This study was funded by the Royal Golden Jubilee Ph.D. Programme (RGJ-ASEAN) (<ext-link ext-link-type="uri" xlink:href="http://rgj.trf.or.th">http://rgj.trf.or.th</ext-link>) and MU-KMUTT Biomedical Engineering and Biomaterials Consortium through RS and NC. CC was funded by Wellcome International Intermediate Fellowship (216457/Z/19/Z) and Sanger International Fellowship. NC and TW were supported by the National Institute of Allergy and Infectious Diseases of the National Institutes of Health (NIAID/NIH) (<ext-link ext-link-type="uri" xlink:href="https://www.nih.gov">https://www.nih.gov</ext-link>) under award number U01AI115520. This research was funded, in part, by the Wellcome Trust [220211]. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</p>
</sec>
<ack><p>We thank Drs. Chumpol Morakot, Narongchai Sangsa, Sunee Chayangsu, and Noppol Buasi for their support for participant enrolment at the study sites. We are grateful to the microbiology staff at the Udon Thani Hospital, Khon Kaen Hospital, Srinakarin Hospital, Nakhon Phanom Hospital, Mukdahan Hospital, Roi Et Hospital, Surin Hospital, Sisaket Hospital, and Buriram Hospital for reporting the case and providing the facilities for bacterial collection. We also thank Dr. Sineenart Sengyee, Mr. Pumin Sintara, and Mr. Thanawan Achawong for their assistance in performing the PFGE, MNGC, and immunostaining assays, respectively.</p>
</ack>
<sec id="S10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="S12" sec-type="disclaimer">
<title>Author disclaimer</title>
<p>The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.</p>
</sec>
<sec id="S13" 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.2023.1103297/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2023.1103297/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.XLSX" id="DS1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Data_Sheet_2.XLSX" id="DS2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Data_Sheet_3.XLSX" id="DS3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Image_1.TIFF" id="FS1" mimetype="image/tiff" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary Figure 1</label>
<caption><p>Growth curves of primary DR60101A and persistent DREX512 strains from P17 and reference <italic>Burkholderia pseudomallei</italic> K96243 in Luria-Bertani (LB) broth.</p></caption>
</supplementary-material>
</sec>
<fn-group>
<fn id="footnote1">
<label>1</label>
<p><ext-link ext-link-type="uri" xlink:href="http://rsb.info.nih.gov/ij/">http://rsb.info.nih.gov/ij/</ext-link></p></fn>
<fn id="footnote2">
<label>2</label>
<p><ext-link ext-link-type="uri" xlink:href="https://github.com/s-andrews/FastQC">https://github.com/s-andrews/FastQC</ext-link></p></fn>
<fn id="footnote3">
<label>3</label>
<p><ext-link ext-link-type="uri" xlink:href="https://github.com/tseemann/snippy">https://github.com/tseemann/snippy</ext-link></p></fn>
<fn id="footnote4">
<label>4</label>
<p><ext-link ext-link-type="uri" xlink:href="https://github.com/cropgeeks/tablet">https://github.com/cropgeeks/tablet</ext-link></p></fn>
<fn id="footnote5">
<label>5</label>
<p><ext-link ext-link-type="uri" xlink:href="https://github.com/cran/logistf">https://github.com/cran/logistf</ext-link></p></fn>
</fn-group>
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