Multifactorial determinants of health status: insights from the MEDIET4ALL large-scale survey on eco-sociodemographic, psychological, and lifestyle (diet, physical activity, and sleep) factors

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Authors: Achraf Ammar, Atef Salem, Mohamed Ali Boujelbane, Khaled Trabelsi, Bassem Bouaziz, Mohamed Kerkeni, Liwa Masmoudi, Juliane Heydenreich, Christiana Schallhorn, Gabriel Müller, Ayse Merve Uyar, Hadeel Ghazzawi
+29 more Adam Tawfiq Amawi, Bekir Erhan Orhan, Giuseppe Grosso, Osama Abdelkarim, Tarak Driss, Kaïs El Abed, Piotr Żmijewski, Frédéric Debeaufort, Nasreddine Benbettaïeb, Clément Poulain, Laura Reyes, Amparo Gamero, Marta Cuenca-Ortolá, Antonio Cilla, Nicola Francesca, Concetta María Messina, Enrico Viola, Björn Lorenzen, Stefania Filice, Sadjia Lahiani, Taha Khaldi, Nafaa Souissi, Omar Boukhris, Evelyn Frias-Toral, Haitham Jahrami, Waqar Husain, Walid Mahdi, Hamdi Chtourou, Wolfgang I. Schöllhorn
Cited by: 6
References: 96

Abstract

Background Non-communicable diseases are a growing public health challenge, shaped not only by biological predispositions but also by geo-demographic, socioeconomic, psychological, and lifestyle factors. A comprehensive understanding of these determinants is essential for developing targeted public health strategies. This study aimed to examine the multifactorial determinants of individual health status by analyzing geo-demographic, socio-economic, behavioral, psychological, and lifestyle variables. Methods Data were collected from 4,010 participants (age: 37.2 ± 15.4 years; 59.5% female) across 10 Mediterranean and neighboring countries using the multinational MEDIET4ALL e-survey. Health status was categorized as healthy, at-risk, or with diseases. Multinomial logistic regression, Quade’s Rank ANCOVA and series of multiple regression models were conducted. Results Collectively, around 25% of respondents declared to be at-risk of or with known disease. BMI emerged as the strongest negative predictor of health status ( β = −0.145), with both obesity and underweight significantly increasing the odds of being at risk (OR = 1.8 and 5.2, respectively) and having diseases (OR = 2.2 and 11.9, respectively). Other significant negative predictors included psychological distress (notably anxiety, β = −0.091), insomnia ( β = −0.084), alcohol consumption ( β = −0.053), and prolonged sitting time ( β = −0.037). Conversely, life satisfaction was the strongest significant protective factor ( β = 0.066), followed by higher education, better sleep quality, and adherence to the Mediterranean Diet and lifestyle ( β = 0.034 to 0.050). Socio-economic disparities, including employment status ( β = −0.045) and living environment ( β = −0.031), also significantly influenced health outcomes with rural environment and employed individual showing lower odd ratios of being at-risk and/or having diseases ( p < 0.001). Furthermore, individuals residing in Mediterranean regions, females, married or cohabiting individuals, and non-smokers exhibited significantly lower odds of being at-risk or having diseases ( p < 0.05). While gender remained a significant predictor in the final refined comprehensive regression model ( β = −0.049), marital status lost significance, suggesting that its protective effect may be mediated by psychological well-being and health-related behaviors. Conclusion These findings highlight the complex interplay of lifestyle, mental health, and socio-environmental factors in determining health outcomes, while emphasizing the urgent need for multi-level public health interventions, including policies promoting physical activity, healthy eating, mental well-being, and equitable healthcare access. Future research should employ longitudinal designs to establish causal relationships and guides preventive strategies.

Fields of Study & Subjects

Nutritional Studies and Diet Health disparities and outcomes Cardiovascular Health and Risk Factors

Publication details

Journal / source
Frontiers in Public Health
Publisher
Frontiers Media SA
Volume
14
Pages
1704240–1704240
Publication date
10 April 2026
Language
EN