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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id>
<journal-title-group>
<journal-title>PLOS ONE</journal-title>
</journal-title-group>
<issn pub-type="epub">1932-6203</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, CA USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.1371/journal.pone.0236250</article-id>
<article-id pub-id-type="publisher-id">PONE-D-19-25467</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research Article</subject>
</subj-group>
<subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Infectious diseases</subject><subj-group><subject>Bacterial diseases</subject><subj-group><subject>Tuberculosis</subject><subj-group><subject>Multi-drug-resistant tuberculosis</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Tropical diseases</subject><subj-group><subject>Tuberculosis</subject><subj-group><subject>Multi-drug-resistant tuberculosis</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Infectious diseases</subject><subj-group><subject>Bacterial diseases</subject><subj-group><subject>Tuberculosis</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Tropical diseases</subject><subj-group><subject>Tuberculosis</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>People and places</subject><subj-group><subject>Geographical locations</subject><subj-group><subject>Asia</subject><subj-group><subject>Bhutan</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Biology and life sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Physiological processes</subject><subj-group><subject>Sleep</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Physiology</subject><subj-group><subject>Physiological processes</subject><subj-group><subject>Sleep</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Pharmaceutics</subject><subj-group><subject>Drug therapy</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Epidemiology</subject><subj-group><subject>Medical risk factors</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Infectious diseases</subject><subj-group><subject>Bacterial diseases</subject><subj-group><subject>Tuberculosis</subject><subj-group><subject>Extensively drug-resistant tuberculosis</subject></subj-group></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Medicine and health sciences</subject><subj-group><subject>Tropical diseases</subject><subj-group><subject>Tuberculosis</subject><subj-group><subject>Extensively drug-resistant tuberculosis</subject></subj-group></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v3">
<subject>Research and analysis methods</subject><subj-group><subject>Research design</subject><subj-group><subject>Case-control studies</subject></subj-group></subj-group></subj-group></article-categories>
<title-group>
<article-title>Factors associated with multidrug-resistant tuberculosis (MDR-TB) in Bhutan: A nationwide case-control study</article-title>
<alt-title alt-title-type="running-head">Factors associated with multidrug-resistant tuberculosis</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" xlink:type="simple">
<contrib-id authenticated="true" contrib-id-type="orcid">http://orcid.org/0000-0003-4754-4817</contrib-id>
<name name-style="western">
<surname>Tenzin</surname>
<given-names>Chador</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Data curation</role>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Funding acquisition</role>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Resources</role>
<role content-type="https://casrai.org/credit/">Software</role>
<role content-type="https://casrai.org/credit/">Validation</role>
<role content-type="https://casrai.org/credit/">Visualization</role>
<role content-type="https://casrai.org/credit/">Writing – original draft</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="corresp" rid="cor001">*</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Chansatitporn</surname>
<given-names>Natkamol</given-names>
</name>
<role content-type="https://casrai.org/credit/">Conceptualization</role>
<role content-type="https://casrai.org/credit/">Data curation</role>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Resources</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Validation</role>
<role content-type="https://casrai.org/credit/">Visualization</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Dendup</surname>
<given-names>Tashi</given-names>
</name>
<role content-type="https://casrai.org/credit/">Formal analysis</role>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Methodology</role>
<role content-type="https://casrai.org/credit/">Validation</role>
<role content-type="https://casrai.org/credit/">Visualization</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Dorji</surname>
<given-names>Tandin</given-names>
</name>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Resources</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Validation</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff004"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Lhazeen</surname>
<given-names>Karma</given-names>
</name>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Resources</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Validation</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff005"><sup>5</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Tshering</surname>
<given-names>Dorji</given-names>
</name>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Resources</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Validation</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff006"><sup>6</sup></xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple">
<name name-style="western">
<surname>Pelzang</surname>
<given-names>Thinley</given-names>
</name>
<role content-type="https://casrai.org/credit/">Investigation</role>
<role content-type="https://casrai.org/credit/">Project administration</role>
<role content-type="https://casrai.org/credit/">Resources</role>
<role content-type="https://casrai.org/credit/">Supervision</role>
<role content-type="https://casrai.org/credit/">Validation</role>
<role content-type="https://casrai.org/credit/">Writing – review &amp; editing</role>
<xref ref-type="aff" rid="aff007"><sup>7</sup></xref>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <addr-line>Bumthang General Hospital, Ministry of Health, Royal Government of Bhutan, Bumthang, Bhutan</addr-line></aff>
<aff id="aff002"><label>2</label> <addr-line>Department of Biostatistics, Faculty of Public Health, Mahidol University, Bangkok, Thailand</addr-line></aff>
<aff id="aff003"><label>3</label> <addr-line>School of Health and Society, Faculty of Social Sciences, University of Wollongong, Wollongong, NSW, Australia</addr-line></aff>
<aff id="aff004"><label>4</label> <addr-line>Department of Medical Services, Ministry of Health, Royal Government of Bhutan, Kawangjangsa, Thimphu, Bhutan</addr-line></aff>
<aff id="aff005"><label>5</label> <addr-line>Department of Public Health, Ministry of Health, Royal Government of Bhutan, Kawangjangsa, Thimphu, Bhutan</addr-line></aff>
<aff id="aff006"><label>6</label> <addr-line>Central Regional Referral Hospital, Ministry of Health, Royal Government of Bhutan, Gelephu, Bhutan</addr-line></aff>
