Health Literacy and Its Association with the Adoption of the Mediterranean Diet: A Cross-Sectional Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design and Ethics
2.2. Health Literacy
2.3. Adoption of the Mediterranean Diet
2.4. Anthropometrics and Sociodemographic Variables
2.5. Statistical Procedures
3. Results
3.1. Characteristics of Participants
3.2. Generalized Linear Models Results
3.3. Logistic Binary Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Finbråten, H.S.; Wilde-Larsson, B.; Nordström, G.; Pettersen, K.S.; Trollvik, A.; Guttersrud, Ø. Establishing the HLS-Q12 Short Version of the European Health Literacy Survey Questionnaire: Latent Trait Analyses Applying Rasch Modelling and Confirmatory Factor Analysis. BMC Health Serv. Res. 2018, 18, 506. [Google Scholar] [CrossRef]
- Sørensen, K.; Van den Broucke, S.; Pelikan, J.M.; Fullam, J.; Doyle, G.; Slonska, Z.; Kondilis, B.; Stoffels, V.; Osborne, R.H.; Brand, H. Measuring Health Literacy in Populations: Illuminating the Design and Development Process of the European Health Literacy Survey Questionnaire (HLS-EU-Q). BMC Public Health 2013, 13, 948. [Google Scholar] [CrossRef]
- Nutbeam, D. Health Promotion Glossary. Health Promot. Int. 1998, 13, 349–364. [Google Scholar] [CrossRef]
- Sørensen, K.; Van den Broucke, S.; Fullam, J.; Doyle, G.; Pelikan, J.; Slonska, Z.; Brand, H. Health Literacy and Public Health: A Systematic Review and Integration of Definitions and Models. BMC Public Health 2012, 12, 80. [Google Scholar] [CrossRef]
- The HLS19 Consortium of the WHO Action Network M-POHL. International Report on the Methodology, Results, and Recommendations of the European Health Literacy Population Survey 2019–2021 (HLS19) of M-POHL; Austrian National Public Health Institute: Vienna, Austria, 2021. [Google Scholar]
- Arriaga, M.; Francisco, R.; Nogueira, P.; Oliveira, J.; Silva, C.; Câmara, G.; Sørensen, K.; Dietscher, C.; Costa, A. Health Literacy in Portugal: Results of the Health Literacy Population Survey Project 2019–2021. Int. J. Environ. Res. Public Health 2022, 19, 4225. [Google Scholar] [CrossRef]
- Zwierczyk, U.; Sowada, C.; Duplaga, M. Eating Choices—The Roles of Motivation and Health Literacy: A Cross-Sectional Study. Nutrients 2022, 14, 4026. [Google Scholar] [CrossRef]
- Silva, P.; Araújo, R.; Lopes, F.; Ray, S. Nutrition and Food Literacy: Framing the Challenges to Health Communication. Nutrients 2023, 15, 4708. [Google Scholar] [CrossRef]
- Cobo-Cuenca, A.I.; Garrido-Miguel, M.; Soriano-Cano, A.; Ferri-Morales, A.; Martínez-Vizcaíno, V.; Martín-Espinosa, N.M. Adherence to the Mediterranean Diet and Its Association with Body Composition and Physical Fitness in Spanish University Students. Nutrients 2019, 11, 2830. [Google Scholar] [CrossRef]
- Guasch-Ferré, M.; Salas-Salvadó, J.; Ros, E.; Estruch, R.; Corella, D.; Fitó, M.; Martínez-González, M.A.; Arós, F.; Gómez-Gracia, E.; Fiol, M.; et al. The PREDIMED Trial, Mediterranean Diet and Health Outcomes: How Strong Is the Evidence? Nutr. Metab. Cardiovasc. Dis. 2017, 27, 624–632. [Google Scholar] [CrossRef]
- Gregório, M.J.; Rodrigues, A.M.; Salvador, C.; Dias, S.S.; de Sousa, R.D.; Mendes, J.M.; Coelho, P.S.; Branco, J.C.; Lopes, C.; Martínez-González, M.A.; et al. Validation of the Telephone-Administered Version of the Mediterranean Diet Adherence Screener (Medas) Questionnaire. Nutrients 2020, 12, 1511. [Google Scholar] [CrossRef]
