ArticleBMC medicine2021
Patient and health provider costs of integrated HIV, diabetes and hypertension ambulatory health services in low-income settings - an empirical socio-economic cohort study in Tanzania and Uganda.
Article in BMC medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers.
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Who cites it
31 citing papers in PubMed, 56 citations in OpenAlex.
- Efficacy, Quality of Life, and Cost-Effectiveness of Superselective Adrenal Arterial Embolization in Idiopathic Hyperaldosteronism: A Comparative Study.Journal of clinical hypertension (Greenwich, Conn.) · 2025Trial
- Metformin for the prevention of diabetes among people with HIV and either impaired fasting glucose or impaired glucose tolerance (prediabetes) in Tanzania: a Phase II randomised placebo-controlled trial.Diabetologia · 2023 · on this mapTrial
- Implementing integrated care clinics for HIV-infection, diabetes and hypertension in Uganda (INTE-AFRICA): process evaluation of a cluster randomised controlled trial.BMC health services research · 2023Trial
- Estimated cost-savings from integrated care for HIV, diabetes and hypertension in sub-Saharan Africa: a cost-minimisation analysis.Global health action · 2025Article
- Cost and Budget Impact of Layering Depression Care Onto Existing HIV and Noncommunicable Disease Care Services in Western Kenya.Value in health regional issues · 2025Article
- Healthcare workers' perception of quality of care rendered to people living with HIV and non-communicable diseases at an urban district hospital in KwaZulu Natal, South Africa: a mixed mode study.BMC health services research · 2025Article
- Glycated haemoglobin versus fasting plasma glucose for type 2 diabetes point of care screening: a decision model cost-effectiveness analysis.BMC health services research · 2025Article
- Perceptions and management of diabetes and obesity among people living with HIV in Côte d'Ivoire: a qualitative study.BMC public health · 2025Article
- Household economic burden of managing people living with HIV and comorbidities of hypertension and diabetes in La Nkwantanang-Madina Municipality, Ghana.PLOS global public health · 2025Article
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- The integrated care costs of HIV and non-communicable diseases in South Africa.Public health action · 2024Article
- Cost analysis of adding hypertension and diabetes management into routine HIV care in Mbarara and Ibanda districts, Uganda.BMC health services research · 2024Article
- High rate of uncontrolled hypertension among adults receiving integrated HIV and hypertension care with aligned multi-month dispensing in Malawi: results from a cross-sectional survey and retrospective chart review.Journal of the International AIDS Society · 2024Article
- Assessing time requirements of two models of SARS-CoV-2 screening and testing in routine healthcare services in Kenya and Cameroon: a descriptive study.BMJ public health · 2024Article
- Article
- Current out of pocket care costs among HIV and hypertension co-morbid patients in urban and peri-urban Uganda.PLOS global public health · 2024Article
- Implementing and evaluating integrated care models for non-communicable diseases in fragile and humanitarian settings.Journal of migration and health · 2024Article
- Chronic Conditions and Multimorbidity Among Middle-Aged and Elderly Peri-Urban Dwellers in Dar es Salaam, Tanzania.International journal of public health · 2024Article
- Lessons Learnt from HIV and Noncommunicable Disease Healthcare Integration in Sub-Saharan Africa.Global heart · 2024Review
- Type 2 Diabetes Mellitus in Tanzania. A Narrative Review of Epidemiology and Disease Trend.Current diabetes reviews · 2024Review
Corrections and comments
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Authors and funding
17 authors at 10 institutions in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundIntegration of health services might be an efficient strategy for managing multiple chronic conditions in sub-Saharan Africa, considering the scope of treatments and synergies in service delivery. Proven to promote compliance, integration may lead to increased economies-of-scale. However, evidence on the socio-economic consequences of integration for providers and patients is lacking. We assessed the clinical resource use, staff time, relative service efficiency and overall societal costs associated with integrating HIV, diabetes and hypertension services in single one-stop clinics where persons with one or more of these conditions were managed.
methods2273 participants living with HIV infection, diabetes, or hypertension or combinations of these conditions were enrolled in 10 primary health facilities in Tanzania and Uganda and followed-up for up to 12 months. We collected data on resources used from all participants and on out-of-pocket costs in a sub-sample of 1531 participants, while a facility-level costing study was conducted at each facility. Health worker time per participant was assessed in a time-motion morbidity-stratified study among 228 participants. The mean health service cost per month and out-of-pocket costs per participant visit were calculated in 2020 US$ prices. Nested bootstrapping from these samples accounted for uncertainties. A data envelopment approach was used to benchmark the efficiency of the integrated services. Last, we estimated the budgetary consequences of integration, based on prevalence-based projections until 2025, for both country populations.
resultsTheir average retention after 1 year service follow-up was 1911/2273 (84.1%). Five hundred and eighty-two of 2273 (25.6%) participants had two or all three chronic conditions and 1691/2273 (74.4%) had a single condition. During the study, 84/2239 (3.8%) participants acquired a second or third condition. The mean service costs per month of managing two conditions in a single participant were $39.11 (95% CI 33.99, 44.33), $32.18 (95% CI 30.35, 34.07) and $22.65 (95% CI 21.86, 23.43) for the combinations of HIV and diabetes and of HIV and hypertension, diabetes and hypertension, respectively. These costs were 34.4% (95% CI 17.9%, 41.9%) lower as compared to managing any two conditions separately in two different participants. The cost of managing an individual with all three conditions was 48.8% (95% CI 42.1%, 55.3%) lower as compared to managing these conditions separately. Out-of-pocket healthcare expenditure per participant per visit was $7.33 (95% CI 3.70, 15.86). This constituted 23.4% (95% CI 9.9, 54.3) of the total monthly service expenditure per patient and 11.7% (95% CI 7.3, 22.1) of their individual total household income. The integrated clinics' mean efficiency benchmark score was 0.86 (range 0.30-1.00) suggesting undercapacity that could serve more participants without compromising quality of care. The estimated budgetary consequences of managing multi-morbidity in these types of integrated clinics is likely to increase by 21.5% (range 19.2-23.4%) in the next 5 years, including substantial savings of 21.6% on the provision of integrated care for vulnerable patients with multi-morbidities.
conclusionIntegration of HIV services with diabetes and hypertension control reduces both health service and household costs, substantially. It is likely an efficient and equitable way to address the increasing burden of financially vulnerable households among Africa's ageing populations. Additional economic evidence is needed from longer-term larger-scale implementation studies to compare extended integrated care packages directly simultaneously with evidence on sustained clinical outcomes.
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