ArticleInternational journal for equity in health2019
Assessing the relationship between out-of-pocket spending on blood pressure and diabetes medication and household catastrophic health expenditure: evidence from Pakistan.
Article in International journal for equity in health, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 1 of them a synthesis that pooled it.
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Who cites it
26 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Understanding variation in catastrophic health expenditure from socio-ecological aspect: a systematic review.BMC public health · 2024Pooled it
- Exploring dental and medicine health expenditures in Iran: financial protection and inequality analysis.Journal of health, population, and nutrition · 2025Article
- Sex differences in risk of developing Type 2 Diabetes Mellitus (T2DM): A feasibility assessment of FINDRISC scoring and barriers to disease management in a low-income settlement of Rawalpindi, Pakistan.PLOS global public health · 2025Article
- Catastrophic out-of-pocket payments related to non-communicable disease multimorbidity and associated factors, evidence from a public referral hospital in Addis Ababa Ethiopia.BMC health services research · 2024Article
- Integrating a Community-Based Health Information System with a Patient-Centered Medical Home to improve care of patients with hypertension: a longitudinal observational study protocol.BMC health services research · 2024Article
- A scoping review of type 2 diabetes mellitus in Pakistan investigating the status of glycemic control, awareness, treatment adherence, complications and cost.Frontiers in endocrinology · 2024Article
- A study protocol for integrating outpatient services at the primary health care level as part of the universal health coverage benefit package within the national health insurance program of Pakistan through private health facilities.Frontiers in public health · 2024Article
- Tracheostomy care quality improvement in low- and middle-income countries: A scoping review.PLOS global public health · 2023Article
- Out-of-pocket health expenditure and associated factors among patients with hypertension in Debre-Tabor Comphrensive Specialized Hospital, South Gondar zone, Northwest Ethiopia, 2020.Frontiers in public health · 2023Article
- Catastrophic pharmaceutical expenditure in patients with type 2 diabetes in Iran.International journal for equity in health · 2022Article
- Households' Direct Economic Burden Associated with Chronic Non-Communicable Diseases in Saudi Arabia.International journal of environmental research and public health · 2022Article
- Financial risk protection from out-of-pocket health spending in low- and middle-income countries: a scoping review of the literature.Health research policy and systems · 2022Article
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- Stolen childhood taking a toll at young adulthood: The higher risk of high blood pressure and high blood glucose comorbidity among child brides.PLOS global public health · 2022Article
- Hypertension in women: the role of adolescent childbearing.BMC public health · 2021Article
- An innovative model for management of cardiovascular disease risk factors in the low resource setting of Cambodia.Health policy and planning · 2021Article
- The Current Situation Regarding Long-Acting Insulin Analogues Including Biosimilars Among African, Asian, European, and South American Countries; Findings and Implications for the Future.Frontiers in public health · 2021Article
- Who Suffers From Pharmaceutical Poverty and What Are Their Needs? Evidence From a Spanish Region.Frontiers in pharmacology · 2021Article
- The Basic vs. Ability-to-Pay Approach: Evidence From China's Critical Illness Insurance on Whether Different Measurements of Catastrophic Health Expenditure Matter.Frontiers in public health · 2021Article
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Authors and funding
3 authors.
Funding
Abstract
backgroundTreatment of non-communicable diseases (NCDs) in low-and-middle-income countries (LMICs) is costly and could expose households to financial hardship and vulnerability. This paper examines the association between medication costs of two major NCDs - hypertension (blood pressure) and diabetes, and household-level incidences of catastrophic health expenditure (CHE) in a South Asian LMIC, Pakistan.
methodsThe study analyzes self-reported blood pressure and diabetes (BPD) medication expenditure from the latest version (2015-16) of the Household Integrated Economic Survey (HIES) of Pakistan, a nationally representative survey of 24,238 households. The incidence of CHE is defined as households' out-of-pocket (OOP) medical expenditure exceeding 10% of the total household expenditure. Using a linear probability model, we estimate the adjusted differences in CHE incidence between households that are spending and 'not' spending on BPD medication. We also analyze several hypothetical scenarios of BPD medication cost coverage, and compare the estimated CHE incidences of respective scenarios with the status quo.
resultsWe find that the average monthly medical expenditure, and average medical expenditure share are significantly higher for households spending on BPD medication, compared to households 'not' spending. The incidence of CHE is found 6.7 percentage point higher for the households consuming BPD medication, after controlling for relevant socioeconomic attributes. If 25, 50, and 100% of the BPD medication OOP cost is covered, then the CHE incidence would reduce respectively by 5.9, 12.7, and 21.4% compared to the status quo.
conclusionMedication cost for managing two major NCDs and household catastrophic health expenditure have strong associations. The findings inform policies toward ensuring access to necessary healthcare services, and protecting households from NCD treatment related financial hardship.
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