Unraveling the Causal Relationship Between Non-Communicable Diseases, Obesity, and Health Expenditure: Insights from the Toda-Yamamoto Approach
- PMID: 39791608
- PMCID: PMC11720058
- DOI: 10.3390/healthcare13010001
Unraveling the Causal Relationship Between Non-Communicable Diseases, Obesity, and Health Expenditure: Insights from the Toda-Yamamoto Approach
Abstract
Background/objectives: Understanding the relationship between non-communicable diseases (NCDs), obesity, and health expenditure is crucial for developing effective public health policies, particularly in light of the rising global burden of NCDs and obesity. Therefore, this study aimed to investigate the causal relationships between NCDs, obesity, and health expenditure in Turkiye.
Methods: Data were collected from the World Health Organization and Our World in Data. Time series econometric analysis was performed using the Toda-Yamamoto causality approach. A model was designed to regularly capture causal relationships to ensure robust and consistent findings.
Results: The analysis revealed four significant results. First, a causal relationship was observed between obesity and the prevalence of NCDs, indicating that higher obesity rates lead to an increase in NCDs within the population. Second, obesity had a direct impact on health expenditures, as rising obesity levels drove up healthcare costs. Third, the burden of NCDs contributed to increased health expenditure. Finally, the combined effect of obesity and NCDs on health expenditure was statistically significant at the 0.05 level.
Conclusions: These results highlight the need for policymakers to develop more effective strategies to address both obesity and NCDs. Recommended policies include the implementation of public health programs aimed at preventing obesity, strengthening early diagnosis and treatment methods, and increasing awareness campaigns focused on NCDs. These measures would be crucial steps in improving public health and controlling healthcare expenditures.
Keywords: NCD prevalence dynamics; causal health expenditure analysis; obesity-driven healthcare costs.
Conflict of interest statement
The authors declare no conflicts of interest.
Figures
Similar articles
-
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 Serv Res. 2024 Aug 6;24(1):896. doi: 10.1186/s12913-024-11392-3. BMC Health Serv Res. 2024. PMID: 39107740 Free PMC article.
-
Economic burden of non-communicable diseases on households in Nigeria: evidence from the Nigeria living standard survey 2018-19.BMC Public Health. 2023 Aug 17;23(1):1563. doi: 10.1186/s12889-023-16498-7. BMC Public Health. 2023. PMID: 37592334 Free PMC article.
-
Mitigating the Rising Burden of Non-Communicable Diseases through Locally Generated Evidence-Lessons from Tanzania.Ann Glob Health. 2023 Nov 17;89(1):77. doi: 10.5334/aogh.4111. eCollection 2023. Ann Glob Health. 2023. PMID: 38025921 Free PMC article. Review.
-
The obesity pandemic and its impact on non-communicable disease burden.Pflugers Arch. 2025 May;477(5):657-668. doi: 10.1007/s00424-025-03066-8. Epub 2025 Feb 10. Pflugers Arch. 2025. PMID: 39924587 Free PMC article. Review.
-
Health system costs for individual and comorbid noncommunicable diseases: An analysis of publicly funded health events from New Zealand.PLoS Med. 2019 Jan 8;16(1):e1002716. doi: 10.1371/journal.pmed.1002716. eCollection 2019 Jan. PLoS Med. 2019. PMID: 30620729 Free PMC article.
Cited by
-
Assessing healthcare efficiency and determinants in China: the perspective of provincial-level social health expenditure.BMC Health Serv Res. 2025 Apr 22;25(1):578. doi: 10.1186/s12913-025-12767-w. BMC Health Serv Res. 2025. PMID: 40264128 Free PMC article.
References
-
- WHO Non Communicable Diseases. [(accessed on 3 November 2024)]. Available online: https://www.who.int/news-room/fact-sheets/detail/noncommunicable-diseases.
-
- World Health Organization . Global Status Report on Noncommunicable Diseases 2010. World Health Organization; Geneva, Switzerland: 2011.
-
- Lozano R., Naghavi M., Foreman K., Lim S., Shibuya K., Aboyans V., Abraham J., Adair T., Aggarwal R., Ahn S.Y., et al. Global and regional mortality from 235 causes of death for 20 age groups in 1990 and 2010: A systematic analysis for the Global Burden of Disease Study 2010. Lancet. 2012;380:2095–2128. doi: 10.1016/S0140-6736(12)61728-0. - DOI - PMC - PubMed
-
- TUIK Nedenlerine Göre Ölüm Istatistikleri. [(accessed on 3 November 2024)]; Available online: https://data.tuik.gov.tr/Bulten/Index?p=Causes-of-Death-Statistics-2010,....
LinkOut - more resources
Full Text Sources