Multifactorial determinants of health status: insights from the MEDIET4ALL large-scale survey on eco-sociodemographic, psychological, and lifestyle (diet, physical activity, and sleep) factors
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: = -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.
Authors
- Mohamed Ali Boujelbane (ORCID: https://orcid.org/0000-0002-6243-9321)
- Nicola Francesca (ORCID: https://orcid.org/0000-0002-6063-0130)
- Enrico Viola (ORCID: https://orcid.org/0000-0003-3980-528X)
- Atef Salem (ORCID: https://orcid.org/0000-0003-0680-6841)
- Piotr Żmijewski (ORCID: https://orcid.org/0000-0002-5570-9573)
- Christiana Schallhorn (ORCID: https://orcid.org/0000-0003-1564-2658)
- Hamdi Chtourou (ORCID: https://orcid.org/0000-0002-5482-9151)
- Walid Mahdi (ORCID: https://orcid.org/0000-0003-3465-0397)
- Amparo Gamero (ORCID: https://orcid.org/0000-0002-7226-4844)
- Omar Boukhris (ORCID: https://orcid.org/0000-0002-2861-0164)
- Concetta María Messina (ORCID: https://orcid.org/0000-0003-3190-9420)
- Nasreddine Benbettaïeb (ORCID: https://orcid.org/0000-0001-8454-2218)
- Adam Tawfiq Amawi (ORCID: https://orcid.org/0000-0001-7810-748X)
- Frédéric Debeaufort (ORCID: https://orcid.org/0000-0002-4760-0500)
- Bassem Bouaziz (ORCID: https://orcid.org/0000-0002-3692-9482)
- Liwa Masmoudi (ORCID: https://orcid.org/0000-0002-9628-1585)
- Hadeel Ghazzawi (ORCID: https://orcid.org/0000-0003-3045-4153)
- Juliane Heydenreich (ORCID: https://orcid.org/0000-0002-7346-4872)
- Kaïs El Abed
- Antonio Cilla (ORCID: https://orcid.org/0000-0001-6532-9032)
- Tarak Driss (ORCID: https://orcid.org/0000-0001-6109-7393)
- Achraf Ammar (ORCID: https://orcid.org/0000-0003-0347-8053)
- Marta Cuenca-Ortolá (ORCID: https://orcid.org/0009-0008-5262-4284)
- Mohamed Kerkeni (ORCID: https://orcid.org/0009-0002-2463-9004)
- Gabriel Müller (ORCID: https://orcid.org/0009-0004-5980-5740)
- Osama Abdelkarim
- Nafaa Souissi
- Clément Poulain (ORCID: https://orcid.org/0009-0004-6370-1581)
- Stefania Filice (ORCID: https://orcid.org/0009-0004-7929-9195)
- Sadjia Lahiani
- Evelyn Frias-Toral
- Ayse Merve Uyar
- Khaled Trabelsi
- Björn Lorenzen
- Haitham Jahrami
- Taha Khaldi
- Wolfgang I. Schöllhorn
- Laura Reyes
- Waqar Husain
- Bekir Erhan Orhan
Institutions
- Karlsruhe Institute of Technology (DE)
- University of Jordan (JO)
- University Frères Mentouri Constantine 1 (DZ)
- Texas State University (US)
- University of Sfax (TN)
- COMSATS University Islamabad (PK)
- Multimedia University (MY)
- La Trobe University (AU)
- Johannes Gutenberg University Mainz (DE)
- University of Boumerdes (DZ)
- Universidad Espíritu Santo (EC)
- University of Catania (IT)
- Université Paris Nanterre (FR)
- Biotechnology Research Center (IR)
- Instituto de Agroquímica y Tecnología de Alimentos (ES)
- Innovation Cluster (Canada) (CA)
- National Observatory (BR)
- Instituts Universitaires de Technologie (FR)
- Institut Agro Dijon (FR)
- Finnish Society of Sciences and Letters (FI)
- Institut Supérieur du Sport et de l’Éducation Physique de Sfax (TN)
- Arabian Gulf University (BH)
- Istanbul University (TR)
- Norwegian School of Sport Sciences (NO)
- Józef Piłsudski University of Physical Education in Warsaw (PL)
- University of Palermo (IT)
- Assiut University (EG)
- ESSCA School of Management (FR)
- Leipzig University (DE)
Publication Details
- Journal
- Frontiers in Public Health
- Published
- 2026-04-10
- DOI
- https://doi.org/10.3389/fpubh.2026.1704240
- Citations
- 2
- Primary Topic
- Nutritional Studies and Diet
- Type
- article
- Field-Weighted Citation Impact
- 50.59