ArticlePLoS medicine2017
Treatment eligibility and retention in clinical HIV care: A regression discontinuity study in South Africa.
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 51 papers, 2 of them syntheses that pooled it.
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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.
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Who cites it
51 citing papers in PubMed, 2 syntheses or guidelines pooled it, 71 citations in OpenAlex.
- HIV patients retention and attrition in care and their determinants in Ethiopia: a systematic review and meta-analysis.BMC infectious diseases · 2020Pooled it
- Why do people living with HIV not initiate treatment? A systematic review of qualitative evidence from low- and middle-income countries.Social science & medicine (1982) · 2018Pooled it
- Retention in care and viral suppression after same-day ART initiation: One-year outcomes of the SLATE I and II individually randomized clinical trials in South Africa.Journal of the International AIDS Society · 2021Trial
- Early access to antiretroviral therapy versus standard of care among HIV-positive participants in Eswatini in the public health sector: the MaxART stepped-wedge randomized controlled trial.Journal of the International AIDS Society · 2020Trial
- A clinical algorithm for same-day HIV treatment initiation in settings with high TB symptom prevalence in South Africa: The SLATE II individually randomized clinical trial.PLoS medicine · 2020Trial
- Regression Discontinuity and Randomized Controlled Trial Estimates: An Application to The Mycotic Ulcer Treatment Trials.Ophthalmic epidemiology · 2018Trial
- Postpartum continuity of care for women with HIV: Option B+ policy impact and limitations in South Africa.BMJ global health · 2026Article
- Retention and predictors of loss-to-follow-up among patients on antiretroviral therapy in the Test-and-Treat Era: evidence from a retrospective cohort study in Maputo, Mozambique.BMC infectious diseases · 2026Article
- Impact of the 2013 WHO guidelines for screening and treatment of cervical pre-cancerous lesions on women's screening uptake, by HIV-status, in Eastern and Southern Africa: a regression discontinuity design analysis.Reproductive health · 2026Article
- Linkage of HIV treatment and population-based surveillance records in rural South Africa: the AHRI Unified Data Platform (AUDP).Archives of public health = Archives belges de sante publique · 2026Article
- Does home-based screening improve hypertension diagnosis, treatment and control? A regression discontinuity analysis in urban India.BMJ global health · 2025Article
- Strategies to improve antiretroviral therapy (ART) initiation and early engagement among men in sub-Saharan Africa: A scoping review of interventions in the era of universal treatment.Tropical medicine & international health : TM & IH · 2023Article
- Strengthening implementation guidelines for HIV service delivery: Considerations for future evidence generation and synthesis.PLoS medicine · 2023Article
- Long-term outcomes of rapid antiretroviral NNRTI-based initiation among Thai youth living with HIV: a national registry database study.Journal of the International AIDS Society · 2023Article
- Cohort profile: the South African National Health Laboratory Service (NHLS) National HIV Cohort.BMJ open · 2022Article
- Factors Associated with Retention of HIV Patients on Antiretroviral Therapy in Care: Evidence from Outpatient Clinics in Two Provinces of the Democratic Republic of the Congo (DRC).Tropical medicine and infectious disease · 2022Article
- One Pill, Once a Day: Simplified Treatment Regimens and Retention in HIV Care.American journal of epidemiology · 2022Article
- Retention in care and predictors of attrition among HIV-infected patients who started antiretroviral therapy in Kinshasa, DRC, before and after the implementation of the 'treat-all' strategy.PLOS global public health · 2022Article
- Article
- Regression discontinuity analysis demonstrated varied effect of Treat-All on CD4 testing among Southern African countries.Journal of clinical epidemiology · 2021Article
Corrections and comments
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Authors and funding
7 authors at 5 institutions in 4 countries.
Funding
Abstract
backgroundLoss to follow-up is high among HIV patients not yet receiving antiretroviral therapy (ART). Clinical trials have demonstrated the clinical efficacy of early ART; however, these trials may miss an important real-world consequence of providing ART at diagnosis: its impact on retention in care. METHODS AND
findingsWe examined the effect of immediate (versus deferred) ART on retention in care using a regression discontinuity design. The analysis included all patients (N = 11,306) entering clinical HIV care with a first CD4 count between 12 August 2011 and 31 December 2012 in a public-sector HIV care and treatment program in rural South Africa. Patients were assigned to immediate versus deferred ART eligibility, as determined by a CD4 count < 350 cells/μl, per South African national guidelines. Patients referred to pre-ART care were instructed to return every 6 months for CD4 monitoring. Patients initiated on ART were instructed to return at 6 and 12 months post-initiation and annually thereafter for CD4 and viral load monitoring. We assessed retention in HIV care at 12 months, as measured by the presence of a clinic visit, lab test, or ART initiation 6 to 18 months after initial CD4 test. Differences in retention between patients presenting with CD4 counts just above versus just below the 350-cells/μl threshold were estimated using local linear regression models with a data-driven bandwidth and with the algorithm for selecting the bandwidth chosen ex ante. Among patients with CD4 counts close to the 350-cells/μl threshold, having an ART-eligible CD4 count (<350 cells/μl) was associated with higher 12-month retention than not having an ART-eligible CD4 count (50% versus 32%), an intention-to-treat risk difference of 18 percentage points (95% CI 11 to 23; p < 0.001). The decision to start ART was determined by CD4 count for one in four patients (25%) presenting close to the eligibility threshold (95% CI 20% to 31%; p < 0.001). In this subpopulation, having an ART-eligible CD4 count was associated with higher 12-month retention than not having an ART-eligible CD4 count (91% versus 21%), a complier causal risk difference of 70 percentage points (95% CI 42 to 98; p < 0.001). The major limitations of the study are the potential for limited generalizability, the potential for outcome misclassification, and the absence of data on longer-term health outcomes.
conclusionsPatients who were eligible for immediate ART had dramatically higher retention in HIV care than patients who just missed the CD4-count eligibility cutoff. The clinical and population health benefits of offering immediate ART regardless of CD4 count may be larger than suggested by clinical trials.
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