<aff id="aff007"><label>7</label> <addr-line>Phuentsholing General Hospital, Ministry of Health, Royal Government of Bhutan, Phuentsholing, Bhutan</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple">
<name name-style="western">
<surname>Isaakidis</surname>
<given-names>Petros</given-names>
</name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/>
</contrib>
</contrib-group>
<aff id="edit1"><addr-line>Médecins Sans Frontières (MSF), SOUTH AFRICA</addr-line></aff>
<author-notes>
<fn fn-type="conflict" id="coi001">
<p>The authors have declared that no competing interests exist.</p>
</fn>
<corresp id="cor001">* E-mail: <email xlink:type="simple">chador8tenzin@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>7</month>
<year>2020</year>
</pub-date>
<pub-date pub-type="collection">
<year>2020</year>
</pub-date>
<volume>15</volume>
<issue>7</issue>
<elocation-id>e0236250</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>9</month>
<year>2019</year>
</date>
<date date-type="accepted">
<day>1</day>
<month>7</month>
<year>2020</year>
</date>
</history>
<permissions>
<copyright-year>2020</copyright-year>
<copyright-holder>Tenzin et al</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="info:doi/10.1371/journal.pone.0236250"/>
<abstract>
<sec id="sec001">
<title>Background</title>
<p>Multidrug-resistant tuberculosis (MDR-TB) is a growing public health concern globally. In Bhutan, the rates of MDR-TB are high. Data on the risk factors of MDR-TB that can help inform policies are limited in Bhutan. This study aimed to determine the risk factors associated with MDR-TB.</p>
</sec>
<sec id="sec002">
<title>Methods</title>
<p>A nationwide unmatched case-control study was conducted that included 79 MDR-TB cases and 118 controls. Data was collected by trained health workers through interviews using a structured questionnaire. Logistic regression analysis was performed to identify the risk factors associated with MDR-TB.</p>
</sec>
<sec id="sec003">
<title>Results</title>
<p>The mean age of the participants was 32.4 and 33.7 years among the cases and the controls, respectively. In the multivariate analysis, the odds of having MDR-TB was higher among those who slept for less than 9 hours a day (AOR: 2.77, 95%CI: 1.11–6.92), frequently travelled in public transport (AOR: 2.96, 95% CI: 1.36–6.48), and had previous TB treatment (AOR: 5.90, 95%CI: 2.55–13.64). A greater number of rooms was also marginally associated with odds of having MDR-TB.</p>
</sec>
<sec id="sec004">
<title>Conclusions</title>
<p>The findings suggest previous TB treatment, inadequate sleep duration, and travelling by public transport to be the risk factors associated with having MDR-TB in Bhutan. Intensification of early case detection, strengthening directly observed treatment strategy, improving treatment adherence, and increasing awareness can help control the rising MDR-TB epidemic.</p>
</sec>
</abstract>
<funding-group>
<funding-statement>The conduct of this study was supported with financial assistance from the Ministry of Health of Bhutan and the Swiss Association for Bhutan Healthcare System Support.</funding-statement>
</funding-group>
<counts>
<fig-count count="0"/>
<table-count count="2"/>
<page-count count="13"/>
</counts>
<custom-meta-group>
<custom-meta id="data-availability">
<meta-name>Data Availability</meta-name>
<meta-value>All relevant data are within the manuscript. The data is owned by the Ministry of Health of Bhutan. Interested individuals may obtain access to the data by applying to the Chief Planning Officer, Policy and Planning Division, Ministry of Health, P.O. Box: 726, Kawangjangsa, Thimphu, Bhutan; Phone: +975-2-328095, 321842, 322602, 328091. The name of the dataset is “MDR-TB Study Bhutan 2017”, and individuals may also quote this study in their request.</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec005" sec-type="intro">
<title>Introduction</title>
<p>Globally, in 2017, 10 million people had tuberculosis (TB) and around 1.3 million died from TB [<xref ref-type="bibr" rid="pone.0236250.ref001">1</xref>]. A majority (around 46%) of the cases occurred in the South-East Asia region [<xref ref-type="bibr" rid="pone.0236250.ref002">2</xref>]. Approximately 3.6% of the new cases and 17% of the previously treated cases developed multidrug-resistant TB (MDR-TB) in 2017 [<xref ref-type="bibr" rid="pone.0236250.ref001">1</xref>]. The prevalence of MDR-TB among new and previously treated cases was 1.6% and 29% respectively, in the South-East Asia region [<xref ref-type="bibr" rid="pone.0236250.ref002">2</xref>]. MDR-TB is difficult to treat, requiring longer treatment duration and hospitalization, and the drugs used are less effective, costly and produce severe side effects [<xref ref-type="bibr" rid="pone.0236250.ref003">3</xref>]. The treatment outcome is also not always favorable [<xref ref-type="bibr" rid="pone.0236250.ref003">3</xref>, <xref ref-type="bibr" rid="pone.0236250.ref004">4</xref>]. Thus, the prevention of initial infection, treatment and management of drug-susceptible TB adequately are keys to containing the spread of MDR-TB.</p>
<p>Bhutan is a small mountainous landlocked country in South Asia with a population of 727,145 [<xref ref-type="bibr" rid="pone.0236250.ref005">5</xref>]. Health care is delivered free of charge by the state through its three-tiered health care system that comprises of 186 Primary Health Centers (PHC) at the local level, 50 hospitals and three referral hospitals. The National Tuberculosis Control Program (NTCP), established in 1986 is responsible for the prevention and control of TB in Bhutan. All hospitals are designated as TB reporting and treatment centers. Individuals with symptoms of TB are referred from PHC to these centers for diagnosis, registration, and initiation of treatment. All confirmed TB cases are routinely tested for drug resistance and those cases found resistant to both isoniazid and rifampicin are classified as MDR-TB cases [<xref ref-type="bibr" rid="pone.0236250.ref006">6</xref>, <xref ref-type="bibr" rid="pone.0236250.ref007">7</xref>].</p>
<p>Bhutan adopted the Directly Observed Treatment Short Course (DOTS) strategy in 1997. Tuberculosis patients are admitted in the treatment centers for the first two weeks for initiation of DOTS and are then followed-up by the respective health centers [<xref ref-type="bibr" rid="pone.0236250.ref006">6</xref>, <xref ref-type="bibr" rid="pone.0236250.ref007">7</xref>]. For MDR-TB, cases are admitted in the treatment centers for the initiation of DOTS until two consecutive monthly culture results are negative [<xref ref-type="bibr" rid="pone.0236250.ref007">7</xref>]. A DOT provider, usually a family member is identified to provide DOTS for the remaining phase of the treatment.</p>
