Evidence map›Paper›PMID 41666164›Full record

ArticleHealth policy and planning2026

The economic cost of outpatient primary care of adults with multimorbidity (HIV, diabetes, and hypertension) in rural South Africa.

Celeste Claire Holden, Winfrida Mdewa, Theophilous Mathema, Chodziwadziwa Whiteson Kabudula, Kayode Adetunji, Roy Zent, Susan Goldstein, Kerry Glover, Scott Hazelhurst, Michael Klipin and 3 more

Abstract read
In one paragraph

Article in Health policy and planning, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

2 citing papers in PubMed.

  1. Article
  2. Article
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

13 authors.

Celeste Claire HoldenSAMRC/Wits Centre for Decision Science and Health Economics (PRICELESS SA), Wits Health Consortium, University of the Witwatersrand, 27 St Andrews Rd, Parktown, Johannesburg 2193, South Africa.ORCID 0009-0008-9189-624X
Winfrida MdewaSAMRC/Wits Centre for Decision Science and Health Economics (PRICELESS SA), Wits Health Consortium, University of the Witwatersrand, 27 St Andrews Rd, Parktown, Johannesburg 2193, South Africa.ORCID 0000-0003-2348-352X
Theophilous MathemaSydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, 9 Jubilee Rd, Parktown, Johannesburg 2193, South Africa.ORCID 0000-0003-0371-4722
Chodziwadziwa Whiteson KabudulaSAMRC/Wits Rural Public Health and Health Transitions Research Unit, School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, 27 St Andrews Rd, Parktown, Johannesburg 2193, South Africa.ORCID 0000-0002-5867-0336
Kayode AdetunjiSydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, 9 Jubilee Rd, Parktown, Johannesburg 2193, South Africa.ORCID 0000-0003-0504-382X
Roy ZentDivision of Nephrology, Department of Medicine, Vanderbilt University, 1161 21st Ave S, Nashville, TN 37232, United States.ORCID 0000-0003-2983-8133
Susan GoldsteinSAMRC/Wits Centre for Decision Science and Health Economics (PRICELESS SA), Wits Health Consortium, University of the Witwatersrand, 27 St Andrews Rd, Parktown, Johannesburg 2193, South Africa.ORCID 0000-0002-3424-5319
Kerry GloverSydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, 9 Jubilee Rd, Parktown, Johannesburg 2193, South Africa.ORCID 0000-0002-3778-2611
Scott HazelhurstSydney Brenner Institute for Molecular Bioscience (SBIMB), University of the Witwatersrand, 9 Jubilee Rd, Parktown, Johannesburg 2193, South Africa.ORCID 0000-0002-0581-149X
Michael KlipinDepartment of Surgery, Faculty of Health Sciences, University of the Witwatersrand, 7 York Rd, Johannesburg 2193, South Africa.ORCID 0000-0003-0269-9161
Stephen TollmanSAMRC/Wits Rural Public Health and Health Transitions Research Unit, School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, 27 St Andrews Rd, Parktown, Johannesburg 2193, South Africa.ORCID 0000-0003-0744-7588
Francesc Xavier Gómez-OlivéSAMRC/Wits Rural Public Health and Health Transitions Research Unit, School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, 27 St Andrews Rd, Parktown, Johannesburg 2193, South Africa.ORCID 0000-0002-4876-0848
Evelyn ThsehlaSAMRC/Wits Centre for Decision Science and Health Economics (PRICELESS SA), Wits Health Consortium, University of the Witwatersrand, 27 St Andrews Rd, Parktown, Johannesburg 2193, South Africa.ORCID 0000-0003-4098-5804

Funding

FIC NIH HHSNational Institute of Biomedical Imaging and Bioengineering (NIBIB)OD/Office of Strategic Coordination (OSC)Office of Data Science Strategy (ODSS) U54 TW 012077SAMRC/Wits Centre for Health Economics and Decision Science - PRICELESS SA 23108Strategic Health Innovation Partnerships grant from the South African Medical Research Council
6 · The paper itself

Abstract

Sub-Saharan Africa (SSA) is experiencing an epidemiological transition where non-communicable diseases are becoming the leading cause of disability and mortality alongside infectious diseases such as HIV/AIDS. Multimorbidity, the coexistence of two or more long-term conditions, is increasing in SSA. However, the cost of managing multimorbidity is largely unknown. This study aimed to estimate the economic cost of public outpatient primary care for adults with multimorbidity (HIV, hypertension, and/or diabetes, and their associated conditions: cardiovascular disease, and TB) in rural South Africa. This study used a cross-sectional, retrospective cost-of-illness approach to estimate the direct and indirect costs of multimorbidity management in Bushbuckridge, Mpumalanga, in 2022. Data were synthesized from patient-level data from eight public primary healthcare facilities within the Agincourt study site-a rapidly transitioning rural South African setting. Additionally, government reports and an existing study on transport costs and productivity losses conducted within the Agincourt study site were used to estimate the costs of managing patients in the primary care facilities. Results showed that patients with multimorbidity had higher average economic costs per patient compared to those with single conditions. Overall, patients with multimorbidity increase costs above the baseline of a patient with a single condition (R4 900/annum) by between 42% and 83%. Patients with multimorbidity also incur slightly higher costs associated with accessing primary care services compared to those with a single condition. However, our model shows that the additive cost of managing multiple conditions in separate consultations is higher than managing all conditions in one visit. This shows that managing patients within an integrated care model seems to have a cost-limiting effect. However, treatment guidelines for managing multimorbidity in South Africa should be developed to ensure standardized care.

Indexed as

Ambulatory CareCost of IllnessDiabetes MellitusHealth Care CostsHIV InfectionsHypertensionMultimorbidityPrimary Health CareAdultCross-Sectional StudiesFemaleHumansMaleMiddle AgedRetrospective StudiesRural Populationcost of illnessdiabetesHIVhypertensionmultimorbidityNCDsSouth Africa

Identifiers

PMID41666164
PMCPMC13089540

What OpenQuestion holds

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Registered trials

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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.