Inclusion of minor alleles improves catalogue-based prediction of fluoroquinolone resistance in Mycobacterium tuberculosis
Brankin, A. E.; Fowler, P. W.
Show abstract
SynopsisFluoroquinolone resistance poses a threat to the successful treatment of tuberculosis. Whole genome sequencing (WGS), and the subsequent detection of catalogued resistance-associated mutations, offers an attractive solution to fluoroquinolone susceptibility testing. However, the bioinformatic pipelines used often mask the recognition of minor alleles which are implicated in fluoroquinolone resistance. Using the Comprehensive Resistance Prediction for Tuberculosis: an International Consortiums (CRyPTIC) dataset of globally diverse WGS Mycobacterium tuberculosis isolates, with matched minimum inhibitory concentrations for two fluoroquinolone drugs, we show that detecting minor alleles increased the sensitivity of WGS for moxifloxacin resistance prediction from 85.4% to 94.0%, without significantly reducing specificity. We also found no correlation between the proportion of an M. tuberculosis population containing a resistance-conferring allele and the magnitude of resistance. Together our results highlight the importance of detecting minor resistance conferring alleles when using WGS, or indeed any sequencing-based approach, to diagnose fluoroquinolone resistance.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- An improved catalogue for whole-genome sequencing prediction of bedaquiline resistance in M. tuberculosis using a reproduciblealgorithmic approach. 95%
- Drug resistance prediction for Mycobacterium tuberculosis with reference graphs 94%
- Discordant bioinformatic predictions of antimicrobial resistance from whole-genome sequencing data of bacterial isolates: An inter-laboratory study 94%
Similar papers in this journal
- Subpopulations in clinical samples of M. tuberculosis can give rise to rifampicin resistance and shed light on how resistance is acquired 96%
- A Panel of Diverse Pseudomonas aeruginosa Clinical Isolates for Research and Development 90%
- Tracking Antimicrobial Resistant Organisms Timely (TAROT): A Workflow Validation Study for Successive Core-genome SNP-based Nosocomial Transmission Analysis 90%
Similar papers in this journal
- Heme is crucial for medium-dependent metronidazole resistance in clinical isolates of C. difficile 93%
- Exploring the in-situ evolution of Nitrofurantoin resistance in clinically derived Uropathogenic Escherichia coli isolates. 93%
- Emergence of a cephalosporin reduced susceptible Neisseria gonorrhoeae clone between 2014-2019 in Amsterdam, the Netherlands, revealed by a genomic population analysis 93%
Similar papers in this journal
- A Systematic Review of Mutations Associated with Isoniazid Resistance Points to Lower Diagnostic Sensitivity for Common Mutations and Increased Incidence of Uncommon Mutations in Clinical Strains of Mycobacterium tuberculosis 94%
- Reconciling the potentially irreconcilable? Genotypic and phenotypic amoxicillin-clavulanate resistance in Escherichia coli 93%
- Using the NCBI AMRFinder Tool to Determine Antimicrobial Resistance Genotype-Phenotype Correlations Within a Collection of NARMS Isolates 93%
Similar papers in this journal
- Antimicrobial resistance surveillance: can we estimate resistance in bloodstream infections from other types of specimen? 92%
- Genomic epidemiology of vancomycin resistant Enterococcus faecium (VREfm) in Latin America: Revisiting the global VRE population structure 92%
- A needle in a haystack: metagenomic DNA sequencing to quantify Mycobacterium tuberculosis DNA and diagnose tuberculosis 91%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.