Estimating optimal therapeutic drug levels of anti-tuberculosis medications based on treatment safety and effectiveness
Amorim, G.; Haas, D. W.; Cordeiro-Santos, M.; Kritski, A. L.; Cruvinel Figueiredo, M.; Staats, C.; Hachey, B. C.; Turner, M.; Andrade, B. B.; Rolla, V. C.; Sterling, T. R.; Regional Prospective Observational Research in Tuberculosis (RePORT)-Brazil network,
Show abstract
BackgroundTherapeutic drug ranges (TDR) for standard anti-tuberculosis (TB) treatment have been determined based on expected drug levels at least 2 hours after taking the dose. In this study we constructed TDR for TB drug levels based on minimizing drug toxicity and maximizing treatment effectiveness. MethodsParticipants were followed prospectively in the Regional Prospective Observational Research in Tuberculosis (RePORT)-Brazil observational cohort study. We focused on participants with culture-confirmed drug-susceptible pulmonary TB who underwent standard TB therapy. TDR were estimated for each TB drug separately: isoniazid (INH), rifampin (RIF), ethambutol (EMB), and pyrazinamide (PZA). TDR were defined as drug concentrations that were both safe and effective: safety was defined as the probability of having an ADR of at most 5%, while effectiveness was defined as a probability of at least 95% of not having either TB treatment failure or recurrence. ResultsThere were 765 plasma samples from 448 patients; 110 (24.6%) were people with HIV, 9 (2.0%) had a grade 3 or higher ADR, and 15 (3.3%) had treatment failure/recurrence. Higher drug concentrations of INH, RIF and EMB were associated with increased odds of having ADR. High concentrations of INH suggested protection against treatment failure/recurrence. Estimated therapeutic drug range for INH (2.3-8.2 {micro}g/ml) and for RIF (0.5-7.5 {micro}g/ml) differed from the currently recommended drug ranges (3-5 {micro}g/ml and 8-24 {micro}g/ml, respectively). Estimates for PZA and EMB were similar to the currently recommended values. ConclusionsOur estimated upper end TDR were higher for INH and lower for RIF compared to currently recommended ranges.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Model-Based Meta-Analysis of Relapsing Mouse Model Studies from the Critical Path to Tuberculosis Drug Regimens Initiative Database 96%
- Plasma pharmacokinetics of high dose oral versus intravenous rifampicin in patients with tuberculous meningitis: a randomized controlled trial 95%
- GSK2556286 is a novel antitubercular drug candidate effective in vivo with the potential to shorten tuberculosis treatment 95%
Similar papers in this journal
- Adverse Drug Reactions in Tuberculosis Treatment: Incidence, Reporting and Outcomes; Insights from a Mixed-Methods study across eight Indian cities 94%
- Treatment preferences among people at risk of developing tuberculosis: a discrete choice experiment 93%
- Effect of the COVID-19 pandemic on drug-resistant tuberculosis treatment outcomes at a national referral hospital in Sierra Leone, 2017 to 2022: a retrospective study 92%
Similar papers in this journal
- Understanding non-adherence to tuberculosis medications in India using urine drug metabolite testing: a cohort study 94%
- Adverse events reported during weekly isoniazid-rifapentine (3HP) tuberculosis preventive treatment among people living with HIV in Uganda 93%
- Potential Utility of C-reactive Protein for Tuberculosis Risk Stratification among Patients with Non-Meningitic Symptoms at HIV Diagnosis in Low- and Middle-Income Countries 93%
Similar papers in this journal
- Analysis of time-to-positivity data in tuberculosis treatment studies: Identifying a new limit of quantification 97%
- Hydroxychloroquine and Azithromycin as a treatment of COVID-19: preliminary results of an open-label non-randomized clinical trial 91%
- Meta-analysis on Plasmodium falciparum sulfadoxine-pyrimethamine resistance-conferring mutations in India identifies hot spots for genetic surveillance 91%
Similar papers in this journal
- Adherence trajectory as an on-treatment risk indicator among drug-resistant TB patients in the Philippines 95%
- A Bayesian approach to estimate the probability of resistance to bedaquiline in the presence of a genomic variant 93%
- Treatment for radiographically active, sputum culture-negative pulmonary tuberculosis: a systematic review and meta-analysis 93%
"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.