Evidence map›Paper›PMID 37003285›Full record

ArticleThe Lancet. Microbe2023

Bedaquiline and clofazimine resistance in Mycobacterium tuberculosis: an in-vitro and in-silico data analysis.

Lindsay Sonnenkalb, Joshua James Carter, Andrea Spitaleri, Zamin Iqbal, Martin Hunt, Kerri Marie Malone, Christian Utpatel, Daniela Maria Cirillo, Camilla Rodrigues, Kayzad Soli Nilgiriwala and 4 more

Open access · goldAbstract read
In one paragraph

Article in The Lancet. Microbe, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 52 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
52citing papers in PubMed, 2 pooled it
15.0field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

52 citing papers in PubMed, 2 syntheses or guidelines pooled it, 72 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Article
  4. Article
  5. Review
  6. We Are Underprepared for Bedaquiline Resistance: A Call for Clinical and Programmatic Readiness.Clinical infectious diseases : an official publication of the Infectious Diseases Society of America · 2026
    Article
  7. Article
  8. Article
  9. Article
  10. Review
  11. A Case of Transmission of Bedaquiline- and Linezolid-Resistant Tuberculosis.International journal of molecular sciences · 2026
    Article
  12. Article
  13. Article
  14. Frontiers in microbiology · 2026
    Article
  15. A Comprehensive Review of Genetic Mechanisms ofInfection and drug resistance · 2026
    Review
  16. Review
  17. Clinical Characteristics and Drug Resistance Profile ofInfection and drug resistance · 2026
    Article
  18. Article
  19. Article
  20. Hypermutability ofEmerging microbes & infections · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors at 8 institutions in 5 countries.

Lindsay SonnenkalbMolecular and Experimental Mycobacteriology, Research Center Borstel Leibniz Lung Center, Borstel, Germany.
Joshua James CarterMedical Scientist Training Program, Stanford University, Stanford, CA, USA; Nuffield Department of Medicine, University of Oxford, Oxford, UK.
Andrea SpitaleriEmerging Bacterial Pathogens Unit, Division of Immunology, Transplantation and Infectious Diseases, IRCCS San Raffaele Scientific Institute, Milan, Italy; Center for Omics Sciences, IRCCS San Raffaele Scientific Institute, Milan, Italy; Vita-Salute San Raffaele University, Milan, Italy.
Zamin IqbalEuropean Bioinformatics Institute, Cambridge, UK.
Martin HuntEuropean Bioinformatics Institute, Cambridge, UK; Nuffield Department of Medicine, University of Oxford, Oxford, UK.
Kerri Marie MaloneEuropean Bioinformatics Institute, Cambridge, UK.
Christian UtpatelMolecular and Experimental Mycobacteriology, Research Center Borstel Leibniz Lung Center, Borstel, Germany.
Daniela Maria CirilloEmerging Bacterial Pathogens Unit, Division of Immunology, Transplantation and Infectious Diseases, IRCCS San Raffaele Scientific Institute, Milan, Italy.
Camilla RodriguesDepartment of Microbiology, P D Hinduja National Hospital and Medical Research Centre, Mumbai, India.
Kayzad Soli NilgiriwalaTuberculosis Department, The Foundation for Medical Research, Mumbai, India.
Philip William FowlerNuffield Department of Medicine, University of Oxford, Oxford, UK; National Institute of Health Research Oxford Biomedical Research Centre, John Radcliffe Hospital, Oxford, UK.
Matthias MerkerEvolution of the Resistome, Research Center Borstel Leibniz Lung Center, Borstel, Germany; National Reference Center, Research Center Borstel Leibniz Lung Center, Borstel, Germany; German Centre for Infection Research, Partner Site Hamburg-Lübeck-Borstel-Riems, Borstel, Germany.
Stefan NiemannMolecular and Experimental Mycobacteriology, Research Center Borstel Leibniz Lung Center, Borstel, Germany; National Reference Center, Research Center Borstel Leibniz Lung Center, Borstel, Germany; German Centre for Infection Research, Partner Site Hamburg-Lübeck-Borstel-Riems, Borstel, Germany. Electronic address: sniemann@fz-borstel.de.
Comprehensive Resistance Prediction for Tuberculosis: an International Consortium
European Bioinformatics Institute · GBVita-Salute San Raffaele University · ITResearch Center Borstel - Leibniz Lung Center · DEGerman Center for Infection Research · DEFoundation for Medical Research · INP. D. Hinduja Hospital and Medical Research Centre · INUniversity of Oxford · GBJohn Radcliffe Hospital · GB

