ArticleBMC public health2014
Pharmacy refill adherence outperforms self-reported methods in predicting HIV therapy outcome in resource-limited settings.
Article in BMC public health, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05291026 (Evaluation of mHealth Intervention to Improve Medication Adherence in Type 2 Diabetes in Nigeria), which is not on this map. Cited by 66 papers, 7 of them syntheses that pooled it.
What it found
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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.
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.
Evaluation of mHealth Intervention to Improve Medication Adherence in Type 2 Diabetes in Nigeria: a Randomized Controlled Trial
Who cites it
66 citing papers in PubMed, 7 syntheses or guidelines pooled it.
- Adherence to biologics in patients with inflammatory bowel disease: a systematic review and meta-analysis.International journal of clinical pharmacy · 2026Pooled it
- Accuracy of measures for antiretroviral adherence in people living with HIV.The Cochrane database of systematic reviews · 2022Pooled it
- Interventions to Improve Adherence to Antiretroviral Therapy (ART) in Sub-Saharan Africa: An Updated Systematic Review.International journal of environmental research and public health · 2021Pooled it
- Psychosocial interventions enhance HIV medication adherence: A systematic review and meta-analysis.Journal of health psychology · 2020Pooled it
- Refill Adherence Measures and Its Association with Economic, Clinical, and Humanistic Outcomes Among Pediatric Patients: A Systematic Review.International journal of environmental research and public health · 2020Pooled it
- Artificial Intelligence in Pharmacoepidemiology: A Systematic Review. Part 1-Overview of Knowledge Discovery Techniques in Artificial Intelligence.Frontiers in pharmacology · 2020Pooled it
- Electronic Health Interventions to Improve Adherence to Antiretroviral Therapy in People Living With HIV: Systematic Review and Meta-Analysis.JMIR mHealth and uHealth · 2019Pooled it
- Examining the Accuracy of Self-Reported Antiretroviral Therapy Adherence Using a Visual Analog Scale Among Opioid-Dependent People Living with HIV.AIDS and behavior · 2024Trial
- Trial
- Effect of coadministration of omega-3 fatty acids with glimepiride on glycemic control, lipid profile, irisin, and sirtuin-1 in type 2 diabetes mellitus patients: a randomized controlled trial.BMC endocrine disorders · 2023Trial
- Predicting viral load suppression by self-reported adherence, pharmacy refill counts and real time medication monitoring among people living with HIV in Tanzania.AIDS research and therapy · 2022Trial
- Omega 3 fatty acids effect on the vascular calcification biomarkers fetuin A and osteoprotegerin in hemodialysis patients.Clinical and experimental medicine · 2022Trial
- Treatment of chronic hepatitis B in sub-Saharan Africa: 1-year results of a pilot program in Ethiopia.BMC medicine · 2018Trial
- Feasibility, acceptability and validity of electronic adherence monitoring among adolescents in Zimbabwe: a mixed methods study.BMC global and public health · 2026Article
- Article
- Tracking viral control in adolescents on antiretroviral therapy in Lusaka, Zambia: A retrospective cohort analysis.Southern African journal of HIV medicine · 2025Article
- Predictors of Medication Non-Adherence Among Hepatitis B Patients in South Sudan: A Health-Facility-Based Cross-Sectional Study.Patient preference and adherence · 2025Article
- Clinical Implementation of the Hill-Bone Compliance to High Blood Pressure Therapy Scale: Antihypertensive Adherence Assessment in a Romanian Cardiology Outpatient Center.Patient preference and adherence · 2025Article
- Impact of enhanced adherence counselling on viral re-suppression among adolescents and young persons with persistent viremia.AIDS (London, England) · 2024Article
- Article
6 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
9 authors.
Funding
Abstract
backgroundOptimal adherence to antiretroviral therapy is critical to prevent HIV drug resistance (HIVDR) epidemic. The objective of the study was to investigate the best performing adherence assessment method for predicting virological failure in resource-limited settings (RLS).
methodThis study was a single-centre prospective cohort, enrolling 220 HIV-infected adult patients attending an HIV/AIDS Care and Treatment Centre in Dar es Salaam, Tanzania, in 2010. Pharmacy refill, self-report (via visual analog scale [VAS] and the Swiss HIV Cohort study-adherence questionnaire), pill count, and appointment keeping adherence measurements were taken. Univariate logistic regression (LR) was done to explore a cut-off that gives a better trade-off between sensitivity and specificity, and a higher area under the curve (AUC) based on receiver operating characteristic curve in predicting virological failure. Additionally, the adherence models were evaluated by fitting multivariate LR with stepwise functions, decision trees, and random forests models, assessing 10-fold multiple cross validation (MCV). Patient factors associated with virological failure were determined using LR.
resultsViral load measurements at baseline and one year after recruitment were available for 162 patients, of whom 55 (34%) had detectable viral load and 17 (10.5%) had immunological failure at one year after recruitment. The optimal cut-off points significantly predictive of virological failure were 95%, 80%, 95% and 90% for VAS, appointment keeping, pharmacy refill, and pill count adherence respectively. The AUC for these methods ranged from 0.52 to 0.61, with pharmacy refill giving the best performance at AUC 0.61. Multivariate logistic regression with boost stepwise MCV had higher AUC (0.64) compared to all univariate adherence models, except pharmacy refill adherence univariate model, which was comparable to the multivariate model (AUC = 0.64). Decision trees and random forests models were inferior to boost stepwise model. Pharmacy refill adherence (<95%) emerged as the best method for predicting virological failure. Other significant predictors in multivariate LR were having a baseline CD4 T lymphocytes count < 200 cells/μl, being unable to recall the diagnosis date, and a higher weight.
conclusionPharmacy refill has the potential to predict virological failure and to identify patients to be considered for viral load monitoring and HIVDR testing in RLS.
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