TB Research

Predicting Treatment Outcomes in MDR-TB: Comparing Electronic and Self-Reported Adherence Measures for Bedaquiline

Máire O'Donnell, Allison Wolf, Kevin Guzman, Rubeshan Perumal

American Journal of Respiratory and Critical Care Medicine · 2025-05

Abstract

Abstract Rationale Emergent drug-resistance to bedaquiline, novel antimycobacterial for treatment of multi-drug resistant tuberculosis, has highlighted the need to improve adherence support measures. Self-report is a commonly used method of medication adherence monitoring in both the research and clinical settings. Electronic dose monitoring (EDM) devices have been increasingly used to monitor adherence in real-time. EDM methods may be less subject to recall and social-desirability bias, but increase costs. The purpose of this analysis is to evaluate the accuracy and utility of self-report measures compared to an EDM device (Wisepill RT 2000) for measuring medication adherence to bedaquiline and the association of adherence with clinical outcomes. Methods Participants were enrolled from 2016-2018 into a prospective observational cohort study of patients co-infected with drug-resistant tuberculosis (DR-TB) and HIV on ART (the PRAXIS study, NCT03162107, NCT04032730) in Durban, KwaZulu Natal, South Africa and were initiating a bedaquiline-containing medication regimen. Pill-to-pill medication adherence was measured continuously using the Wisepill EDM device and by self-report at clinical visits, months 1-6. Monthly self-report data was calculated using the validated 3-item Wilson scoring tool of 30-day recall. Both EDM and self-report data is reported as a cumulative 6-month score. Negative clinical outcomes were defined as either treatment failure, death, or loss-to-retention-in-care. Results Of 283 enrolled patients, 282 provided EDM bedaquiline adherence data. Cumulative 6-month adherence was linearly associated with the proportion of negative end-of-treatment outcomes by both EDM monitoring (p<0.0001) and self-report (p=0.0002) (Figure 1, panels A and B). When controlling for age and gender, the odds of a negative outcome decreased by 8% for each percentage increase in self-reported Wilson score (p=0.0004), and the odds of a negative outcome decreased by 5.5% for each percentage increase in EDM monitored adherence (p<0.0001). The performance of each adherence measurement method for predicting outcomes improved across the study period; the AUC increased from 0.542 to 0.741 for EDM-measured adherence and 0.565 to 0.688 for self-report (Figure 1, panels C and D) from month 1 to 6, cumulatively. Conclusions The linear association between bedaquiline adherence and treatment outcomes suggests that each additional dose taken as prescribed significantly improves the probability of a positive outcome, which underscores the importance for accurate adherence monitoring. Both EDM monitoring and self-report as a cumulative 6-month adherence score significantly predicted outcomes, but further exploration of both tools is required to optimize sensitivity and specificity to correctly identify patients at risk for negative treatment outcomes.

MeSH terms

  • Medicine
  • Bedaquiline
  • Medication adherence
  • Intensive care medicine
  • Tuberculosis
  • Tb treatment