<p>Bhutan has been able to make commendable progress in TB control. This is reflected in the decline of TB prevalence from 536 in 2005 [<xref ref-type="bibr" rid="pone.0236250.ref008">8</xref>] to 190 per 100,000 population in 2014 [<xref ref-type="bibr" rid="pone.0236250.ref009">9</xref>], and high treatment success rate (more than 90% since 2005) [<xref ref-type="bibr" rid="pone.0236250.ref006">6</xref>, <xref ref-type="bibr" rid="pone.0236250.ref008">8</xref>]. However, the drug resistance survey conducted in 2014 reported alarming rates of MDR-TB, 10.1% and 37.2% among new and previously treated cases respectively, which is much higher than the global rates [<xref ref-type="bibr" rid="pone.0236250.ref010">10</xref>]. MDR-TB cases have also increased over recent years [<xref ref-type="bibr" rid="pone.0236250.ref001">1</xref>, <xref ref-type="bibr" rid="pone.0236250.ref006">6</xref>]. This suggests high transmission rates and poses a massive challenge towards achieving the Sustainable Development Goals by 2030 and the END TB targets in 2035 [<xref ref-type="bibr" rid="pone.0236250.ref011">11</xref>]. Urgent efforts are needed to control the MDR-TB epidemic.</p>
<p>Data on factors determining MDR-TB risk is limited in Bhutan. A descriptive study that recruited 19 MDR-TB patients from a treatment center of Bhutan showed that a majority of the cases did not comply with the DOT approach, had previous TB treatment history, and contact with MDR-TB cases [<xref ref-type="bibr" rid="pone.0236250.ref012">12</xref>]. However, this study did not assess socioeconomic and environmental factors such as education, income, housing conditions, residential area, and other lifestyle factors. Furthermore, the study was limited to MDR-TB cases in just one treatment center, did not conduct regression analysis to identify the most important factors associated with MDR-TB. More studies with better approaches that also investigates a range of plausible factors are needed to inform prevention and control policies adequately. The objective of this nationwide case-control study was to examine the factors associated with MDR-TB. The findings are expected to provide evidence for targeted policy investments that can help reduce the burden of MDR-TB in Bhutan.</p>
</sec>
<sec id="sec006" sec-type="materials|methods">
<title>Methods</title>
<sec id="sec007">
<title>Study design and sample</title>
<p>An unmatched nationwide case-control study that included all 20 districts in the country was conducted to examine the risk factors associated with MDR-TB in Bhutan. All MDR-TB patients confirmed through culture and drug sensitivity testing and receiving treatment during the study period, as per the record maintained by the national program constituted the cases. Similarly, the controls were all registered smear-positive cases, both new and previously treated, but non MDR-TB, under treatment for at least 2 months. The initial plan of recruiting two controls for every case could not be realized since there were fewer controls that fulfilled the selection criteria in some of the centers, such as Zhemgang, Gasa, and Trashiyangtse.</p>
</sec>
<sec id="sec008">
<title>Inclusion and exclusion criteria</title>
<p>This study included confirmed and registered TB and MDR-TB patients put on treatment during the study period. Those individuals who were 18 years or older, understood the study objectives, and were willing to participate were included. Those who were physically very ill, mentally unsound, non-Bhutanese, and were unable to communicate well were not included.</p>
</sec>
<sec id="sec009">
<title>Data collection</title>
<p>Data collection in the field took place from the 4<sup>th</sup> of April until 28<sup>th</sup> of April, 2017. A structured questionnaire with close-ended questions was used to collect information through face to face interviews from both the cases and controls. Most of the questions (25/30) used in this study were extracted from previous studies [<xref ref-type="bibr" rid="pone.0236250.ref013">13</xref>–<xref ref-type="bibr" rid="pone.0236250.ref017">17</xref>] and adapted for the current study. The selection of questions and/ or variables for the present study was informed by the literature on factors found associated with MDR-TB and their relevancy to the Bhutanese context. The questionnaire was translated into the national language “Dzongkha” and then pretested among 10 cases and 20 controls from two TB centers. Cronbach’s alpha coefficient was used to determine the reliability of the instrument for measuring stigma and knowledge [<xref ref-type="bibr" rid="pone.0236250.ref018">18</xref>]. The overall Cronbach’s alpha coefficient was 0.72 for knowledge and 0.73 for stigma indicating good scale reliability.</p>
<p>The participants were approached in their respective TB centers by the data collectors and were explained about the study. Signed informed consent was then obtained from those who were willing to participate and met the inclusion and exclusion criteria. All the cases and controls registered in each treatment centers were called one day earlier from the actual date of the interview and encouraged to participate in the study. A few participants who were unable to come to the TB centers were interviewed at home by the enumerators.</p>
<p>Four health workers trained on the conduct of the study, including data collection and communication with patients, collected the data. To ensure consistency and completeness of the data, the data collection process was monitored closely in the field. Data collectors were divided into two groups. One group was supervised by the principal investigator and the other by a laboratory officer. Each interview was monitored by the supervisors to ensure consistency and the completeness of data was checked at the end of the interview.</p>
</sec>
<sec id="sec010">
<title>Study variables</title>
<p>A wide range of variables was considered in this study that was categorized into sociodemographic, lifestyle and behavior, health, environmental, knowledge and stigma on MDR-TB. The sociodemographic factors were age, gender, marital status, education, employment status, and monthly family income. Factors such as smoking, alcohol consumption, and sleep duration and travel behavior comprised the lifestyle and behavior group. The health factors included history of TB treatment, adverse drug reaction, history of contact with TB case, BCG vaccine status, and access to health services. Area of residence, whether resided in districts bordering the neighboring country (India), frequency of traversing across the border, residential surrounding, residential house type, number of rooms, and frequency of visiting crowed areas constituted the environmental factors.</p>
<p>Stigma and knowledge comprised the last group. Social stigma related to the disease was measured using questions such as getting ignored, avoid talking about TB, fear of TB, feel ashamed and hurt by people’s reaction, hide TB status and change in behavior of family members. The variables were categorized into a low, moderate, and high level of stigma. The knowledge on MDR-TB was assessed using questions on awareness, mode of transmission of MDR-TB, signs and symptoms, treatment adherence and duration, and prevention. The scores against each question were used to categorize into high (≥8 scores), good (6–7 scores), and low (≤5 scores) knowledge.</p>
</sec>
<sec id="sec011">
<title>Ethical approval</title>
<p>The ethical clearance for this study was accorded by the Ethical Review Committee for Human Research, Faculty of Public Health, Mahidol University, and the Research Ethics Board of Health, Ministry of Health, Royal Government of Bhutan.</p>
</sec>
<sec id="sec012">
<title>Data analysis</title>
