ArticleHealth policy and planning2022
Comparative health systems analysis of differences in the catastrophic health expenditure associated with non-communicable vs communicable diseases among adults in six countries.
Article in Health policy and planning, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 1 of them a synthesis that pooled it.
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Who cites it
14 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Magnitude of catastrophic health expenditure and its determinants among cancer patients in low and middle-income countries: a systematic review and meta-analysis.BMC health services research · 2025Pooled it
- Financial burden of noncommunicable diseases on households in Bangladesh: a quasi-experimental analysis using national survey data.Health economics review · 2026Article
- Challenges and coping practices of frontline health workers in newly created districts in Uganda: an exploratory qualitative study.BMJ open · 2025Article
- Exploring the burden of non-communicable diseases on surgical services in Africa: a comprehensive literature review.Annals of medicine and surgery (2012) · 2025Review
- Catastrophic and impoverishing impacts of health expenditures: a focus on non-communicable diseases in Pokhara Metropolitan City, Nepal.BMC public health · 2025Article
- The financial burden of noncommunicable diseases from out-of-pocket expenditure in sub-Saharan Africa: a scoping review.Health promotion international · 2024Article
- The 30 Years of Shifting in The Indonesian Cardiovascular Burden-Analysis of The Global Burden of Disease Study.Journal of epidemiology and global health · 2024Observational
- Hypertension care cascades and reducing inequities in cardiovascular disease in low- and middle-income countries.Nature medicine · 2024Article
- Projecting temperature-related dengue burden in the Philippines under various socioeconomic pathway scenarios.Frontiers in public health · 2024Article
- Socio-economic factors and its influence on the association between temperature and dengue incidence in 61 Provinces of the Philippines, 2010-2019.PLoS neglected tropical diseases · 2023Observational
- Review
- Are outpatient costs for hypertension and diabetes care affordable? Evidence from Western Kenya.African journal of primary health care & family medicine · 2023Article
- Article
- Illnesses and hardship financing in India: an evaluation of inpatient and outpatient cases, 2014-18.BMC public health · 2023Article
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Authors and funding
5 authors.
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Abstract
The growing burden of non-communicable diseases (NCDs) in low- and middle-income countries may have implications for health system performance in the area of financial risk protection, as measured by catastrophic health expenditure (CHE). We compare NCD CHE to the CHE cases caused by communicable diseases (CDs) across health systems to examine whether: (1) disease burden and CHE are linked, (2) NCD CHE disproportionately affects wealthier households and (3) whether the drivers of NCD CHE differ from the drivers of CD CHE. We used the Study on Global Aging and Adult Health survey, which captured nationally representative samples of 44 089 adults in China, Ghana, India, Mexico, Russia and South Africa. Using two-part regression and random forests, we estimated out-of-pocket spending and CHE by disease area. We compare the NCD share of CHE to the NCD share of disability-adjusted life years (DALYs) or years of life lost to disability and death. We tested for differences between NCDs and CDs in the out-of-pocket costs per visit and the number of visits occurring before spending crosses the CHE threshold. NCD CHE increased with the NCD share of DALYs except in South Africa, where NCDs caused more than 50% of CHE cases but only 30% of DALYs. A larger share of households incurred CHE due to NCDs in the lowest than the highest wealth quintile. NCD CHE cases were more likely to be caused by five or more health care visits relative to communicable disease CHE cases in Ghana (P = 0.003), India (P = 0.004) and China (P = 0.093). Health system attributes play a key mediating factor in how disease burden translates into CHE by disease. Health systems must target the specific characteristics of CHE by disease area to bolster financial risk protection as the epidemiological transition proceeds.
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