Funding

Using the Mycobacterium tuberculosis Genome to Predict Tuberculosis Pathology, Drug Resistance Acquisition and Identify Community Transmission SitesR01AI146338 · NIAID · JOHNS HOPKINS UNIVERSITY · PI GILMAN, ROBERT H · 2020 to 2024
$3.3M
Department of HealthNIAID NIH HHS R01 AI146338Wellcome TrustWellcome Trust 200205/Z/15/Z
6 · The paper itself

Abstract

backgroundBedaquiline is a core drug for the treatment of multidrug-resistant tuberculosis; however, the understanding of resistance mechanisms is poor, which is hampering rapid molecular diagnostics. Some bedaquiline-resistant mutants are also cross-resistant to clofazimine. To decipher bedaquiline and clofazimine resistance determinants, we combined experimental evolution, protein modelling, genome sequencing, and phenotypic data.

methodsFor this in-vitro and in-silico data analysis, we used a novel in-vitro evolutionary model using subinhibitory drug concentrations to select bedaquiline-resistant and clofazimine-resistant mutants. We determined bedaquiline and clofazimine minimum inhibitory concentrations and did Illumina and PacBio sequencing to characterise selected mutants and establish a mutation catalogue. This catalogue also includes phenotypic and genotypic data of a global collection of more than 14 000 clinical Mycobacterium tuberculosis complex isolates, and publicly available data. We investigated variants implicated in bedaquiline resistance by protein modelling and dynamic simulations.

findingsWe discerned 265 genomic variants implicated in bedaquiline resistance, with 250 (94%) variants affecting the transcriptional repressor (Rv0678) of the MmpS5-MmpL5 efflux system. We identified 40 new variants in vitro, and a new bedaquiline resistance mechanism caused by a large-scale genomic rearrangement. Additionally, we identified in vitro 15 (7%) of 208 mutations found in clinical bedaquiline-resistant isolates. From our in-vitro work, we detected 14 (16%) of 88 mutations so far identified as being associated with clofazimine resistance and also seen in clinically resistant strains, and catalogued 35 new mutations. Structural modelling of Rv0678 showed four major mechanisms of bedaquiline resistance: impaired DNA binding, reduction in protein stability, disruption of protein dimerisation, and alteration in affinity for its fatty acid ligand.

interpretationOur findings advance the understanding of drug resistance mechanisms in M tuberculosis complex strains. We have established an extended mutation catalogue, comprising variants implicated in resistance and susceptibility to bedaquiline and clofazimine. Our data emphasise that genotypic testing can delineate clinical isolates with borderline phenotypes, which is essential for the design of effective treatments.

fundingLeibniz ScienceCampus Evolutionary Medicine of the Lung, Deutsche Forschungsgemeinschaft, Research Training Group 2501 TransEvo, Rhodes Trust, Stanford University Medical Scientist Training Program, National Institute for Health and Care Research Oxford Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Bill & Melinda Gates Foundation, Wellcome Trust, and Marie Skłodowska-Curie Actions.

Indexed as

ClofazimineMycobacterium tuberculosisAntitubercular AgentsDiarylquinolinesAntitubercular AgentsbedaquilineClofazimineDiarylquinolines

Identifiers

PMID37003285
PMCPMC10156607
OpenAlexW4361195623

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.