| Literature DB >> 35941626 |
E Gnugesser1, C Chwila1, S Brenner1, A Deckert1, P Dambach1, J I Steinert2, T Bärnighausen1, O Horstick1, K Antia1, V R Louis3.
Abstract
BACKGROUND AND OBJECTIVES: Hypertension is one of the leading cardiovascular risk factors with high numbers of undiagnosed and untreated patients in Sub Saharan Africa (SSA). The health systems and affected people are often overwhelmed by the social and economic burden that comes with the disease. However, the research on the economic burden and consequences of hypertension treatment remains scare in SSA. The objective of our review was to compare different hypertension treatment costs across the continent and identify major cost drivers.Entities:
Keywords: Economic; Hypertension; Sub-Saharan Africa
Mesh:
Year: 2022 PMID: 35941626 PMCID: PMC9358363 DOI: 10.1186/s12889-022-13877-4
Source DB: PubMed Journal: BMC Public Health ISSN: 1471-2458 Impact factor: 4.135
Fig. 1PRISMA flow chart. A flow chart according to the PRISMA guidelines representing the number of studies at each stage of the review
Study characteristics
| Study reference | Country | Health economic study design (CA: cost analysis; CEA: cost effectiveness anl., CD: cost description; CMA: cost minimization anl.; COD: Cost outcome description; CUA: cost utility anl.) | Costing approaches (BU: bottom up; HCA: human capital approach; RVA: replacement value approach; WP: willingess to pay; TD: top down) | Costing perspective (CG: caregiver; CO: companion; HO: household; HS: healthsystem; PA: patient; PR: provider, PY: payer; S: societal) | Cost components (0: total cost, 1A: direct medical cost; 1B: direct non medical cost; 2: indirect cost; 3: clinic cost; 4: intervention cost) | Study design generating effectiveness or outcomes (MA: meta analysis, OS: observational study, OT: other study designs, RCT: randomised controlled trial) | Setting (HC: health center; HP: Hospital; MI: missionary; NFP: not for profit organization; NGO: non governmental organization; R: rural; PRI: private; PU: public; U: urban) | Sample definition (AH: arterial hypertension, BP: blood pressure; SPB: systolic blood pressure, y: years) | Sample size (N) | Main outcomes (AH: arterial hypertension, CHE: catastrophic health expenditure, NCD: non communicable diseases) | Quality, (Quality tool used) |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Labhardt et al. [ | Cameroon | COD | BU | PA | 1A, 1B | RCT | PU/MI, R, HC | patients diagnosed with uncomplicated AH | 130 | retention rates and costs of a nurse led intervention | Medium (Rob2) |
| Dzudie et al. [ | Cameroon | CD | BU | PA | 1A | NAa | PU, U, HP | patients diagnosed and treated for AH (≥140/90 mmHg) | 408 | prescribing patterns of AH drugs and evaluation of effects on BP control | Medium (COI quality) |
| Lulebo et al. [ | Dem. Rep Congo | COD | BU | PA + CO | 1A, 1B | OS | PU, HP/HC | patients diagnosed with AH (≥140/90) | 260 | AH control rates and costs of a task shifting intervention | High(CHEERS) |
| Zawudie et al. [ | Ethiopia | CD | BU, HCA | PA + CO | 0, 1A, 1B, 2 | NAa | PU/NGO, R/U, HP | stage 1: 140–159/90–99 mmHg, stage 2: ≥ 160/100 mmHg | 349 | cost of illness (AH) | High (COI Quality) |
| Bedane [ | Ethiopia | CD | BU | PA + CG | 1A, 1B, 2 | NAa | PU, U, HP | patients diagnosed with AH | 422 | out of pocket expenditures for AH patients and caregivers | Medium (COI Quality) |
| Tolla et al. [ | Ethiopia | CD | BU | HO | 1A, 1B | NAa | PU/PRI, U/R, HP | patients diagnosed with AH | 235 | out of pocket costs and CHE for cardiovascular disease treatment | High (COI Quality) |
