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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| Format: | Artículo científico |
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Frontiers in public health
2026
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| author | Ammar, Achraf Salem, Atef Boujelbane, Mohamed Ali Trabelsi, Khaled Bouaziz, Bassem Kerkeni, Mohamed Masmoudi, Liwa Heydenreich, Juliane Schallhorn, Christiana Müller, Gabriel Uyar, Ayse Merve Ghazzawi, Hadeel Ali Amawi, Adam Tawfiq Orhan, Bekir Erhan Grosso, Giuseppe Abdelkarim, Osama Driss, Tarak El Abed, Kais Zmijewski, Piotr Debeaufort, Frédéric Benbettaieb, Nasreddine Poulain, Clément Reyes, Laura Gamero, Amparo Cuenca-Ortolá, Marta Cilla, Antonio Francesca, Nicola Messina, Concetta Maria Viola, Enrico Lorenzen, Björn Filice, Stefania Lahiani, Sadjia Khaldi, Taha Souissi, Nafaa Boukhris, Omar Frias-Toral, Evelyn Jahrami, Haitham Husain, Waqar Mahdi, Walid Chtourou, Hamdi Schöllhorn, Wolfgang I |
| author_facet | Ammar, Achraf Salem, Atef Boujelbane, Mohamed Ali Trabelsi, Khaled Bouaziz, Bassem Kerkeni, Mohamed Masmoudi, Liwa Heydenreich, Juliane Schallhorn, Christiana Müller, Gabriel Uyar, Ayse Merve Ghazzawi, Hadeel Ali Amawi, Adam Tawfiq Orhan, Bekir Erhan Grosso, Giuseppe Abdelkarim, Osama Driss, Tarak El Abed, Kais Zmijewski, Piotr Debeaufort, Frédéric Benbettaieb, Nasreddine Poulain, Clément Reyes, Laura Gamero, Amparo Cuenca-Ortolá, Marta Cilla, Antonio Francesca, Nicola Messina, Concetta Maria Viola, Enrico Lorenzen, Björn Filice, Stefania Lahiani, Sadjia Khaldi, Taha Souissi, Nafaa Boukhris, Omar Frias-Toral, Evelyn Jahrami, Haitham Husain, Waqar Mahdi, Walid Chtourou, Hamdi Schöllhorn, Wolfgang I Ammar, Achraf Salem, Atef Boujelbane, Mohamed Ali Trabelsi, Khaled Bouaziz, Bassem Kerkeni, Mohamed Masmoudi, Liwa Heydenreich, Juliane Schallhorn, Christiana Müller, Gabriel Uyar, Ayse Merve Ghazzawi, Hadeel Ali Amawi, Adam Tawfiq Orhan, Bekir Erhan Grosso, Giuseppe Abdelkarim, Osama Driss, Tarak El Abed, Kais Zmijewski, Piotr Debeaufort, Frédéric Benbettaieb, Nasreddine Poulain, Clément Reyes, Laura Gamero, Amparo Cuenca-Ortolá, Marta Cilla, Antonio Francesca, Nicola Messina, Concetta Maria Viola, Enrico Lorenzen, Björn Filice, Stefania Lahiani, Sadjia Khaldi, Taha Souissi, Nafaa Boukhris, Omar Frias-Toral, Evelyn Jahrami, Haitham Husain, Waqar Mahdi, Walid Chtourou, Hamdi Schöllhorn, Wolfgang I |
| collection | PubMed - marine biology |
| contents | Multifactorial determinants of health status: insights from the MEDIET4ALL large-scale survey on eco-sociodemographic, psychological, and lifestyle (diet, physical activity, and sleep) factors. Ammar, Achraf Salem, Atef Boujelbane, Mohamed Ali Trabelsi, Khaled Bouaziz, Bassem Kerkeni, Mohamed Masmoudi, Liwa Heydenreich, Juliane Schallhorn, Christiana Müller, Gabriel Uyar, Ayse Merve Ghazzawi, Hadeel Ali Amawi, Adam Tawfiq Orhan, Bekir Erhan Grosso, Giuseppe Abdelkarim, Osama Driss, Tarak El Abed, Kais Zmijewski, Piotr Debeaufort, Frédéric Benbettaieb, Nasreddine Poulain, Clément Reyes, Laura Gamero, Amparo Cuenca-Ortolá, Marta Cilla, Antonio Francesca, Nicola Messina, Concetta Maria Viola, Enrico Lorenzen, Björn Filice, Stefania Lahiani, Sadjia Khaldi, Taha Souissi, Nafaa Boukhris, Omar Frias-Toral, Evelyn Jahrami, Haitham Husain, Waqar Mahdi, Walid Chtourou, Hamdi Schöllhorn, Wolfgang I Humans Female Male Adult Life Style Health Status Exercise Middle Aged Sleep Diet Socioeconomic Factors Sociodemographic Factors Health Surveys 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. 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. 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 ( = -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, = -0.091), insomnia ( = -0.084), alcohol consumption ( = -0.053), and prolonged sitting time ( = -0.037). Conversely, life satisfaction was the strongest significant protective factor ( = 0.066), followed by higher education, better sleep quality, and adherence to the Mediterranean Diet and lifestyle ( = 0.034 to 0.050). Socio-economic disparities, including employment status ( = -0.045) and living environment ( = -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 ( 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 ( 0.05). While gender remained a significant predictor in the final refined comprehensive regression model ( = -0.049), marital status lost significance, suggesting that its protective effect may be mediated by psychological well-being and health-related behaviors. 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. |