<p>All information in the questionnaires were entered into the record file created in Epi-data program and the data was analyzed using STATA version 14 package. Frequencies and descriptive statistics were used to describe the characteristics and distribution of MDR-TB by the explanatory variables. Logistic regression analysis was conducted to examine the presence of association between the dependent variable (MDR-TB) and the explanatory variables. Those variables found significant at the 20% level (p-value≤0.20) in the bivariate analysis were further analyzed in the multiple logistic regression model. The final model was built using the backward elimination approach. Some factors deemed to be important, as informed by the literature, were also included in the final model to reassess their effect. The Pearson χ<sup>2</sup> goodness-of-fit test was performed to assess how well the final model fits the data, and multi-collinearity was assessed using the variance inflation factor (VIF). A p-value of &lt;0.05 in the multivariable analysis was considered statistically significant.</p>
</sec>
</sec>
<sec id="sec013" sec-type="results">
<title>Results</title>
<p>A total of 197 participants (79 cases and 118 controls) from all the 20 districts (nationwide) in the country formed the final study sample. Of 101 MDR-TB cases registered with the NTCP and currently on treatment, 8 of them were less than 18 years of age, one could not communicate well, 2 refused to participate, 3 were mentally unsound, and 8 patients could not be traced due to the short study period. The mean age was 32.4 (SD: 2.44) years in the cases and 33.7 (SD: 3.22) years in the controls. Most of the participants were married, unemployed, and below the age of 49 years (<xref ref-type="table" rid="pone.0236250.t001">Table 1</xref>). In both the case and control groups, a majority were 18–29 years of age, female, resided in urban areas, were frequent travelers, had middle-secondary level education, and had a family income of more than Ngultrum 10,000 per month (One USD = approximately Nu.70/-).</p>
<table-wrap id="pone.0236250.t001" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0236250.t001</object-id>
<label>Table 1</label> <caption><title>Distribution of cases (MDR-TB) and controls (non MDR-TB) by the risk factors.</title></caption>
<alternatives>
<graphic id="pone.0236250.t001g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0236250.t001" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Variables</th>
<th align="left">Categories</th>
<th align="left">Total, N</th>
<th align="left">Cases, N (%)</th>
<th align="left">Controls, N (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>a) Sociodemographic</bold></td>
<td align="left"/>
<td align="left">N = 197</td>
<td align="left">N = 79</td>
<td align="left">N = 118</td>
</tr>
<tr>
<td align="left">Age</td>
<td align="left">18–29</td>
<td align="left">105</td>
<td align="left">44 (55.7)</td>
<td align="left">61 (51.7)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">30–39</td>
<td align="left">44</td>
<td align="left">17 (21.5)</td>
<td align="left">27 (22.9)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">&gt;39</td>
<td align="left">48</td>
<td align="left">18 (22.8)</td>
<td align="left">30 (25.4)</td>
</tr>
<tr>
<td align="left">Gender</td>
<td align="left">Male</td>
<td align="left">85</td>
<td align="left">33 (41.8)</td>
<td align="left">52 (44.1)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Female</td>
<td align="left">112</td>
<td align="left">46 (58.2)</td>
<td align="left">66 (55.9)</td>
</tr>
<tr>
<td align="left">Marital status</td>
<td align="left">Single</td>
<td align="left">67</td>
<td align="left">31 (39.2)</td>
<td align="left">36 (30.5)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Married</td>
<td align="left">113</td>
<td align="left">42 (53.2)</td>
<td align="left">71 (60.2)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Separated/divorced</td>
<td align="left">12</td>
<td align="left">4 (5.1)</td>
<td align="left">8 (6.8)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Widowed</td>
<td align="left">5</td>
<td align="left">2 (2.5)</td>
<td align="left">3 (2.5)</td>
</tr>
<tr>
<td align="left">Education level</td>
<td align="left">No education</td>
<td align="left">49</td>
<td align="left">18 (22.8)</td>
<td align="left">31 (26.3)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Middle secondary</td>
<td align="left">88</td>
<td align="left">36 (45.6)</td>
<td align="left">52 (44.1)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Higher secondary</td>
<td align="left">33</td>
<td align="left">13 (16.5)</td>
<td align="left">20 (16.9)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Degree and above</td>
<td align="left">27</td>
<td align="left">12 (15.2)</td>
<td align="left">15 (12.0)</td>
</tr>
<tr>
<td align="left">Employment status</td>
<td align="left">Unemployed</td>
<td align="left">66</td>
<td align="left">29 (36.7)</td>
<td align="left">37 (31.4)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Student</td>
<td align="left">34</td>
<td align="left">16 (20.3)</td>
<td align="left">18 (15.3)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Government employee</td>
<td align="left">33</td>
<td align="left">13 (16.5)</td>
<td align="left">20 (16.9)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Private/others</td>
<td align="left">64</td>
<td align="left">21 (26.6)</td>
<td align="left">43 (36.4)</td>
</tr>
<tr>
<td align="left">Monthly income in Nu. <xref ref-type="table-fn" rid="t001fn001"><sup>&amp;</sup></xref></td>
<td align="left">No income</td>
<td align="left">20</td>
<td align="left">10 (12.7)</td>
<td align="left">10 (8.5)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">&lt;5000</td>
<td align="left">22</td>
<td align="left">7 (8.9)</td>
<td align="left">15 (12.7)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">5000–10,000</td>
<td align="left">22</td>
<td align="left">8 (10.1)</td>
<td align="left">14 (11.9)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">10,000–15,000</td>
<td align="left">61</td>
<td align="left">27 (34.2)</td>
<td align="left">34 (28.8)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">&gt;15,000</td>
<td align="left">72</td>
<td align="left">27 (34.2)</td>
<td align="left">45 (38.1)</td>
</tr>
<tr>
<td align="left"><bold>b) Lifestyle and behavior</bold></td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Smoking (prior TB)</td>
<td align="left">Yes</td>
<td align="left">53</td>
<td align="left">20 (25.3)</td>
<td align="left">33 (28.0)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">No</td>
<td align="left">144</td>
<td align="left">59 (74.7)</td>
<td align="left">85 (72.0)</td>
</tr>
<tr>
<td align="left">Number of cigarettes (per day)</td>
<td align="left">≤10</td>
<td align="left">47</td>
<td align="left">18 (90.0)</td>
<td align="left">29 (87.9)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">11–20</td>
<td align="left">4</td>
<td align="left">0 (0.0)</td>
<td align="left">4 (12.1)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">&gt;20</td>
<td align="left">2</td>
<td align="left">2 (10.0)</td>
<td align="left">0 (0.0)</td>
</tr>
<tr>
<td align="left">Consume alcohol</td>
<td align="left">Yes</td>
<td align="left">105</td>
<td align="left">38 (48.1)</td>
