SynthesisApplied health economics and health policy2021
Incidence of Catastrophic Health Expenditure and Its Determinants in Cancer Patients: A Systematic Review and Meta-analysis.
Synthesis in Applied health economics and health policy, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 33 papers, 6 of them syntheses that pooled 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.
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.
Who cites it
33 citing papers in PubMed, 6 syntheses or guidelines pooled it, 40 citations in OpenAlex.
- Catastrophic health expenditure and associated factors in low-, lower-middle and upper-middle-income countries: systematic review and meta-analysis.Global health action · 2026Pooled it
- Assessing Financial Toxicity in Cancer: A Global Systematic Review and Meta-Analysis Using an Asset Framework.Cancer medicine · 2026Pooled 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
- The socioeconomic and health system determinants of financial protection indicators: a global systematic review (2008-2023).BMJ global health · 2025Pooled it
- The financial toxicity of cancer: unveiling global burden and risk factors - a systematic review and meta-analysis.BMJ global health · 2025Pooled it
- Strategies for utilisation management of hospital services: a systematic review of interventions.Globalization and health · 2022Pooled it
- Assessing progress towards Sustainable Development Goal 3.8.2 and determinants of catastrophic health expenditures in Malaysia.PloS one · 2022Trial
- The financial burden of cancer: A longitudinal analysis of out-of-pocket healthcare costs in Australia (2009-2021).Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026Article
- A study on the effect of catastrophic health expenditures on socially vulnerable groups.BMC public health · 2026Article
- Access to cancer medicines in Kenya: a scoping review of costs, financial toxicity, quality of life and policy impacts.Ecancermedicalscience · 2026Review
- The effect of air pollution on catastrophic health expenditure among middle-aged and older adults in China.PloS one · 2026Article
- Study on the Trend of Cervical Cancer Inpatient Costs and Its Influencing Factors in Economically Underdeveloped Areas of China, 2019-2023: An Analysis in Gansu Province.Healthcare (Basel, Switzerland) · 2025Article
- Machine learning based classification of catastrophic health expenditures: a cross-sectional study of Korean low-income households.BMC health services research · 2025Article
- The economic toll of cancer: catastrophic expenditure and impoverishment among lower-income households in Malaysia.BMC public health · 2025Article
- The discrepancy between objective and subjective assessments of catastrophic health expenditure: evidence from China.Health policy and planning · 2025Article
- Financial burden of cancer in Nepal: Factors associated with annual cost and catastrophic health expenditure.PloS one · 2025Article
- Social and economic impacts of non-communicable diseases by gender and its correlates: a literature review.International journal for equity in health · 2024Review
- The financial burden of noncommunicable diseases from out-of-pocket expenditure in sub-Saharan Africa: a scoping review.Health promotion international · 2024Article
- Health expenditure trajectory and gastric cancer incidence in the National Health Insurance Senior Cohort: a nested case-control study.BMC health services research · 2024Article
- Catastrophic health expenditure and distress financing of breast cancer treatment in India: evidence from a longitudinal cohort study.International journal for equity in health · 2024Article
Corrections and comments
- Erratum issued
Authors and funding
5 authors at 3 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundCancer is the third leading cause of mortality in the world, and cancer patients are more exposed to financial hardship than other diseases. This paper aimed to review studies of catastrophic healthcare expenditure (CHE) in cancer patients, measure their level of exposure to CHE, and identify factors associated with incidence of CHE.
methodsThis study is a systematic review and meta-analysis. Several databases were searched until February 2020, including MEDLINE, Web of Science, Scopus, ProQuest, ScienceDirect and EMBASE. The results of selected studies were extracted and analyzed using a random effects model. In addition, determinants of CHE were identified.
resultsAmong the 19 studies included, an average of 43.3% (95% CI 36.7-50.1) of cancer patients incurred CHE. CHE varied substantially depending on the Human Development Index (HDI) of the country in which a study was conducted. In countries with the highest HDI, 23.4% of cancer patients incurred CHE compared with 67.9% in countries with the lowest HDI. Key factors associated with incidence of CHE at the household level included household income, gender of the household head, and at the patient level included the type of health insurance, education level of the patient, type of cancer and treatment, quality of life, age and sex.
conclusionThe proportion of cancer patients that incur CHE is very high, especially in countries with lower HDI. The results from this review can help inform policy makers to develop fairer and more sustainable health financing mechanisms, addressing the factors associated with CHE in cancer patients.
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Registered trials
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.