ArticleScientific reports2019
Whole genome sequencing of drug resistant Mycobacterium tuberculosis isolates from a high burden tuberculosis region of North West Pakistan.
Article in Scientific reports, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers, 1 of them a synthesis that pooled it.
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Who cites it
25 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Distribution of Mycobacterium Tuberculosis Lineages and Sublineages by Drug Profile in Ethiopia: A Systematic Review and Meta-Analysis.Journal of epidemiology and global health · 2025Pooled it
- Genetic Characterization of First-Line Drug-Resistance Mutations in Multidrug-ResistantPathogens (Basel, Switzerland) · 2026Article
- Predicting isoniazid resistance inJournal of clinical microbiology · 2026Article
- Machine learning-based analysis of drug resistance mutations in Mycobacterium tuberculosis.PloS one · 2026Article
- Whole genome sequencing for tuberculosis disease species identification, lineage determination, and drug resistance detection in Kashgar prefecture, China.BMC infectious diseases · 2025Article
- Whole-genome sequencing for analyzing the transmission characteristics of drug-resistant Mycobacterium tuberculosis in Ganzhou, China.BMC infectious diseases · 2025Article
- Investigation of bedaquiline heteroresistance amongMicrobiology spectrum · 2025Article
- L-DNA-Based Melt Analysis Enables Within-Sample Validation of PCR Products.Analytical chemistry · 2024Article
- Whole-genome sequencing-based genetic diversity, transmission dynamics, and drug-resistant mutations inFrontiers in public health · 2024Article
- Surveillance of fluoroquinolones resistance in rifampicin-susceptible tuberculosis in eastern China with whole-genome sequencing-based approach.Frontiers in microbiology · 2024Article
- Molecular epidemiology and transmission dynamics of multi-drug resistant tuberculosis strains using whole genome sequencing in the Amhara region, Ethiopia.BMC genomics · 2023Article
- High clustering rate and genotypic drug-susceptibility screening for the newly recommended anti-tuberculosis drugs among global extensively drug-resistantEmerging microbes & infections · 2022Article
- Detection and characterization of mutations in genes related to isoniazid resistance in Mycobacterium tuberculosis clinical isolates from Iran.Molecular biology reports · 2022Article
- Review on Bovine Tuberculosis: An Emerging Disease Associated with Multidrug-ResistantPathogens (Basel, Switzerland) · 2022Review
- Characterisation of drug-resistant Mycobacterium tuberculosis mutations and transmission in Pakistan.Scientific reports · 2022Article
- Whole genome sequencing of multidrug-resistant Mycobacterium tuberculosis isolates collected in the Czech Republic, 2005-2020.Scientific reports · 2022Article
- Deciphering Isoniazid Drug Resistance Mechanisms on DimericACS omega · 2022Article
- Distribution and identification of Mycobacterium tuberculosis lineage in Kashgar prefecture.BMC infectious diseases · 2022Article
- Evaluation of whole-genome sequence to predict drug resistance of nine anti-Frontiers in public health · 2022Article
- Whole genome sequencing reveals large deletions and other loss of function mutations inMicrobial genomics · 2021Article
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12 authors.
Funding
Abstract
Tuberculosis (TB), caused by Mycobacterium tuberculosis bacteria, is a leading infectious cause of mortality worldwide, including in Pakistan. Drug resistant M. tuberculosis is an emerging threat for TB control, making it important to detect the underlying genetic mutations, and thereby inform treatment decision making and prevent transmission. Whole genome sequencing has emerged as the new diagnostic to reliably predict drug resistance within a clinically relevant time frame, and its deployment will have the greatest impact on TB control in highly endemic regions. To evaluate the mutations leading to drug resistance and to assess for evidence of the transmission of resistant strains, 81 M. tuberculosis samples from Khyber Pakhtunkhwa province (North West Pakistan) were subjected to whole genome sequencing and standard drug susceptibility testing for eleven anti-TB drugs. We found the majority of M. tuberculosis isolates were the CAS/Delhi strain-type (lineage 3; n = 57; 70.4%) and multi-drug resistant (MDR; n = 62; 76.5%). The most frequent resistance mutations were observed in the katG and rpoB genes, conferring resistance to isoniazid and rifampicin respectively. Mutations were also observed in genes conferring resistance to other first and second-line drugs, including in pncA (pyrazinamide), embB (ethambutol), gyrA (fluoroquinolones), rrs (aminoglycosides), rpsL, rrs and giB (streptomycin) loci. Whilst the majority of mutations have been reported in global datasets, we describe unreported putative resistance markers in katG, ethA (ethionamide), gyrA and gyrB (fluoroquinolones), and pncA. Analysis of the mutations revealed that acquisition of rifampicin resistance often preceded isoniazid in our isolates. We also observed a high proportion (17.6%) of pre-MDR isolates with fluoroquinolone resistance markers, potentially due to unregulated anti-TB drug use. Our isolates were compared to previously sequenced strains from Pakistan in a combined phylogenetic tree analysis. The presence of lineage 2 was only observed in our isolates. Using a cut-off of less than ten genome-wide mutation differences between isolates, a transmission analysis revealed 18 M. tuberculosis isolates clustering within eight networks, thereby providing evidence of drug-resistant TB transmission in the Khyber Pakhtunkhwa province. Overall, we have demonstrated that drug-resistant TB isolates are circulating and transmitted in North West Pakistan. Further, we have shown the usefulness of whole genome sequencing as a diagnostic tool for characterizing M. tuberculosis isolates, which will assist future epidemiological studies and disease control activities in Pakistan.
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