<td align="left">67 (56.8)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">No</td>
<td align="left">92</td>
<td align="left">41 (51.9)</td>
<td align="left">51 (43.2)</td>
</tr>
<tr>
<td align="left">Sleep duration (hours/day)</td>
<td align="left">≤8</td>
<td align="left">141</td>
<td align="left">63 (79.7)</td>
<td align="left">78 (66.1)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">&gt;8</td>
<td align="left">56</td>
<td align="left">16 (20.3)</td>
<td align="left">40 (33.9)</td>
</tr>
<tr>
<td align="left">Frequent travel in-country</td>
<td align="left">Yes</td>
<td align="left">137</td>
<td align="left">54 (68.4)</td>
<td align="left">83 (70.3)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">No</td>
<td align="left">60</td>
<td align="left">25 (31.6)</td>
<td align="left">35 (29.7)</td>
</tr>
<tr>
<td align="left">In-country travel mode</td>
<td align="left">Private car/other</td>
<td align="left">58</td>
<td align="left">17 (27.0)</td>
<td align="left">41 (44.1)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Public transport</td>
<td align="left">98</td>
<td align="left">46 (73.0)</td>
<td align="left">52 (55.9)</td>
</tr>
<tr>
<td align="left"><bold>c) Health</bold></td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Previous TB treatment</td>
<td align="left">Yes</td>
<td align="left">50</td>
<td align="left">33 (41.8)</td>
<td align="left">17 (14.4)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">No</td>
<td align="left">147</td>
<td align="left">46 (58.2)</td>
<td align="left">101 (85.6)</td>
</tr>
<tr>
<td align="left">Number of TB treatment</td>
<td align="left">1 time</td>
<td align="left">33</td>
<td align="left">18 (54.5)</td>
<td align="left">15 (88.2)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">≥2 time</td>
<td align="left">17</td>
<td align="left">15 (45.5)</td>
<td align="left">2 (11.8)</td>
</tr>
<tr>
<td align="left">Adverse effect experience</td>
<td align="left">Yes</td>
<td align="left">15</td>
<td align="left">11 (33.3)</td>
<td align="left">4 (23.5)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">No</td>
<td align="left">35</td>
<td align="left">22 (66.7)</td>
<td align="left">13 (76.5)</td>
</tr>
<tr>
<td align="left">Treatment interruption</td>
<td align="left">Yes</td>
<td align="left">3</td>
<td align="left">2 (6.1)</td>
<td align="left">1 (5.9)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">No</td>
<td align="left">47</td>
<td align="left">31 (93.9)</td>
<td align="left">16 (94.1)</td>
</tr>
<tr>
<td align="left">History of TB contact</td>
<td align="left">Yes</td>
<td align="left">96</td>
<td align="left">38 (48.1)</td>
<td align="left">58 (49.2)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">No</td>
<td align="left">101</td>
<td align="left">41 (51.9)</td>
<td align="left">60 (50.8)</td>
</tr>
<tr>
<td align="left">BCG scar</td>
<td align="left">Yes</td>
<td align="left">160</td>
<td align="left">62 (78.5)</td>
<td align="left">98 (83.1)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">No</td>
<td align="left">37</td>
<td align="left">17 (21.5)</td>
<td align="left">20 (16.9)</td>
</tr>
<tr>
<td align="left">Time to nearest health center</td>
<td align="left">&lt;1 hour</td>
<td align="left">161</td>
<td align="left">64 (81)</td>
<td align="left">97 (82.2)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">1–2 hours</td>
<td align="left">23</td>
<td align="left">10 (12.7)</td>
<td align="left">13 (11)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">&gt;2 hours</td>
<td align="left">13</td>
<td align="left">5 (6.3)</td>
<td align="left">8 (6.8)</td>
</tr>
<tr>
<td align="left"><bold>d) Environmental</bold></td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Place of residence</td>
<td align="left">Rural</td>
<td align="left">69</td>
<td align="left">26 (32.9)</td>
<td align="left">43 (36.4)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Urban</td>
<td align="left">128</td>
<td align="left">53 (67.1)</td>
<td align="left">75 (63.6)</td>
</tr>
<tr>
<td align="left">Live near India</td>
<td align="left">Yes</td>
<td align="left">110</td>
<td align="left">43 (54.4)</td>
<td align="left">67 (56.8)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">No</td>
<td align="left">87</td>
<td align="left">36 (45.6)</td>
<td align="left">51 (43.2)</td>
</tr>
<tr>
<td align="left">Cross border</td>
<td align="left">Frequently</td>
<td align="left">42</td>
<td align="left">18 (41.9)</td>
<td align="left">24 (35.8)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Occasionally/never</td>
<td align="left">68</td>
<td align="left">25 (58.1)</td>
<td align="left">43 (64.2)</td>
</tr>
<tr>
<td align="left">Type of residence</td>
<td align="left">Multi-storied</td>
<td align="left">75</td>
<td align="left">37 (46.8)</td>
<td align="left">38 (32.2)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">TBH &amp; others</td>
<td align="left">122</td>
<td align="left">42 (53.2)</td>
<td align="left">80 (67.8)</td>
</tr>
<tr>
<td align="left">Home surrounded by buildings</td>
<td align="left">Yes</td>
<td align="left">123</td>
<td align="left">56 (70.9)</td>
<td align="left">67 (56.8)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">No</td>
<td align="left">74</td>
<td align="left">23 (29.1)</td>
<td align="left">51 (43.2)</td>
</tr>
<tr>
<td align="left">Number of rooms in the house</td>
<td align="left">1</td>
<td align="left">25</td>
<td align="left">9 (11.4)</td>
<td align="left">16 (13.6)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">2</td>
<td align="left">36</td>
<td align="left">14 (17.7)</td>
<td align="left">22 (18.6)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">3</td>
<td align="left">52</td>
<td align="left">21 (26.6)</td>
<td align="left">31 (26.3)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">&gt;3</td>
<td align="left">84</td>
<td align="left">35 (44.3)</td>
<td align="left">49 (41.5)</td>
</tr>
<tr>
<td align="left">Frequent crowded areas</td>
<td align="left">Daily</td>
<td align="left">96</td>
<td align="left">36 (45.6)</td>
<td align="left">60 (50.8)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Once a month</td>
<td align="left">48</td>
<td align="left">23 (29.1)</td>
<td align="left">25 (21.2)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Rarely/never</td>
<td align="left">53</td>
<td align="left">20 (25.3)</td>
<td align="left">33 (28)</td>
</tr>
<tr>
<td align="left"><bold>e) Stigma and knowledge</bold></td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Stigma level</td>
<td align="left">Low (&lt;30)</td>
<td align="left">173</td>
<td align="left">66 (83.5)</td>
<td align="left">107 (90.7)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Moderate (30–39)</td>
<td align="left">23</td>
<td align="left">13 (16.5)</td>
<td align="left">10(8.5)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">High (≥ 40–50)</td>
<td align="left">1</td>
<td align="left">0 (0)</td>
<td align="left">1 (0.8)</td>
</tr>
<tr>
<td align="left">Knowledge level</td>
<td align="left">Low (≤5)</td>
<td align="left">67</td>
<td align="left">21 (26.6)</td>
<td align="left">46 (39)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">Good (6–7)</td>
<td align="left">44</td>
<td align="left">16 (20.3)</td>
<td align="left">28 (23.7)</td>
</tr>
<tr>