| Adane et al. [ | Ethiopia | CD | BU, HCA, RVA | PA | 0, 1A, 1B, 2 | NAa | PU, R/U, HP | patients diagnosed with AH | 442 | cost of illness (AH) | High (COI Quality) |
| Pozo-Martin et al. [ | Ghana | CEA | BU | S, PA, PR | 0, 1A, 1B, 2, 4 | OS | PU/PRI, U, HP/HC | patients treated for AH at least for 12 months, age 18–79 y | 10,000 c | evaluation of AH control with a community based intervention | High(CHEERS) |
| Jha et al. [ | Guinea | CEA | TD | PR | 1A, 3, 4 | OTb | PU, HC | patients diagnosed with AH | 37,100 d | cost and cost effectiveness of an antihypertensive intervention | Medium (CHEERS) |
| Subramanian et al. [ | Kenya | CA | BU | PA | 1A | NAa | PU/PRI, R/U, HP/HC | NRa | NRa | cost and affordability of different NCDs | High (COI Quality) |
| Subramanian et al. [ | Kenya | CUA | BU | HS | 1A, 4 | MA RCT | NRa | cohort with risk index (with BP level and 10 year CVD risk) | 1000,000 c | cost and cost effectiveness of a risk stratified mangement approach | High (CHEERS) |
| Oti et al. [ | Kenya | COD | TD | PR | 1A, 1B, 3, 4 | OS | PU/PRI, U, PC | BP ≥ 140/90 mmHg | 976 | outcomes and costs of a community intervention | Medium (CHEERS) |
| Oyando et al. [ | Kenya | CD | BU, HCA | PA + CG | 0, 1A, 1B, 2 | NAa | PU, R, HP/HC | self reported AH, treated for 6 months | 212 | patient costs for AH treatment | High (COI Quality) |
| Ba et al. [ | Mali | CA | BU | PY (insurance) | 1A, 1B | NAa | PU, HP | patients newly diagnosed with or not yet treated for AH | 280 | costs in regard to insurance status | High (COI Quality) |
| Gaziano et al. [ | Multiple | CA | BU, WP | S | 1A, 2, 3 | NAa | NRa | SBP > 115 mmHg | NRa | global cost of AH illness and complications | High (COI Quality) |
| Osibogun et al. [ | Nigeria | CD | BU | PA | 1A | NAa | PU, HP | patients diagnosed with AH | 147 | prescribing patterns and cost of prescription | Medium (COI Quality) |
| Akunne et al. [ | Nigeria | CA | BU | PA | 1A | NAa | PU, HP | patients receiving treatment for AH | 1050 | prescibing pattern, cost and quality of care | Medium (COI Quality) |
| Bakare et al. [ | Nigeria | CD | BU | PA | 1A | NAa | PU, HP | patients diagnosed with AH | 200 | prescribing patterns, cost of prescription and laboratory | Medium (COI Quality) |
| Onwujekwe et al. [ | Nigeria | CA | TD | HO | 1A, 1B | NAa | PU/PRI, R/U, HP/HC | AH outpatient and inpatient visits | 154 | economic burden of different health conditions | High (COI Quality) |
| Ekwunife et al. [ | Nigeria | CUA | BU | PR (third party) | 1A | MA RCT | NRa | cohort with risk index according to 10 year CHD/stroke risk | 1000 c | cost effectiveness of drug treatment with different drug classes | High (CHEERS) |
| Rosendaal et al. [ | Nigeria | CUA | TD | PR (healthcare) | 1A, 4 | OS | PU/PRI, R | patients diagnosed with AH (JNC 7 guidelines) | 10,000 c | costs and cost effectiveness within an insurance program | High (CHEERS) |
| Hendriks et al. [ | Nigeria | CMA | BU, TD | PR (healthcare) | 1A, 3 | NAa | PRI, R, HP | patients diagnosed with AH | 322 | cost of cardiovascular prevention care in different scenarios | High (CHEERS) |
| Ilesanmi et al. [ | Nigeria | CEA | BU | PA | 1A, 1B | OS | PU, R, HP | patients diagnosed with AH (JNC 7 guidelines) | 250 | costs and cost effectiveness of AH treatment | Medium (CHEERS) |
| Oamen et al. [ | Nigeria | CMA | BU | PA | 1A | OS | PU, HP | patients diagnosed with AH with regular outpatient visits | 255 | antihypertensive drug use and comparative cost analysis | High(CHEERS) |
