ArticlePloS one2020
Disease-specific out-of-pocket healthcare expenditure in urban Bangladesh: A Bayesian analysis.
Article in PloS one, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed, 45 citations in OpenAlex.
- Trial
- Catastrophic health expenditures and medical impoverishment in Bangladesh: evidence from the Household Income and Expenditure Survey.BMJ open · 2026Article
- Need-Based Mental Health Aid Allocation to Disadvantaged Patients Toward Universal Health Coverage in Bangladesh.Public health challenges · 2026Article
- Exosomal microRNAs as biomarkers of multimorbidity risk in lean and obese women with polycystic ovary syndrome.Frontiers in molecular biosciences · 2026Review
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- Awareness and Attitudes of University Students in Bangladesh Toward Cancer: Cross-Sectional Study.JMIR formative research · 2025Article
- Disease-specific distress healthcare financing and catastrophic out-of-pocket expenditure for hospitalization care in Bangladesh.Cost effectiveness and resource allocation : C/E · 2025Article
- Catastrophic health payments in Ghana post-National Health Insurance Scheme implementation: an analysis of service-specific health expenditures.BMJ global health · 2025Article
- A systematised review and evidence synthesis on the broader societal impact of vaccines against Salmonella.NPJ vaccines · 2025Article
- Economic Burden of Healthcare Services on Cancer Survivors in Bangladesh.Cancer reports (Hoboken, N.J.) · 2024Article
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- Trends in the Cost of Medicines, Consultation Fees and Clinic Visits in Malaysia's Private Primary Healthcare System: Employer Health Insurance Coverage.Journal of multidisciplinary healthcare · 2023Article
- Financial risk protection against noncommunicable diseases: trends and patterns in Bangladesh.BMC public health · 2022Article
- Disease-specific distress healthcare financing and catastrophic out-of-pocket expenditure for hospitalization in Bangladesh.International journal for equity in health · 2022Article
- Prevalence, etiology and antibiotic resistance patterns of community-acquired urinary tract infections in Dhaka, Bangladesh.PloS one · 2022Article
- Out-of-pocket expenditure on medicines in Bangladesh: An analysis of the national household income and expenditure survey 2016-17.PloS one · 2022Article
- Strategies for reducing out of pocket payments in the health system: a scoping review.Cost effectiveness and resource allocation : C/E · 2021Article
- Assessment of adherence to pneumonia guidelines and its determinants in an ambulatory care clinic in Ghana: findings and implications for the future.JAC-antimicrobial resistance · 2021Article
- Article
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Authors and funding
10 authors at 4 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundBecause of the rapid increase of non-communicable diseases (NCDs) and high burden of healthcare-related financial issues in Bangladesh, there is a concern that out-of-pocket (OOP) payments related to illnesses may become a major burden on household. It is crucial to understand what are the major illnesses responsible for high OPP at the household level to help policymakers prioritize key areas of actions to protect the household from 100% financial hardship for seeking health care as part of universal health coverage.
objectivesWe first estimated the costs of illnesses among a population in urban Bangladesh, and then assessed the household financial burden associated with these illnesses.
methodA cross-sectional survey of 1593 randomly selected households was carried out in Bangladesh (urban area of Rajshahi city), in 2011. Catastrophic expenditure was estimated at 40% threshold of household capacity to pay. We employed the Bayesian two-stage hurdle model and Bayesian logistic regression model to estimate age-adjusted average cost and the incidence of household financial catastrophe for each illness, respectively.
resultsOverall, approximately 45% of the population of Bangladesh had at least one episode of illness. The age-sex-adjusted average medical expenses and catastrophic health care expenditure among the households were TK 621 and 8%, respectively. Households spent the highest amount of money 7676.9 on paralysis followed by liver disease (TK 2695.4), injury (TK 2440.0), mental disease (TK 2258.0), and tumor (TK 2231.2). These diseases were also responsible for higher incidence of financial catastrophe. Our study showed that 24% of individuals who suffered typhoid incurred catastrophic expenditure followed by liver disease (12.3%), tumor (12.1%), heart disease (8.4%), injury (7.9%), mental disease (7.9%), cataract (7.1%), and paralysis (6.5%).
conclusionThe study findings suggest that chronic illnesses were responsible for high costs and high catastrophic expenditures in Bangladesh. Effective risk pooling mechanism might reduce household financial burden related to illnesses. Chronic illness related to NCDs is the major cause of OOP. It is also important to consider prioritizing vulnerable population by subsidizing the high health care cost for some of the chronic illnesses.
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