- Duarte, A.; Martins, J.; Silva, M.J.; Augusto, C.; Martins, S.P.; Rosário, R. The Role of Parental Adherence to the Mediterranean Diet and Family Time Together in Children’s Weight Status: The BeE-School Project. Nutrients 2024, 16, 916. [Google Scholar] [CrossRef] [PubMed]
- Moustakim, R.; Mziwira, M.; El-Ayachi, M.; Belahsen, R. Sociodemographic, Nutritional and Health Status Factors Associated with Adherence to Mediterranean Diet in an Agricultural Moroccan Adult’s Population. Rocz. Panstw. Zakl. Hig. 2023, 167–175. [Google Scholar] [CrossRef]
- Stormacq, C.; Van den Broucke, S.; Wosinski, J. Does Health Literacy Mediate the Relationship between Socioeconomic Status and Health Disparities? Integrative Review. Health Promot. Int. 2019, 34, e1–e17. [Google Scholar] [CrossRef] [PubMed]
- Albani, E.N.; Togas, C.; Kanelli, Z.; Fradelos, E.C.; Mantzouranis, G.; Saridi, M.; Tzenalis, A. Is There an Association between Health Literacy and Adherence to the Mediterranean Diet? A Cross-Sectional Study in Greece. Wiad. Lek. 2022, 75, 2181–2188. [Google Scholar] [CrossRef]
- Abreu, F.; Hernando, A.; Goulão, L.F.; Pinto, A.M.; Branco, A.; Cerqueira, A.; Galvão, C.; Guedes, F.B.; Bronze, M.R.; Viegas, W.; et al. Mediterranean Diet Adherence and Nutritional Literacy: An Observational Cross-Sectional Study of the Reality of University Students in a COVID-19 Pandemic Context. BMJ Nutr. Prev. Health 2023, 6, 221–230. [Google Scholar] [CrossRef]
- Expert Panel on the Identification, Evaluation, and Treatment of Overweight in Adults. Clinical Guidelines on the Identification, Evaluation, and Treatment of Overweight and Obesity in Adults: Executive Summary. Am. J. Clin. Nutr. 1998, 68, 899–917. [Google Scholar] [CrossRef]
- Pförtner, T.-K.; Günther, S.; Levin, K.A.; Torsheim, T.; Richter, M. The Use of Parental Occupation in Adolescent Health Surveys. An Application of ISCO-Based Measures of Occupational Status. J. Epidemiol. Community Health 2015, 69, 177–184. [Google Scholar] [CrossRef]
- Dominguez, L.J.; Veronese, N.; Di Bella, G.; Cusumano, C.; Parisi, A.; Tagliaferri, F.; Ciriminna, S.; Barbagallo, M. Mediterranean Diet in the Management and Prevention of Obesity. Exp. Gerontol. 2023, 174, 112121. [Google Scholar] [CrossRef]
- Dominguez, L.J.; Di Bella, G.; Veronese, N.; Barbagallo, M. Impact of Mediterranean Diet on Chronic Non-Communicable Diseases and Longevity. Nutrients 2021, 13, 2028. [Google Scholar] [CrossRef]
- Mendonça, N.; Gregório, M.J.; Salvador, C.; Henriques, A.R.; Canhão, H.; Rodrigues, A.M. Low Adherence to the Mediterranean Diet Is Associated with Poor Socioeconomic Status and Younger Age: A Cross-Sectional Analysis of the EpiDoC Cohort. Nutrients 2022, 14, 1239. [Google Scholar] [CrossRef]
- Tong, T.Y.N.; Imamura, F.; Monsivais, P.; Brage, S.; Griffin, S.J.; Wareham, N.J.; Forouhi, N.G. Dietary Cost Associated with Adherence to the Mediterranean Diet, and Its Variation by Socio-Economic Factors in the UK Fenland Study. Br. J. Nutr. 2018, 119, 685–694. [Google Scholar] [CrossRef] [PubMed]
- Silva, P. Food and Nutrition Literacy: Exploring the Divide between Research and Practice. Foods 2023, 12, 2751. [Google Scholar] [CrossRef]
