Evidence map›Paper›PMID 34503496›Full record

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.

Tinevimbo Shiri, Josephine Birungi, Anupam V Garrib, Sokoine L Kivuyo, Ivan Namakoola, Janneth Mghamba, Joshua Musinguzi, Godfather Kimaro, Gerald Mutungi, Moffat J Nyirenda and 7 more

Open access · goldAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
31citing papers in PubMed
10.0field-weighted citation impact, top 2% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

31 citing papers in PubMed, 56 citations in OpenAlex.

  1. Trial
  2. Trial
  3. Trial
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Review
  20. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

17 authors at 10 institutions in 4 countries.

Tinevimbo ShiriLiverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK.
Josephine BirungiThe AIDS Support Organisation, Mulago Hospital Complex, Kampala, Uganda.
Anupam V GarribLiverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK.
Sokoine L KivuyoNational Institutes for Medical Research, Dar es Salaam, Tanzania.
Ivan NamakoolaMedical Research Council/Uganda Virus Research Institute & London School of Hygiene and Tropical Medicine Uganda Research Unit, Entebbe, Uganda.
Janneth MghambaDirectors Office, Ministry of Health, Community Development, Gender, Elderly and Children, Kampala, Uganda.
Joshua MusinguziDirectors Office, Ministry of Health, Community Development, Gender, Elderly and Children, Kampala, Uganda.
Godfather KimaroSchool of Public Health, Muhimbili University of Health and Allied Sciences, Dar es Salaam, Tanzania.
Gerald MutungiNon-Communicable Diseases Control Programme, Ministry of Health, Kampala, Uganda.
Moffat J NyirendaThe AIDS Support Organisation, Mulago Hospital Complex, Kampala, Uganda.
Joseph OkebeLiverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK.
Kaushik RamaiyaLiverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK.
M BachmannNorwich Medical School, University of East Anglia, Norwich, UK.
Nelson K SewankamboMakerere University College of Health Sciences, Kampala, Uganda.
Sayoki MfinangaLiverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK.
Shabbar Jaffar *Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK.
Louis W Niessen *Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, L3 5QA, UK. louis.niessen@lstmed.ac.uk.ORCID 0000-0002-8639-5191
Liverpool School of Tropical Medicine · GBMinistry of Health · UGMuhimbili University of Health and Allied Sciences · TZJohns Hopkins University · USMakerere University · UGNational Institute for Medical Research · TZThe AIDS Support Organization · UGUganda Virus Research Institute · UGUniversity of East Anglia · GBUniversity of London · GB

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

Diabetes MellitusHIV InfectionsHypertensionAmbulatory Care FacilitiesCohort StudiesHealth ServicesHumansPovertyTanzaniaUgandaDiabetesEconomicsEfficiencyHIV controlHypertensionIntegrated careMulti-morbidityPrimary levelVulnerable populations

Identifiers

PMID34503496
PMCPMC8431904
OpenAlexW3196850052

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.