<td align="left"/>
<td align="left">High (≥8)</td>
<td align="left">86</td>
<td align="left">42 (53.2)</td>
<td align="left">44 (37.3)</td>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t001fn001"><p><sup>&amp;</sup>One USD = ~Nu.70/-; TBH: traditional Bhutanese houses; <sup>#</sup>towns in Bhutan bordering the neighboring country India.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The bivariate analysis revealed sleep duration of less than 8 hours per day, in-county travel by public transport, history of TB treatment, number of TB treatment, living in multistoried houses, and having residence surrounded by buildings to be associated with MDR-TB (<xref ref-type="table" rid="pone.0236250.t002">Table 2</xref>). The multivariate logistic regression analysis showed sleep duration, history of TB treatment, travel by public transport, and number of rooms to be the predictors of MDR-TB (<xref ref-type="table" rid="pone.0236250.t002">Table 2</xref>). TB patients who slept less than 8 hours a day were more likely to have MDR-TB than those who slept more than or equal to 8 hours (AOR: 2.77, 95%CI: 1.11–6.92). Those who traveled in public transport within the country (AOR: 2.96, 95%CI: 1.36–6.48) were also at a higher odd of developing MDR-TB than those who travelled in private cars. Relative to those not previously treated for TB, those who were previously treated for TB had higher odds of having MDR-TB (AOR: 5.90, 95%CI: 2.55–13.64). Having more than 2 rooms in the house also emerged to be marginally associated with having MDR-TB (p = 0.049). The goodness-of-fit test did not show any evidence for the lack of fit of the final model (p = 0.269). The VIF values of all the variables were less than 10 in the final model suggesting that multi-collinearity was not a concern in the analysis.</p>
<table-wrap id="pone.0236250.t002" position="float">
<object-id pub-id-type="doi">10.1371/journal.pone.0236250.t002</object-id>
<label>Table 2</label> <caption><title>Bivariate and multivariable analysis of risk factors associated with MDR-TB.</title></caption>
<alternatives>
<graphic id="pone.0236250.t002g" mimetype="image" position="float" xlink:href="info:doi/10.1371/journal.pone.0236250.t002" xlink:type="simple"/>
<table>
<colgroup>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
<col align="left" valign="middle"/>
</colgroup>
<thead>
<tr>
<th align="left">Variables</th>
<th align="left">COR (95% CI)</th>
<th align="left">p-value</th>
<th align="left">AOR (95% CI)</th>
<th align="left">p-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><bold>a) Sociodemographic</bold></td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Age</italic> (ref: 40–77)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">18–29</td>
<td align="left">1.20 (0.59–2.42)</td>
<td align="left">0.61</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">30–39</td>
<td align="left">1.05 (0.45–2.44)</td>
<td align="left">0.91</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Gender</italic> (ref: Male)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Female</td>
<td align="left">1.10 (0.62–1.95)</td>
<td align="left">0.75</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Marital status</italic> (ref: Married)</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Single/previously married<xref ref-type="table-fn" rid="t002fn002">*</xref></td>
<td align="left">1.33 (0.75–2.37)</td>
<td align="left">0.33</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Education level</italic> (ref: ≥Degree)</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">No education</td>
<td align="left">0.73 (0.28–1.89)</td>
<td align="left">0.51</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Middle secondary</td>
<td align="left">0.87 (0.36–2.07)</td>
<td align="left">0.75</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Higher secondary</td>
<td align="left">0.81 (0.29–2.28)</td>
<td align="left">0.69</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Employment status</italic> (ref: Employed)</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Unemployed</td>
<td align="left">1.45 (0.77–2.76)</td>
<td align="left">0.25</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Student</td>
<td align="left">1.65 (0.75–3.64)</td>
<td align="left">0.22</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Monthly income in Nu</italic>. <xref ref-type="table-fn" rid="t002fn003"><sup>&amp;</sup></xref> (ref: ≥5000)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&lt;5000</td>
<td align="left">1.02 (0.51–2.04)</td>
<td align="left">0.96</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold>b) Lifestyle and behavior</bold></td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Smoking</italic> (ref: No)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&lt;5 cigarettes per day</td>
<td align="left">1.26 (0.57–2.78)</td>
<td align="left">0.57</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">≥5 cigarettes per day</td>
<td align="left">0.51 (0.19–1.37)</td>
<td align="left">0.18</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Consume alcohol</italic> (ref: No)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Yes</td>
<td align="left">0.70 (0.40–1.25)</td>
<td align="left">0.23</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Sleep duration</italic> (ref: &gt;8 hours/ day)</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">≤8</td>
<td align="left"><bold>2.02 (1.04–3.94)</bold></td>
<td align="left"><bold>0.04</bold></td>
<td align="left"><bold>2.77 (1.11–6.92)</bold></td>
<td align="left"><bold>0.03</bold></td>
</tr>
<tr>
<td align="left"><italic>Frequent travel in-country</italic> (ref: No)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Yes</td>
<td align="left">0.91 (0.49–1.69)</td>
<td align="left">0.76</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>In-country travel mode</italic> (ref: Private car)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Public transport</td>
<td align="left"><bold>2.13 (1.07–4.26)</bold></td>
<td align="left"><bold>0.03</bold></td>
<td align="left"><bold>2.96 (1.36–6.48)</bold></td>
<td align="left"><bold>&lt;0.01</bold></td>
</tr>
<tr>
<td align="left"><bold>c) Health</bold></td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Previous TB treatment</italic> (ref: No)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Yes</td>
<td align="left"><bold>4.26 (2.16–8.42)</bold></td>
<td align="left"><bold>&lt;0.01</bold></td>
<td align="left"><bold>5.90 (2.55–13.64)</bold></td>
<td align="left"><bold>&lt;0.01</bold></td>
</tr>
<tr>
<td align="left"><italic>Number of TB treatment</italic> (Ref: Nil)</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">1 time</td>
<td align="left"><bold>2.63 (1.22–5.68)</bold></td>
<td align="left"><bold>0.01</bold></td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">≥2 times</td>
<td align="left"><bold>16.47 (3.62–74.99)</bold></td>
<td align="left"><bold>&lt;0.01</bold></td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Adverse effect experience</italic> (ref: No)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Yes</td>
<td align="left">1.63 (0.43–6.17)</td>
<td align="left">0.47</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Treatment interruption</italic> (ref: No)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Yes</td>