- Torres, R.; Real, H. Literacia Nutricional e Literacia Alimentar: Uma Revisão Narrativa Sobre Definição, Domínios e Ferramentas de Avaliação. Acta Port. Nutr. 2021, 24, 56–63. [Google Scholar] [CrossRef]
- Wieczorek, M.; Meier, C.; Kliegel, M.; Maurer, J. Relationship Between Health Literacy and Unhealthy Lifestyle Behaviours in Older Adults Living in Switzerland: Does Social Connectedness Matter? Int. J. Public Health 2023, 68. [Google Scholar] [CrossRef] [PubMed]
- Fauci, V.; Trimarchi, G.; Ceccio, C.; Mazzitelli, F.; Pappalardo, R.; Alessi, V. Health Literacy in Mediterranean General Population. J. Prev. Med. Hyg. 2022, 63, E527–E532. [Google Scholar] [CrossRef] [PubMed]
- Chakraverty, D.; Baumeister, A.; Aldin, A.; Seven, Ü.S.; Monsef, I.; Skoetz, N.; Woopen, C.; Kalbe, E. Gender Differences of Health Literacy in Persons with a Migration Background: A Systematic Review and Meta-Analysis. BMJ Open 2022, 12, e056090. [Google Scholar] [CrossRef] [PubMed]
- Van Hoa, H.; Giang, H.T.; Vu, P.T.; Van Tuyen, D.; Khue, P.M. Factors Associated with Health Literacy among the Elderly People in Vietnam. Biomed. Res. Int. 2020, 2020, 3490635. [Google Scholar] [CrossRef] [PubMed]
- Toçi, E.; Burazeri, G.; Kamberi, H.; Toçi, D.; Roshi, E.; Jerliu, N.; Bregu, A.; Brand, H. Health Literacy and Body Mass Index: A Population-Based Study in a South-Eastern European Country. J. Public Health 2021, 43, 123–130. [Google Scholar] [CrossRef] [PubMed]
- Lopes, C.; Torres, D.; Oliveira, A.; Severo, M.; Alarcão, V.; Guiomar, S.; Mota, J.; Teixeira, P.; Rodrigues, S.; Lobato, L.; et al. Inquérito Alimentar Nacional e de Atividade Física, IAN-AF 2015–2016: Relatório de Resultados; Universidade do Porto: Porto, Portugal, 2017. [Google Scholar]
- Ortiz-Moncada, R.; Álvarez-Dardet, C.; Miralles-Bueno, J.J.; Ruíz-Cantero, M.T.; Dal Re-Saavedra, M.A.; Villar-Villalba, C.; Pérez-Farinós, N.; Serra-Majem, L. Determinantes Sociales de Sobrepeso y Obesidad En España 2006. Med. Clin. 2011, 137, 678–684. [Google Scholar] [CrossRef]
- Javed, Z.; Valero-Elizondo, J.; Maqsood, M.H.; Mahajan, S.; Taha, M.B.; Patel, K.V.; Sharma, G.; Hagan, K.; Blaha, M.J.; Blankstein, R.; et al. Social Determinants of Health and Obesity: Findings from a National Study of US Adults. Obesity 2022, 30, 491–502. [Google Scholar] [CrossRef]
- Martins, M.; Sarmento, T. Associações de Pais e Participação Coletiva: Oportunidade Perdida? Gest. Desenvolv. 2013, 167–184. [Google Scholar] [CrossRef]
- Lin, C.J.; DeRoo, L.A.; Jacobs, S.R.; Sandler, D.P. Accuracy and Reliability of Self-Reported Weight and Height in the Sister Study. Public Health Nutr. 2012, 15, 989–999. [Google Scholar] [CrossRef] [PubMed]
- Lois, K.; Kumar, S.; Williams, N.; Birrell, L. Can Self-Reported Height and Weight Be Relied Upon? Occup. Med. 2011, 61, 590–592. [Google Scholar] [CrossRef] [PubMed]
- Fonseca, H.; Silva, A.; Matos, M.; Esteves, I.; Costa, P.; Guerra, A.; Gomes-Pedro, J. Validity of BMI Based on Self-reported Weight and Height in Adolescents. Acta Paediatr. 2010, 99, 83–88. [Google Scholar] [CrossRef] [PubMed]
- Thomas III, J.; Paulet, M.; Rajpura, J.R. Consistency between Self-Reported and Recorded Values for Clinical Measures. Cardiol. Res. Pract. 2016, 2016, 1–6. [Google Scholar] [CrossRef]