| format | Artículo científico |
| id | pubmed_42040120 |
| institution | PubMed |
| language | en |
| publishDate | 2026 |
| publisher | Frontiers in public health |
| record_format | pubmed |
| spellingShingle | Multifactorial determinants of health status: insights from the MEDIET4ALL large-scale survey on eco-sociodemographic, psychological, and lifestyle (diet, physical activity, and sleep) factors. Ammar, Achraf Salem, Atef Boujelbane, Mohamed Ali Trabelsi, Khaled Bouaziz, Bassem Kerkeni, Mohamed Masmoudi, Liwa Heydenreich, Juliane Schallhorn, Christiana Müller, Gabriel Uyar, Ayse Merve Ghazzawi, Hadeel Ali Amawi, Adam Tawfiq Orhan, Bekir Erhan Grosso, Giuseppe Abdelkarim, Osama Driss, Tarak El Abed, Kais Zmijewski, Piotr Debeaufort, Frédéric Benbettaieb, Nasreddine Poulain, Clément Reyes, Laura Gamero, Amparo Cuenca-Ortolá, Marta Cilla, Antonio Francesca, Nicola Messina, Concetta Maria Viola, Enrico Lorenzen, Björn Filice, Stefania Lahiani, Sadjia Khaldi, Taha Souissi, Nafaa Boukhris, Omar Frias-Toral, Evelyn Jahrami, Haitham Husain, Waqar Mahdi, Walid Chtourou, Hamdi Schöllhorn, Wolfgang I Humans Female Male Adult Life Style Health Status Exercise Middle Aged Sleep Diet Socioeconomic Factors Sociodemographic Factors Health Surveys Multifactorial determinants of health status: insights from the MEDIET4ALL large-scale survey on eco-sociodemographic, psychological, and lifestyle (diet, physical activity, and sleep) factors. Ammar, Achraf Salem, Atef Boujelbane, Mohamed Ali Trabelsi, Khaled Bouaziz, Bassem Kerkeni, Mohamed Masmoudi, Liwa Heydenreich, Juliane Schallhorn, Christiana Müller, Gabriel Uyar, Ayse Merve Ghazzawi, Hadeel Ali Amawi, Adam Tawfiq Orhan, Bekir Erhan Grosso, Giuseppe Abdelkarim, Osama Driss, Tarak El Abed, Kais Zmijewski, Piotr Debeaufort, Frédéric Benbettaieb, Nasreddine Poulain, Clément Reyes, Laura Gamero, Amparo Cuenca-Ortolá, Marta Cilla, Antonio Francesca, Nicola Messina, Concetta Maria Viola, Enrico Lorenzen, Björn Filice, Stefania Lahiani, Sadjia Khaldi, Taha Souissi, Nafaa Boukhris, Omar Frias-Toral, Evelyn Jahrami, Haitham Husain, Waqar Mahdi, Walid Chtourou, Hamdi Schöllhorn, Wolfgang I Humans Female Male Adult Life Style Health Status Exercise Middle Aged Sleep Diet Socioeconomic Factors Sociodemographic Factors Health Surveys 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. 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. 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 ( = -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, = -0.091), insomnia ( = -0.084), alcohol consumption ( = -0.053), and prolonged sitting time ( = -0.037). Conversely, life satisfaction was the strongest significant protective factor ( = 0.066), followed by higher education, better sleep quality, and adherence to the Mediterranean Diet and lifestyle ( = 0.034 to 0.050). Socio-economic disparities, including employment status ( = -0.045) and living environment ( = -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 ( 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 ( 0.05). While gender remained a significant predictor in the final refined comprehensive regression model ( = -0.049), marital status lost significance, suggesting that its protective effect may be mediated by psychological well-being and health-related behaviors. 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. |
| title | Multifactorial determinants of health status: insights from the MEDIET4ALL large-scale survey on eco-sociodemographic, psychological, and lifestyle (diet, physical activity, and sleep) factors. |
| topic | Humans Female Male Adult Life Style Health Status Exercise Middle Aged Sleep Diet Socioeconomic Factors Sociodemographic Factors Health Surveys |
| url | https://pubmed.ncbi.nlm.nih.gov/42040120/ |