A Multi-Country Evaluation of Patient Preferences for Tuberculosis Diagnostics: A Discrete Choice Experiment to Inform WHO Target Product Profiles
Shah, K.; Nalugwa, T.; Marcelo, D. B.; Nakawunde, R.; Trinh, T.; Shankar, D.; Van Luong, D.; Theron, G.; Worodria, W.; del Mar Castro, M.; Nahid, P.; Denkinger, C.; Cattamanchi, A.; Yu, C.; Kerkhoff, A.
Show abstract
BackgroundRecognizing new and improved diagnostics as a key step to reducing the global tuberculosis (TB) burden, the World Health Organization (WHO) publishes target product profiles (TPPs) to guide development of novel TB diagnostics; however, TPPs have not included the preferences of people undergoing TB testing. Understanding their preferences is crucial for optimizing the acceptability and uptake of TB diagnostic services. Design/methodsWe conducted a discrete choice experiment (DCE) among adults with presumptive or microbiologically confirmed TB in 5 countries (Philippines, Vietnam, South Africa, Uganda, and India). The DCE evaluated preferences for 5 TB diagnostic test attributes (sample type, accuracy, cost, location, time to result) with 3-4 levels per attribute. We estimated mean preference weights for attribute levels using Hierarchical Bayesian models and conducted willingness-to-trade analyses for preferred test features. ResultsAmong 1,033 participants (median age 43 years, Interquartile Range: 30-55), 52% were female, 10% had HIV, 14% had diabetes, 36% had current or prior TB), the most strongly valued test features were free cost, high diagnostic accuracy, and rapid (within 15 minutes) result availability. Among less valued attributes, facility-based testing (location) and sputum (sample type) were most preferred. The relative importance of attributes and their levels differed by country. In willingness-to-trade simulations, participants in each country were willing to trade 10-20% lower accuracy for the availability of rapid tests but were unwilling to trade accuracy for alternative sample types (e.g., tongue-swab, urine, blood) or testing locations (e.g., home- or community-based); participants in India and Vietnam were willing to pay $3.20 and $4.00 USD, respectively, for tests with rapid results. ConclusionsPersons accessing TB services in five high-burden countries universally value free cost, high diagnostic accuracy, and rapid result availability. However, many were willing to accept lower test accuracy and some were willing to incur small out-of-pocket costs to access rapid tests. To align with preferences of TB-affected communities, future TPP updates and new test development should prioritize rapid results while maintaining high accuracy and minimizing costs.
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Treatment preferences among people at risk of developing tuberculosis: a discrete choice experiment 96%
- Evaluating the health impact, health-system costs and cost-effectiveness of using TrueNat on stool samples compared to usual care for the diagnosis of paediatric tuberculosis in primary care settings: a modelling analysis 95%
- Prioritizing countries for TB vaccine readiness research using a global stakeholder-centric approach 95%
Similar papers in this journal
- Modelling the effect of infection prevention and control measures on rate of Mycobacterium tuberculosis transmission to clinic attendees in primary health clinics in South Africa 94%
- Implementation outcomes of tuberculosis digital adherence technologies: a scoping review using the RE-AIM framework 94%
- Contextual factors influencing implementation of tuberculosis digital adherence technologies: a scoping review guided by the RE-AIM framework 94%
Similar papers in this journal
- Tuberculosis services delivery challenges and their mitigations during the COVID-19 pandemic in Tanzania: A qualitative study 95%
- Pre-diagnostic loss to follow-up in an active case-finding TB program: a mixed-methods study from rural Bihar, India 94%
- Protocol for an interdisciplinary cross-sectional study investigating the social, biological and community-level drivers of antimicrobial resistance (AMR): Holistic Approach to Unravelling Antibiotic Resistance in East Africa (HATUA) 93%
Similar papers in this journal
- Implementation, feasibility, and acceptability of 99DOTS-based supervision of treatment for drug-susceptible TB in Uganda 96%
- Impact of a pilot mHealth intervention on treatment outcomes of TB patients seeking care in the private sector using Propensity Scores Matching – Evidence collated from New Delhi, India 94%
- Improving outcomes for children with malaria, diarrhoea and pneumonia in Mozambique through the inSCALE technology innovation: A cluster randomised controlled trial 92%
Similar papers in this journal
- Outcomes of Isoniazid Preventive Therapy among people living with HIV in Kenya: A retrospective study of routine health care data 95%
- Adherence trajectory as an on-treatment risk indicator among drug-resistant TB patients in the Philippines 94%
- A Yield And Cost Comparison Of TB Contact Investigation And Intensified Case Finding In Uganda 94%
"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.