- Chia, Y.C.; Ching, S.M.; Ooi, P.B.; Beh, H.C.; Chew, M.T.; Chung, F.F.L.; Kumar, N.; Lim, H.M. Measurement Accuracy and Reliability of Self-Reported versus Measured Weight and Height among Adults in Malaysia: Findings from a Nationwide Blood Pressure Screening Programme. PLoS ONE 2023, 18, e0280483. [Google Scholar] [CrossRef]
- Maukonen, M.; Männistö, S.; Tolonen, H. A Comparison of Measured versus Self-Reported Anthropometrics for Assessing Obesity in Adults: A Literature Review. Scand. J. Public Health 2018, 46, 565–579. [Google Scholar] [CrossRef]
Characteristics | Total (n = 557) |
---|---|
Sex | -- |
Male | 91 (16.3%) |
Female | 466 (83.7%) |
Age (years) | 40.0 ± 5.3 |
Education level | -- |
Less than secondary level | 82 (13.4%) |
Secondary educational level | 224 (36.7%) |
University studies | 304 (49.8%) |
Occupational status (collar) | -- |
Blue collar | 84 (15.6%) |
Lower white collar | 178 (33.0%) |
Upper white collar | 277 (51.4%) |
BMI | 25.5 ± 4.4 |
BMI categories | -- |
Normal and underweight | 290 (53.1%) |
Overweight | 174 (31.9%) |
Obesity | 82 (15.0%) |
HL (total standardized to 0–100) | 74.1 ± 15.1 |
Health promotion | 81.8 ± 12.3 |
Disease prevention | 78.6 ± 13.0 |
Health care | 80.2 ± 12.9 |
HL groups | -- |
Inadequate/problematic | 197 (43.1%) |
Sufficient | 135 (29.5%) |
Excelent | 125 (27.4%) |
MEDAS | 7.7 ± 2.1 |
Low adoption | 388 (79.7%) |
High adoption | 99 (20.3%) |
MEDAS Score | ||
---|---|---|
Model 1 | Model 2 | |
HL total score | 0.02 (0.01; 0.04) * | 0.02 (0.01; 0.03) * |
Health care | 0.03 (0.02; 0.05) * | 0.03 (0.01; 0.04) * |
Disease prevention | 0.02 (0.01; 0.04) * | 0.02 (0.004; 0.03) * |
Health promotion | 0.02 (0.01; 0.04) * | 0.02 (0.004; 0.04) * |
MEDAS Adoption | ||
---|---|---|
Model 1 | Model 2 | |
HL total score | 1.02 (1.00; 1.04) * | 1.02 (1.00; 1.03) |
Health care | 1.03 (1.01; 1.05) * | 1.02 (1.00; 1.04) * |
Disease prevention | 1.02 (1.00; 1.04) | 1.01 (0.99; 1.03) |
Health promotion | 1.02 (1.00; 1.04) * | 1.02 (1.00; 1.04) |
HL levels | ||
Inadequate/problematic | Ref. | Ref. |
Sufficient | 3.31 (1.82; 6.02) * | 3.13 (1.70; 5.77) * |
Excelent | 1.95 (1.03; 3.68) * | 1.57 (0.82; 3.03) |
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Duarte, A.; Martins, J.; Lopes, C.; Silva, M.J.; Augusto, C.; Martins, S.P.; Rosário, R. Health Literacy and Its Association with the Adoption of the Mediterranean Diet: A Cross-Sectional Study. Nutrients 2024, 16, 2176. https://doi.org/10.3390/nu16142176
Duarte A, Martins J, Lopes C, Silva MJ, Augusto C, Martins SP, Rosário R. Health Literacy and Its Association with the Adoption of the Mediterranean Diet: A Cross-Sectional Study. Nutrients. 2024; 16(14):2176. https://doi.org/10.3390/nu16142176
Chicago/Turabian StyleDuarte, Ana, Juliana Martins, Cristiana Lopes, Maria José Silva, Cláudia Augusto, Silvana Peixoto Martins, and Rafaela Rosário. 2024. "Health Literacy and Its Association with the Adoption of the Mediterranean Diet: A Cross-Sectional Study" Nutrients 16, no. 14: 2176. https://doi.org/10.3390/nu16142176
APA StyleDuarte, A., Martins, J., Lopes, C., Silva, M. J., Augusto, C., Martins, S. P., & Rosário, R. (2024). Health Literacy and Its Association with the Adoption of the Mediterranean Diet: A Cross-Sectional Study. Nutrients, 16(14), 2176. https://doi.org/10.3390/nu16142176