<td align="left">1.03 (0.09–12.27)</td>
<td align="left">0.98</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>History of TB contact</italic> (ref: No)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Yes</td>
<td align="left">0.96 (0.54–1.70)</td>
<td align="left">0.89</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>BCG scar</italic> (ref: Yes)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">No</td>
<td align="left">1.34 (0.65–2.76)</td>
<td align="left">0.42</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Time to nearest center</italic> (ref:&lt;1 hour)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">1–2 hours</td>
<td align="left">1.16 (0.48–2.82)</td>
<td align="left">0.73</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&gt;2 hours</td>
<td align="left">0.94 (0.29–3.03)</td>
<td align="left">0.92</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold>d) Environmental</bold></td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Place of residence</italic> (ref: Rural)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Urban</td>
<td align="left">1.17 (0.64–2.13)</td>
<td align="left">0.61</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Live near India</italic> (ref: No)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Yes</td>
<td align="left">0.91 (0.51–1.61)</td>
<td align="left">0.75</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Cross border</italic> (ref: Occasionally/never)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Frequently</td>
<td align="left">1.29 (0.59–2.83)</td>
<td align="left">0.52</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Type of residence</italic> (ref: TBH &amp; others)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Multi-storied</td>
<td align="left"><bold>1.85 (1.03–3.34)</bold></td>
<td align="left"><bold>0.03</bold></td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Residence surrounded by buildings</italic> (ref: No)</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Yes</td>
<td align="left"><bold>1.85 (1.01–3.40)</bold></td>
<td align="left"><bold>0.04</bold></td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Number of rooms in the house</italic> (ref: ≤2)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&gt;2</td>
<td align="left">1.22 (0.51–2.92)</td>
<td align="left">0.66</td>
<td align="left"><bold>2.42 (1.01–5.84)</bold></td>
<td align="left"><bold>0.05</bold></td>
</tr>
<tr>
<td align="left"><italic>Frequent crowded areas</italic> (ref: Rarely/never)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Daily</td>
<td align="left">0.99 (0.49–1.98)</td>
<td align="left">0.98</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Once a month</td>
<td align="left">1.52 (0.69–3.36)</td>
<td align="left">0.30</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><bold>e) Knowledge and stigma</bold></td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Stigma level</italic> (ref: Low)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Moderate-high</td>
<td align="left">1.92 (0.81–4.53)</td>
<td align="left">0.13</td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left"><italic>Knowledge level</italic> (ref: Moderate-high)</td>
<td align="left"> </td>
<td align="left"> </td>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">Low</td>
<td align="left">0.57 (0.30–1.05)</td>
<td align="left">0.07</td>
<td align="left"/>
<td align="left"/>
</tr>
</tbody>
</table>
</alternatives>
<table-wrap-foot>
<fn id="t002fn001"><p>COR: crude odds ratio; CI: confidence interval; AOR: adjusted odds ratio</p></fn>
<fn id="t002fn002"><p>*include separated, widowed and divorced</p></fn>
<fn id="t002fn003"><p><sup>&amp;</sup>One USD = ~Nu.70/-; TBH: traditional Bhutanese houses; <sup>#</sup>towns in Bhutan bordering the neighboring country India</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec014" sec-type="conclusions">
<title>Discussion</title>
<p>The results of this study showed that sleep duration, travel by public transport, previous TB treatment, number of TB treatment, residential house type, and having residence surrounded by buildings were associated with MDR-TB in the bivariate analysis. In the multivariate analysis, sleep duration of less than 8 hours per day, travelling in public transport, previous TB treatment, and a greater number of rooms were associated with higher odds of developing MDR-TB. To our knowledge, this is the first nationwide case-control study that examined the risk factors associated with MDR-TB in Bhutan. The findings may help inform planning and policy interventions for effective control and prevention of MDR-TB in Bhutan.</p>
<p>Consistent with the evidence in the literature [<xref ref-type="bibr" rid="pone.0236250.ref013">13</xref>, <xref ref-type="bibr" rid="pone.0236250.ref015">15</xref>, <xref ref-type="bibr" rid="pone.0236250.ref019">19</xref>–<xref ref-type="bibr" rid="pone.0236250.ref021">21</xref>], those who were previously treated for TB had higher odds of developing MDR-TB. The number of times treated for TB also emerged to be positively associated with MDR-TB in the bivariate analysis. Incomplete treatment due to poor adherence to TB treatment and erratic drug supply, and inappropriate treatment regimens in previous treatment episodes can result in the emergence of MDR strains to any TB drugs [<xref ref-type="bibr" rid="pone.0236250.ref016">16</xref>, <xref ref-type="bibr" rid="pone.0236250.ref019">19</xref>, <xref ref-type="bibr" rid="pone.0236250.ref021">21</xref>, <xref ref-type="bibr" rid="pone.0236250.ref022">22</xref>]. Inadequate financing and technical capacity, and poor TB program supervision also contributes to poor case management, leading to increased morbidity [<xref ref-type="bibr" rid="pone.0236250.ref003">3</xref>]. In Bhutan, suboptimal practice and adherence to DOTS, inadequate supervision and human resources, and poor infection control were highlighted as some of the programmatic challenges [<xref ref-type="bibr" rid="pone.0236250.ref009">9</xref>]. Rigorous patient follow-up and monitoring, improving patient counselling and communication, alternative supervision and choice of DOTS provider, and family member education may help promote compliance [<xref ref-type="bibr" rid="pone.0236250.ref023">23</xref>]. Future studies that investigate factors influencing retreatment and treatment failure, and deeper exploration of DOTS provision may help inform MDR-TB prevention efforts.</p>
