Nature Communications · 2024 · 45 citations · 49 references
Life SciencesGeneticsMolecular GeneticsGenomicsMedical GeneticsTuberculosis ControlAntibiotic ResistanceAntibiotic Resistance GeneticsAntimicrobial Resistance GenomicsDrug Resistance GenomicsResistance Gene DiscoveryResistance GenesAntibiotic Resistance GenesDrug Resistance TestingDrug Susceptibility AssaysMolecular Drug Susceptibility TestingMycobacterium Tuberculosis InfectionPhenotypic Drug Susceptibility TestingTuberculosis Drug ResistanceUniversal Drug Susceptibility Testing
The World Health Organization has a goal of universal drug susceptibility testing for patients with tuberculosis. However, molecular diagnostics to date have focused largely on first-line drugs and predicting susceptibilities in a binary manner (classifying strains as either susceptible or resistant). Here, we used a multivariable linear mixed model alongside whole genome sequencing and a quantitative microtiter plate assay to relate genomic mutations to minimum inhibitory concentration (MIC) in 15,211 Mycobacterium tuberculosis clinical isolates from 23 countries across five continents. We identified 492 unique MIC-elevating variants across 13 drugs, as well as 91 mutations likely linked to hypersensitivity. Our results advance genetics-based diagnostics for tuberculosis and serve as a curated training/testing dataset for development of drug resistance prediction algorithms.
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Thomas A. Kohl, Shaheed Vally Omar, Jessica Hedge et al. · The Lancet Infectious Diseases · 2015 · 693 citations · Full text