ArticleBMC public health2025
Examining the interconnections among income, food prices, food insecurity, and health expenditure: a multicausality approach.
Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Determinants of BMI in parents and children: the roles of food insecurity and Mediterranean diet adherence.BMC pediatrics · 2026Article
- Food insecurity and sociodemographic determinants: a cross-sectional analysis from Türkiye nutrition and health survey (TNHS) - 2017.BMC public health · 2026Article
- Food Security-Climate Change-National Income Nexus: Insights from GCC Countries.Foods (Basel, Switzerland) · 2026Article
- Interventions to address individual/household food insecurity in Europe since COVID-19: a scoping review.BMC public health · 2026Article
- Food inflation, nutrition behavior, food insecurity, and anxiety: a Bayesian network analysis among Turkish adults.Frontiers in nutrition · 2026Article
- The association between climate-smart agriculture practices adoption and farm income and wealth of small-scale urban crop farmers in eThekwini municipality, with implications for food and nutrition security.Frontiers in nutrition · 2026Article
- Reimagining food security through income security: the potential role of universal basic income in the UK.Frontiers in nutrition · 2026Article
- Health economics evidence for food system policy: a systematic review of reviews.Frontiers in nutrition · 2025Review
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Authors and funding
5 authors.
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No grant is acknowledged in the PubMed record.
Abstract
backgroundFood insecurity is a growing global issue driven by income inequality, food price fluctuations, and unequal access to essential resources. However, the interrelations among income distribution, real income, food prices, food insecurity, and health expenditure are not well understood, especially in terms of indirect and mediated effects. MATERIALS AND
methodsWe used a longitudinal dataset to build vector autoregression models and applied the Toda-Yamamoto causality approach to examine direct and mediated pathways. The augmented Dickey-Fuller test assessed stationarity, and optimal lag lengths were selected using the Akaike information criterion. We used the K-means algorithm for income group classification and the Wald test for comparing findings across groups, based on data from 99 countries. Structural stability was tested using CUSUM test for parameter stability and CUSUMSQ test for variance stability of recursive residuals and Bai-Perron for multiple breakpoints.
resultsIncome distribution and real income directly influenced food prices. In turn, food prices significantly impacted both food insecurity and health expenditure. In high-income countries, food insecurity was found to play a partial mediating role in the relationship between food prices and health expenditure. Importantly, in the global sample, income inequality mediated the relationship between food prices and food insecurity. The joint analysis of all variables revealed causal pathways that were not evident in isolated models.
conclusionThese findings highlight the critical role of income inequality in worsening food insecurity and increasing health burdens. The observed mediation mechanisms also suggest that targeted, income group-specific interventions are needed to effectively mitigate the compounded impacts of food inflation on health systems. Addressing economic disparities, stabilizing food prices, and enhancing welfare systems could reduce both food-related and healthcare challenges. Future research should explore regional patterns and broader socioeconomic indicators to support sustainable policy design.
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