ArticlePLoS medicine2017
Estimating the impact of antiretroviral treatment on adult mortality trends in South Africa: A mathematical modelling study.
Article in PLoS medicine, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 87 papers, 1 of them a synthesis that pooled it.
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Who cites it
87 citing papers in PubMed, 1 synthesis or guideline pooled it, 154 citations in OpenAlex.
- The costs of interventions for type 2 diabetes mellitus, hypertension and cardiovascular disease in South Africa - a systematic literature review.BMC public health · 2022Pooled it
- A community mobilisation intervention to improve engagement in HIV testing, linkage to care, and retention in care in South Africa: a cluster-randomised controlled trial.The lancet. HIV · 2022Trial
- Undetectable = Untransmittable (U = U) Messaging Increases Uptake of HIV Testing Among Men: Results from a Pilot Cluster Randomized Trial.AIDS and behavior · 2021Trial
- Twenty-four-month outcomes from a cluster-randomized controlled trial of extending antiretroviral therapy refills in ART adherence clubs.Journal of the International AIDS Society · 2020Trial
- HIV diagnosis and treatment status in individuals dying from HIV in Zimbabwe, Malawi, and South Africa: A model comparison analysis.PLoS medicine · 2026Article
- A Preliminary Analysis of Sex-Based Differences in Immune Status, ART Adherence, and Opportunistic Infections Among HIV-Positive Patients in Rural Eastern Cape, South Africa.Tropical medicine and infectious disease · 2026Article
- Frailty, multimorbidity and quality of life in an ageing population in Africa: a cross-sectional, population-based study in rural and urban Rwanda.Family medicine and community health · 2025Article
- Age-specific all-cause mortality rates among adolescents and youth living with and without HIV: Evidence from a cohort study in South Africa.Journal of the International AIDS Society · 2025Article
- Health and well-being of older adults in rural and urban Rwanda: epidemiological findings from a population based cross-sectional study.Journal of global health · 2025Article
- Estimating the burden of mpox among MSM in South Africa.BMJ global health · 2025Article
- Integrated multi-month dispensing for HIV and hypertension in South Africa: A model of epidemiological impact and cost-effectiveness.Journal of the International AIDS Society · 2025Article
- Alcohol restrictions and suicide rates in South Africa during the COVID-19 pandemic: results of a natural experiment.BMJ global health · 2025Article
- Mortality trends and causes of death in a South African hospital complex pre- and during COVID-19.Southern African journal of infectious diseases · 2025Article
- Human Immunodeficiency Virus Risk Perception, Condom Utilization, and Associated Factors Among Youths (15-24 Years of Age) in Gashena Town, Northeast Ethiopia: Community-Based Cross-Sectional Study.AIDS research and treatment · 2025Article
- Trends in continuity of treatment among children and adolescents living with HIV in 14 districts in South Africa from 2018-2023: A retrospective program analysis.IJID regions · 2024Article
- Contextual Factors Influencing Implementation of HIV Treatment Support Strategies for Female Sex Workers Living With HIV in South Africa: A Qualitative Analysis Using the Consolidated Framework for Implementation Research.Journal of acquired immune deficiency syndromes (1999) · 2024Article
- The cost of adding rapid screening for diabetes, hypertension, and COVID-19 to COVID-19 vaccination queues in Johannesburg, South Africa.BMC public health · 2024Article
- Strategies to Close the PrEP Uptake Gap Among Transgender People and Men Who Have Sex with Men in Tshwane, South Africa: Perspectives from the Community.AIDS and behavior · 2024Article
- Attrition Rates in HIV Viral Load Monitoring and Factors Associated With Overdue Testing Among Children Within South Africa's Antiretroviral Treatment Program: Retrospective Descriptive Analysis.JMIR public health and surveillance · 2024Article
- The cyclical cascade of HIV care: Temporal care engagement trends within a population-wide cohort.PLoS medicine · 2024Observational
27 more citing papers are in PubMed but not listed here.
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Authors and funding
7 authors at 3 institutions in 3 countries.
Funding
Abstract
backgroundSubstantial reductions in adult mortality have been observed in South Africa since the mid-2000s, but there has been no formal evaluation of how much of this decline is attributable to the scale-up of antiretroviral treatment (ART), as previous models have not been calibrated to vital registration data. We developed a deterministic mathematical model to simulate the mortality trends that would have been expected in the absence of ART, and with earlier introduction of ART. METHODS AND
findingsModel estimates of mortality rates in ART patients were obtained from the International Epidemiology Databases to Evaluate AIDS-Southern Africa (IeDEA-SA) collaboration. The model was calibrated to HIV prevalence data (1997-2013) and mortality data from the South African vital registration system (1997-2014), using a Bayesian approach. In the 1985-2014 period, 2.70 million adult HIV-related deaths occurred in South Africa. Adult HIV deaths peaked at 231,000 per annum in 2006 and declined to 95,000 in 2014, a reduction of 74.7% (95% CI: 73.3%-76.1%) compared to the scenario without ART. However, HIV mortality in 2014 was estimated to be 69% (95% CI: 46%-97%) higher in 2014 (161,000) if the model was calibrated only to HIV prevalence data. In the 2000-2014 period, the South African ART programme is estimated to have reduced the cumulative number of HIV deaths in adults by 1.72 million (95% CI: 1.58 million-1.84 million) and to have saved 6.15 million life years in adults (95% CI: 5.52 million-6.69 million). This compares with a potential saving of 8.80 million (95% CI: 7.90 million-9.59 million) life years that might have been achieved if South Africa had moved swiftly to implement WHO guidelines (2004-2013) and had achieved high levels of ART uptake in HIV-diagnosed individuals from 2004 onwards. The model is limited by its reliance on all-cause mortality data, given the lack of reliable cause-of-death reporting, and also does not allow for changes over time in tuberculosis control programmes and ART effectiveness.
conclusionsART has had a dramatic impact on adult mortality in South Africa, but delays in the rollout of ART, especially in the early stages of the ART programme, have contributed to substantial loss of life. This is the first study to our knowledge to calibrate a model of ART impact to population-level recorded death data in Africa; models that are not calibrated to population-level death data may overestimate HIV-related mortality.
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