Observational studyThe Lancet. Respiratory medicine2015
Sputum culture conversion as a prognostic marker for end-of-treatment outcome in patients with multidrug-resistant tuberculosis: a secondary analysis of data from two observational cohort studies.
Observational study in The Lancet. Respiratory medicine, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 93 papers, 2 of them syntheses that pooled it.
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Who cites it
93 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Improving Quality of Patient Data for Treatment of Multidrug- or Rifampin-Resistant Tuberculosis.Emerging infectious diseases · 2020Guideline
- Pooled it
- Oral Regimens for Rifampin-Resistant, Fluoroquinolone-Susceptible Tuberculosis.The New England journal of medicine · 2025Trial
- A pharmacometric multistate model for predicting long-term treatment outcomes of patients with pulmonary TB.The Journal of antimicrobial chemotherapy · 2024Trial
- A highly effective and inexpensive standardized treatment of multidrug-resistant tuberculosis: a multicenter prospective study in China.BMC infectious diseases · 2021Trial
- Evaluation of six months sputum culture conversion as a surrogate endpoint in a multidrug resistant-tuberculosis trial.PloS one · 2018Trial
- Efficacy and Safety of Mycobacterium indicus pranii as an adjunct therapy in Category II pulmonary tuberculosis in a randomized trial.Scientific reports · 2017Trial
- New Strategies in Tuberculosis Prediction: TB-CAST, an Explainable Baseline Score for Two-Month Sputum Culture Positivity.Life (Basel, Switzerland) · 2026Article
- Comparison of three linezolid management strategies for peripheral neuropathy in multidrug- or rifampicin-resistant tuberculosis treatment: a target trial emulation.Clinical infectious diseases : an official publication of the Infectious Diseases Society of America · 2026Article
- Comparison of three linezolid management strategies for peripheral neuropathy in multidrug- or rifampicin-resistant tuberculosis treatment: a target trial emulation.medRxiv : the preprint server for health sciences · 2026Article
- Convolutional neural networks quantify antibiotic resistance in Mycobacterium tuberculosis with diagnostic grade accuracy and predict treatment response.Nature communications · 2026Article
- Article
- Glucose driven bacterial persistence in extensively drug-resistant tuberculosis with diabetes.Frontiers in public health · 2026Article
- Beyond culturability: VBNC-like and differentially culturableFrontiers in cellular and infection microbiology · 2026Review
- Time to sputum culture conversion and associated factors in multidrug-resistant tuberculosis patients in Southwestern Oromia, Ethiopia: a ten-year retrospective follow-up study.BMC pulmonary medicine · 2025Article
- Clinical Implications of Time to Culture Conversion inOpen forum infectious diseases · 2025Article
- Using Machine Learning Methods to Predict Early Treatment Outcomes for Multidrug-Resistant or Rifampicin-Resistant Tuberculosis to Enhance Patient Cure Rates: Development and Validation of Multiple Models.Journal of medical Internet research · 2025Article
- Evaluation of the PATHFAST TB LAM Ag assay as a treatment monitoring tool for pulmonary tuberculosis in Nairobi, Kenya.Tropical medicine and health · 2025Article
- Unravelling the transcriptome of the human tuberculosis lesion and its clinical implications.Nature communications · 2025Article
- Sputum culture conversion and its predictors among drug-resistant pulmonary tuberculosis patients in eastern Ethiopia.International health · 2025Article
33 more citing papers are in PubMed but not listed here.
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36 authors.
Funding
Abstract
backgroundSputum culture conversion is often used as an early microbiological endpoint in phase 2 clinical trials of tuberculosis treatment on the basis of its assumed predictive value for end-of-treatment outcome, particularly in patients with drug-susceptible tuberculosis. We aimed to assess the validity of sputum culture conversion on solid media at varying timepoints, and the time to conversion, as prognostic markers for end-of-treatment outcome in patients with multidrug-resistant (MDR) tuberculosis.
methodsWe analysed data from two large cohort studies of patients with MDR tuberculosis. We defined sputum culture conversion as two or more consecutive negative cultures from sputum samples obtained at least 30 days apart. To estimate the association of 2 month and 6 month conversion with successful treatment outcome, we calculated odds ratios (ORs) and 95% CIs with random-effects multivariable logistic regression. We calculated predictive values with bivariate random-effects generalised linear mixed modelling.
findingsWe assessed data for 1712 patients who had treatment success, treatment failure, or who died. Among patients with treatment success, median time to sputum culture conversion was significantly shorter than in those who had poor outcomes (2 months [IQR 1-3] vs 7 months [3 to ≥24]; log-rank p<0·0001). Furthermore, conversion status at 6 months (adjusted OR 14·07 [95% CI 10·05-19·71]) was significantly associated with treatment success compared with failure or death. Sputum culture conversion status at 2 months was significantly associated with treatment success only in patients who were HIV negative (adjusted OR 4·12 [95% CI 2·25-7·54]) or who had unknown HIV infection (3·59 [1·96-6·58]), but not in those who were HIV positive (0·38 [0·12-1·18]). Thus, the overall association of sputum culture conversion with a successful outcome was substantially greater at 6 months than at 2 months. 2 month conversion had low sensitivity (27·3% [95% confidence limit 16·6-41·4]) and high specificity (89·8% [82·3-94·4]) for prediction of treatment success. Conversely, 6 month sputum culture conversion status had high sensitivity (91·8% [85·9-95·4]), but moderate specificity (57·8% [42·5-71·6]). The maximum combined sensitivity and specificity for sputum culture conversion was reached between month 6 and month 10 of treatment.
interpretationTime to sputum culture conversion, conversion status at 6 months, and conversion status at 2 months in patients without known HIV infection can be considered as proxy markers of end-of-treatment outcome in patients with MDR tuberculosis, although the overall association with treatment success is substantially stronger for 6 month than for 2 month conversion status. Investigators should consider these results regarding the validity of sputum culture conversion at various timepoints as an early predictor of treatment efficacy when designing phase 2 studies before investing substantial resources in large, long-term, phase 3 trials of new treatments for MDR tuberculosis.
fundingUS Agency for International Development, US Centers for Disease Control and Prevention, Division of Intramural Research of the US National Institute of Allergy and Infectious Diseases, Korea Centers for Disease Control and Prevention.
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