<p>The results also indicated that those who frequently travel in public transport such as buses and taxis were more likely to develop MDR-TB than those travelling via private vehicles. The results suggest the free movement of infectious sources in such public spaces and late case detection leading to increased transmission. Our finding is in agreement with a study that reported a positive association between public transport workers and MDR-TB risk [<xref ref-type="bibr" rid="pone.0236250.ref014">14</xref>] and another one that showed higher TB risk among public transport users [<xref ref-type="bibr" rid="pone.0236250.ref024">24</xref>]. Likewise, a study also found higher odds of MDR-TB among frequent travelers [<xref ref-type="bibr" rid="pone.0236250.ref017">17</xref>]. Crowding, proximity to the index case and longer duration of exposure can amplify the risk of transmission in such settings. Furthermore, generally people from the low-income groups who cannot afford to own cars may be the ones using public transport, and these individuals are also more likely to have TB/MDR-TB [<xref ref-type="bibr" rid="pone.0236250.ref019">19</xref>, <xref ref-type="bibr" rid="pone.0236250.ref022">22</xref>, <xref ref-type="bibr" rid="pone.0236250.ref025">25</xref>]. Those in the lower socioeconomic group also have low education and poor housing conditions and may be unemployed that exacerbates their MDR-TB risk [<xref ref-type="bibr" rid="pone.0236250.ref015">15</xref>, <xref ref-type="bibr" rid="pone.0236250.ref025">25</xref>]. Developing partnership with public transport providers aimed to raise awareness on infection control and motivate referral of symptomatic individuals may reinforce early case detection efforts.</p>
<p>Our analysis also revealed that those who slept for less than 8 hours a day were more likely to have MDR-TB. In contrast, the association was not robust in a few studies [<xref ref-type="bibr" rid="pone.0236250.ref025">25</xref>, <xref ref-type="bibr" rid="pone.0236250.ref026">26</xref>]. A prolonged period of inadequate sleep can lead to chronic stress, which in turn affects the immunity through upregulation of stress hormones and downregulation of immunity. The dysregulation of body physiological system perpetuated by exposure to stressors and unhealthy behaviors including poor sleep also called “allostatic load,” can also expedite the development of chronic diseases [<xref ref-type="bibr" rid="pone.0236250.ref027">27</xref>, <xref ref-type="bibr" rid="pone.0236250.ref028">28</xref>], that in turn can potentially increase susceptibility to TB through immune system impairment. This may partly help explain the association between sleep and MDR-TB. Studies have also shown that those with MDR-TB were more likely to endure life pressure or stress and have poor mental health [<xref ref-type="bibr" rid="pone.0236250.ref026">26</xref>, <xref ref-type="bibr" rid="pone.0236250.ref029">29</xref>]. It is possible that patients may experience sleep difficult due to the physical and psychological trauma and social stressors associated with MDR-TB [<xref ref-type="bibr" rid="pone.0236250.ref029">29</xref>]. The relationship between sleep and MDR-TB warrants further investigation with better study design and data.</p>
<p>The results also showed having a greater number of rooms to be marginally associated with MDR-TB. The greater number of rooms among those with larger family size in this study sample can be a possible explanation for this finding. The proportion of having more than three rooms were 47.1%,47.6% and 40.3% among those with 3, 3–5 and more than 5 family members respectively in this study sample. Greater family size and household crowding has been shown to be associated with TB risk [<xref ref-type="bibr" rid="pone.0236250.ref030">30</xref>, <xref ref-type="bibr" rid="pone.0236250.ref031">31</xref>]. Larger family size may have increased contacts among the household members, including with index cases, resulting in a higher propensity of exposure and transmission. Although, these findings, including for sleep duration seems plausible, they may also be statistical artefacts representing other correlated factors.</p>
<p>The absence of strong statistical associations for other factors, however, does not mean that they are not important. Variations in the epidemiology of MDR-TB and these factors may have led to the non-robust association. Besides, the small sample might have also reduced the power of the study to detect significant associations. Furthermore, the influence of factors such as social support and connectedness, substance abuse [<xref ref-type="bibr" rid="pone.0236250.ref032">32</xref>], mental health [<xref ref-type="bibr" rid="pone.0236250.ref022">22</xref>], HIV status [<xref ref-type="bibr" rid="pone.0236250.ref020">20</xref>, <xref ref-type="bibr" rid="pone.0236250.ref032">32</xref>], clinical and laboratory manifestation of TB (such as quantity of bacilli in sputum smear/ smear positivity during course of treatment, lung cavity features, pleural effusion) [<xref ref-type="bibr" rid="pone.0236250.ref016">16</xref>, <xref ref-type="bibr" rid="pone.0236250.ref021">21</xref>] were not assessed in our study. Future studies need to consider these factors to gain a deeper understanding of the factors influencing MDR-TB in Bhutan.</p>
<sec id="sec015">
<title>Strengths and limitations</title>
<p>The strengths of the study were the inclusion of a majority (around 78%) of the total MDR-TB cases on treatment during the study period. Thus, the findings are widely applicable and can inform policy interventions that may help curb the rising burden of MDR-TB in Bhutan. We also assessed a wide range of plausible factors, and the results can be a good addition to the body of evidence on the risk factors of MDR-TB. This study also had some limitations, including those inherent to case-control designs. First, the findings are prone to recall bias that could have potentially reduced the strength of association since most of the information obtained was of exposure that occurred prior to illness. Second, the inability to blind the interviewers who were also health workers could have biased the results to some extent. Although the effect may be trivial, those patients who could not be interviewed could be different from the participants. Since this study used an unmatched design, the confounding effect of some factors cannot be ruled out. Finally, we were not able to identify adequate controls that might have potentially reduced the power to detect the effect of some risk factors.</p>
</sec>
</sec>
<sec id="sec016" sec-type="conclusions">
<title>Conclusions</title>
<p>This nationwide case-control study revealed previous TB treatment, use of public transport for travelling, inadequate sleep, and number of rooms to be associated with a higher risk of having MDR-TB. The findings suggest that identifying the source of infection through early case detection and effective management of drug-susceptible cases, implementing strategies to enhance adherence and improve infection control are essential in halting and reducing the rising MDR-TB burden.</p>
</sec>
<sec id="sec017">
<title>Supporting information</title>
<supplementary-material id="pone.0236250.s001" mimetype="application/pdf" position="float" xlink:href="info:doi/10.1371/journal.pone.0236250.s001" xlink:type="simple">
<label>S1 File</label>
<caption>
<title>Questionnaire.</title>
<p>(PDF)</p>
</caption>
</supplementary-material>
</sec>
</body>
<back>
<ack>
<p>We would like to express our gratitude to Mr. Tsheten for his help in training the interviewers and supervising the data collection. We also thank Mr. Gembo Dorji, Mr. Jamyang Choeda, Mr. Tshering Samdrup, and Mr. Ugyen Jamtso for their help in data collection and compilation. Our thanks go to all district health colleagues of TB centers who rendered their support during data collection. We thank all the participants of the study.</p>
</ack>
<ref-list>
<title>References</title>
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