Evidence map›Paper›PMID 41299467›Full record

SynthesisBMC health services research2025

Magnitude of catastrophic health expenditure and its determinants among cancer patients in low and middle-income countries: a systematic review and meta-analysis.

Abdene Weya Kaso, Ashenafi Habtamu Regesu, Hiluf Kalayou Haftu, Gebi Agero, Gebi Husein Jima, Taha Kaso, Alemayehu Hailu, Regien Biesma, Jelle Stekelenburg

Abstract readSystematic ReviewMeta-Analysis
In one paragraph

Synthesis in BMC health services research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Abdene Weya KasoDepartment of Public Health, College of Health Science, Arsi University, Asella, Ethiopia. abdannekaso@gmail.com.ORCID http://orcid.org/0000-0001-8168-3656
Ashenafi Habtamu RegesuDepartment of Public Health, College of Health Science, Arsi University, Asella, Ethiopia.ORCID http://orcid.org/0000-0001-7691-8385
Hiluf Kalayou HaftuResource Mobilization and Healthcare Financing Team, Tigray Regional Health Bureau, Mekelle, Ethiopia.
Gebi AgeroDepartment of Public Health, College of Health Science, Arsi University, Asella, Ethiopia.ORCID http://orcid.org/0000-0002-4610-4724
Gebi Husein JimaDepartment of Public Health, College of Health Science, Arsi University, Asella, Ethiopia.ORCID http://orcid.org/0000-0003-4917-1292
Taha KasoDepartment of Surgery, College of Health Science, Arsi University, Asella, Ethiopia.ORCID http://orcid.org/0000-0003-0626-3226
Alemayehu HailuBergen Center for Ethics and Priority Setting, Department of Global Public Health and Primary Care, University of Bergen, Bergen, Norway.ORCID http://orcid.org/0000-0003-4872-8036
Regien BiesmaJulius Global Health Department, University Medical Center(UMC) Utrecht, Utrecht, Netherlands.
Jelle StekelenburgDepartment of Health Sciences, Global Health Unit, University Medical Center(UMC) Groningen, Groningen, Netherlands.ORCID http://orcid.org/0000-0002-2732-6620

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe World Health Organization promotes Universal Health Coverage, which emphasizes providing healthcare services without a financial burden. However, the majority of cancer patients in resource-constrained countries were exposed to catastrophic healthcare Expenditure (CHE) due to costly cancer care. Even though there are many primary studies in low and middle-income countries (LMICs), there is a need for aggregated information on the magnitude of CHE among cancer patients. Therefore, this study aimed to estimate the pooled magnitude of CHE and its determinants among cancer patients in low and middle-income countries.

methodsA comprehensive search was conducted on electronic databases such as PubMed/Medline, Web of Science, Scopus, Science Direct, African Journals Online, and Google Scholar for articles published from 2010 to June 30, 2025. Data were extracted using Microsoft Excel and exported to STATA version 17 software for analysis. The study quality appraisal was performed using the Joanna Briggs Institute critical appraisal tool. The potential heterogeneity of included studies was checked using Cochrane's Q test and I-squared statistic. The publication bias of the study was checked using visual inspection of the funnel plot. In addition, subgroup and sensitivity analyses were also conducted. To determine the pooled magnitude of CHE and its determinants among cancer patients in LMICs, a random-effect model was used.

resultIn this review, a total of 38 articles, with 50,968 participants, were included. The pooled magnitude of CHE among cancer patients in LMICs was 58.42% (95%CI: 52.29%, 64.55%). Older age (AOR = 1.44, [95% CI: 1.17, 1.76]), larger family size (AOR = 2.43, [95% CI: 1.01, 5.91]), low educational level (AOR = 4.18, [95% CI: 2.10, 8.30]), female (AOR = 2.64, [95% CI: 1.28, 5.45]), rural residence (AOR:3.56, [95% CI:2.87, 4.40]), unemployed cancer patients (AOR = 2.19, [95% CI: 1.26, 3.82]), poor wealth index (AOR = 5.18, [95%CI: 3.61, 7.44]), visiting private health facilities (AOR = 8.97, 95% CI: 1.65, 48.85]), distance to health facilities (AOR = 2.56, [95% CI: 1.07, 6.11]), advanced cancer stage (AOR = 3.10, [95% CI: 1.31, 7.30]), longer disease duration (AOR = 2.93, [95% CI: 1.55, 5.56]), having multiple cancer treatments (AOR = 4.25, [95% CI: 2.46, 7.33]), multiple cycles of chemotherapy (AOR = 3.88, [95% CI:2.00, 7.54]), and uninsured patients (AOR = 2.54, 95% CI: 1.71, 3.79]) were significantly associated with CHE among cancer patients in LMICs.

conclusionThe review indicated that nearly three-fifths of cancer patients in LMICs faced catastrophic health expenditure during service delivery. The government should decentralize cancer care to improve accessibility and affordable of care, which has the potential to reduce financial burden. In addition, healthcare providers should provide awareness of the importance of early screening and insurance enrollment to reduce CHE.

Indexed as

Catastrophic IllnessDeveloping CountriesHealth ExpendituresNeoplasmsHumansCancerCatastrophic health expenditureChronic diseasesLow and middle income countriesSystematic review and meta-analysis

Identifiers

PMID41299467
PMCPMC12659263

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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.