| Eberly et al. [ | Rwanda | CD | TD | PR (public) | 1A, 1B, 3 | NAa | PU, R, HP | patients diagnosed with AH | 223 | costs for setting up and maintaining a NCD clinic | Medium (COI Quality) |
| Ndagijimana [ | Rwanda | CA | TD | PR (Public) | 1A, 1B, 3 | NAa | PU, R, HP | patients diagnosed with AH | 68 | cost of providing AH care | Medium (COI Quality) |
| Bovet et al. [ | Seychelles | CA | BU | PR | 1A | NAa | PU, PC | BP stages: 1: 140–159/90–99, 2: > = 160/100 | 1255 | costs for treating high risk cardiovascular disease patients | Medium (COI Quality) |
| Watkins et al. [ | South Africa | CEA | BU | PA | 1A, 4 | MA OS | PU/PRI | NRa | 1000,000 | cost effectiveness and outcomes of a salt reduction policy | High (CHEERS) |
| Gaziano et al. [ | South Africa | CEA | BU | HS | 1A, 4 | MA OS + RCT | NRa | cohort with different guidelines and risk profiles | 10,000,000 c | cost and cost effectiveness of different guidelines | High (CHEERS) |
| Gaziano et al. [ | South Africa | CEA | TD | PR | 1A, 4 | MA RCT | U/R, PC | NRa | NRa | cost and cost effectiveness of a community intervention | High (CHEERS) |
| Basu et al. [ | South Africa | CEA | TD | HS | 1A | MA OS | NRa | BP ≥ 140/90 mmHg or being on AH treatment | 7099 c | costs and cost effectiveness of scaling up cardiovascular treatment | High (CHEERS) |
| Edwards et al. [ | South Africa | COD | BU | PR (pharmacy) | 1A | OS | PU, HC | patients diagnosed and treated for AH | 1084 | prescribing patterns and costs of new treatment guidelines | Low (Bevor-After) |
| Settumba et al. [ | Uganda | CA | BU, TD | PR (public + private) | 1A, 1B, 3 | NAa | PU/PRI NFP, U/R, HP/HC | NRa | NRa | provider costs of different chronic diseases | High (COI Quality) |
aNA Not applicable, NR Not reported
bsynthesis of several data sources, including RCTs, observational studies, and expert opinions
csimulated cohorts
dtarget population
Fig. 2Map of researched countries in Sub Saharan Africa. A map of researched countries in Sub Saharan Africa. The number of studies reported was presented with sizeable dots
Fig. 3Costs from a patient and user perspective (US$ 2021) per month by cost category. Cost categories were divided into summary costs (Panel a) and the subcategories direct medical (Panel b) and direct non-medical costs (Panel c), displayed by visit type (Panel a), setting (Panel b, c) and country. Each circle in the box plot represents an individual result with bigger circles the mean cost in the subcategory by country and the 95% Confidence Interval (vertical lines)
Fig. 4Monthly costs from a provider perspective by cost category. Cost categories were divided into summary costs (Panel a) and the subcategories direct (Panel b) and indirect costs (Panel c), displayed by country. Each circle in the box plot represents an individual result with bigger circles the mean cost in the subcategory by country and the 95% Confidence Interval (vertical lines)
Fig. 5Economic outcomes per episode and clinic costs. Cost categories were divided into Costs per episode (Panel a) and costs for clinics per year (Panel b), displayed by country. Each circle in the box plot represents an individual result with bigger circles the mean cost in the subcategory by country and the 95% Confidence Interval (vertical lines)
Cost drivers
| Item (Reference) | Statistical test with value ( | |
|---|---|---|
• General Hospital [ • Hospital, Health Centers (HC) Level 3 [ • Private facilities [ | • NRa • NRa • NRa | |
• Family size (4–6 people) [ • Family size (>6 people) [ | • BLR (ß-Coefficient adjusted: 0.107 (0.044, 0.171), unadjusted: 0.122 (0.050, 0.195)) • BLR (ß-Coefficient adj.: 0.115 (0.044, 0.186), unadj.: 0.122 (0.050, 0.195)) | |
| Higher Distance from hospital [ | BLR (ß-Coefficient adj.: 0.003 (0.002, 0.004), unadj.: 0.003 (0.002, 0.004)) | |
| Presence of a companion [ | BLR (ß-Coefficient adj.: 0.096 (0.057, 0.135), unadj.: 0.106 (0.064, −0.149) | |
• Hypertension stage 2 [ • Higher number of antihypertensives or stage [ • Multidrug treatment [ | • BLR (ß-Coefficient adj.: 0.070 (0.023, 0.118), unadj.: 0.074 (0.021, 0.126)) • NRa • GLM (Exp(b) = 1.32, | |
• Inpatient admission [ • Hospitalization [ | • NRa • GLM (Exp(b) = 1.87, | |
• Highest Socioeconomic status (SES) [ • Higher income quintiles [ | • GLM (Exp(b) = 1.4, • NRa | |
• Education college and above [ • Government employment [ | • GLM (Exp(b) = 1.35, • GLM (Exp(b) = 1.30, | |
• plus Comorbidity [ • plus diabetes [ • plus heart disease [ • plus renal disease [ | • GLM (Exp(b) = 1.20, • FE (8.879, • FE (20.082, • FE (6.673, | |
| Sick visit (compared to average) [ | NRa | |
• plus Insurance (total cost) [ • plus insurance (cardiovascular medication) [ • plus Insurance (Consultation) [ | • CS ( • CS ( • CS ( | |
| Age [ | ||
• HC [ • HC level 2, level 4 [ | • NRa• NRa | |
| Primary education (vs no education) [ | BLR (ß-Coefficient adj.: −0.072 (−0.0124, −0.020), unadj.: −0.068 (−0.126, −0.009)) | |
| Retirement [ | GLM (Exp(b) = 0.71, | |
| Diagnostic visit, medicine collection, scheduled visit, inpatient admission (compared to average) [ | NRa | |
| Plus insurance (Electrocardiogram) [ | CS ( | |
• Lower stage [ • Lower number of antihypertensives [ • Generic Ramipril (vs branded) [ | • T-test (4.689, • T-test (21.313, • T-test (4.54, | |
| Controlled Hypertension [ | T-test (2.618, | |
| % of household income spent on treatment <10% (compared to ≥10% spent) [ | T-test (12.719, | |
aNR Not reported
Catastrophic Health expenditure (CHE) among hypertensive patients
| CHE % (Study reference)a | Effects on CHE (Study reference) | % of income spent on treatment (Study reference) | |||
|---|---|---|---|---|---|
• 72% [ • 59% [ • 52.8% [ • 43.3% [ • 42% [ • 26.7% [ • 7.9% [ • 6.54% [ | Higher risk: • Rural settings (62%) [ • No education (62%) [ • Hospitalization [ • Private hospital [ • Rural setting [ • Developing complications (stroke) [ • High Family size [ • Lower income [ | • 1–2% (public sector) [ • 8–10% (private sector) [ • 11,1% [ • 11,4% [ • 12,9% [ • 17,6% [ • 36,7% [ | |||
Lower risk: • Urban setting (29%), [ • Primary (28%), secondary (34%) or tertiary (17%) education [ • Longer duration since diagnosis [ • Higher income [ | |||||
No significant change: • Age [ • Occupation [ | |||||
| Income quintile | Q1 | Q2 | Q3 | Q4 | Q5 |
| CHE % | • 8.0% [ • 8.7% [ • 27.9% [ • 33.6% [ | • 7.1% [ • 7.3% [ • 25.6% [ • 28.5% [ | • 7.3% [ • 9.3% [ • 14.4% [ • 32.2% [ | • 5.6% [ • 7.7% [ • 15.2% [ • 28.3% [ | • 3.8% [ • 7.7% [ • 11.2% [ • 13.9% [ |
| % of income | • 23.6% [ • 14.5% [ | • 23.9% [ • 25.2% [ | • 14.0% [ • 9.3% [ | • 12.9% [ • 9.3% [ | • 4.8% [ • 3.0% [ |
aCHE defined as annual expenditure ≥10% of annual household income
bfor direct + indirect costs
cfor direct costs
dfinanced by income only
efinanced by income + others (e,g. family, insurance, etc.)
fCHE defined as ≥40% of non food expenditure
gAmong CHE respondents
hexcluding costs for transportation
i mean positive overshoot >10% income