Switching Mediterranean Consumers to Mediterranean Sustainable Healthy Dietary Patterns (SWITCHtoHEALTHY): Study Protocol of a Multicentric and Multi-Cultural Family-Based Nutritional Intervention Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Design and Setting
2.2. Family Recruitment and Eligibility
2.3. Interventions
2.3.1. Digital Interactive Tools
2.3.2. Hands-On Educational Materials and Activities
2.3.3. Healthy Plant-Based Snacks
2.4. Visits and Procedures
2.5. Outcomes
- Anthropometric data: body weight, measured in all family members with a Tanita DC 430S-MA (Tanita Corp., Barcelona, Spain); height, obtained using a wall-mounted stadiometer (Tanita Leicester Portable; Tanita Corp., Barcelona, Spain); waist circumference, measured at the level of the narrowest region between the last costal (10th rib) and the edge of the iliac crest using a 200 cm anthropometric steel measuring tape; and BMI, obtained using the formula of weight in kilograms divided by the square of the height in meters.
- Systolic and diastolic blood pressure and resting heart rate, measured twice at 1 min intervals using an automatic sphygmomanometer (OMRON HEM-907; Peroxfarma, Barcelona, Spain).
- Sociodemographic and socioeconomic factors, measured in parents and adolescents via an adapted questionnaire from Rodríguez-Rodríguez et al. [45]. This questionnaire will collect information regarding age, gender, household members, marital status, income, level of education, and employment status.
- Social factors, measured in all family members via an adapted questionnaire from McIntosh et al. [46]. This questionnaire will collect information regarding work flexibility and satisfaction, work–life balance, lifestyle, time spent with children, family decision making, and task responsibility.
- Health factors, measured in all family members via the General Health Questionnaire (GHQ) [50]. This questionnaire will ask about different aspects related to health and healthy lifestyle such as sleeping habits, hospitalization, and prescribed medications.
- Mediterranean lifestyle habits, measured only in parents via the Mediterranean Lifestyle index (MEDLIFE), which will capture adherence to an overall Mediterranean healthy lifestyle [51].
- Quality of life, measured via the EQ-5D-5L scale for adults [53] and the KIDSCREEN scale for adolescents and children aged over 8 years [54]. The EQ-5D-5L assesses five dimensions: mobility, self-care, usual activities, pain/discomfort, and anxiety/depression. The KIDSCREEN assesses children’s and adolescents’ subjective health and well-being.
- Nutritional knowledge, measured via a short consumer-oriented nutrition knowledge questionnaire for adults [55] and the HELENA questionnaire for adolescents, which also includes a self-reported food frequency questionnaire [56]. These questionnaires will measure the parents’ and adolescents’ knowledge of a healthy diet.
- Attitudes and beliefs in relation to food, measured via an adaptation of the McIntosh et al. questionnaire [46] and the Early Parenting Attitudes Questionnaire (EPAQ) [57]. These questionnaires will assess the family eating habits and attitudes of and barriers faced by parents and adolescents in relation to the MD.
- Family weekly food intake, measured in all family members via a 7DWR, which involves an individual weighing of each food item prior to consumption. The 7DWR will be completed during the week after visit V0 and V1 and the week prior to visit V2. In V0, families will receive instructions for the correct completion. Nutritionists will instruct families on the use of kitchen scales. Apart from food, 7DWR will allow data on the average intake of macro- and micronutrients to be obtained.
- Family weekly food expenses, measured per family unit using shopping receipts collected during the week after visit V0 and V1 and in the week prior to visit V2. In each visit, families will be provided with an envelope for collecting the shopping receipts and other food expenses for a week.
- Economic impact, estimated using the data obtained from family weekly food records and expenses reported by means of shopping receipts. Two measurements will be carried out at the beginning and end of the 3-month intervention, and potential effects of promotions at the specific retail outlet as well as family events and the seasonal effect will be controlled.
2.6. Randomization and Allocation
2.7. Sample Size
2.8. Criteria for Discontinuing or Modifying Allocated Intervention
2.9. Data Management
2.10. Statistical Analysis
2.10.1. Univariate Data Analysis
2.10.2. Multivariate Data Analysis
3. Discussion
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Afshin, A.; Sur, P.J.; Fay, K.A.; Cornaby, L.; Ferrara, G.; Salama, J.S.; Mullany, E.C.; Abate, K.H.; Abbafati, C.; Abebe, Z.; et al. Health Effects of Dietary Risks in 195 Countries, 1990–2017: A Systematic Analysis for the Global Burden of Disease Study 2017. Lancet 2019, 393, 1958–1972. [Google Scholar] [CrossRef] [PubMed]
- Murray, C.J.L.; Aravkin, A.Y.; Zheng, P.; Abbafati, C.; Abbas, K.M.; Abbasi-Kangevari, M.; Abd-Allah, F.; Abdelalim, A.; Abdollahi, M.; Abdollahpour, I.; et al. Global Burden of 87 Risk Factors in 204 Countries and Territories, 1990–2019: A Systematic Analysis for the Global Burden of Disease Study 2019. Lancet 2020, 396, 1223–1249. [Google Scholar] [CrossRef] [PubMed]
- Singer, M. Non-Communicable Diseases. In The Wiley Blackwell Encyclopedia of Health, Illness, Behavior, and Society; Wiley-Blackwell: Hoboken, NJ, USA, 2014; pp. 1686–1690. [Google Scholar]
- Dernini, S. The Erosion and the Renaissance of the Mediterranean Diet: A Sustainable Cultural Resource. Quad. Mediterr. 2011, 16, 75–82. [Google Scholar]
- UNESCO Mediterranean Diet-Intangible Heritage-Culture Sector-UNESCO. Available online: https://ich.unesco.org/en/RL/mediterranean-diet-00884 (accessed on 22 July 2024).
- Trichopoulou, A.; Martínez-González, M.A.; Tong, T.Y.; Forouhi, N.G.; Khandelwal, S.; Prabhakaran, D.; Mozaffarian, D.; de Lorgeril, M. Definitions and Potential Health Benefits of the Mediterranean Diet: Views from Experts around the World. BMC Med. 2014, 12, 112. [Google Scholar] [CrossRef] [PubMed]
- Lăcătușu, C.-M.; Grigorescu, E.-D.; Floria, M.; Onofriescu, A.; Mihai, B.-M. The Mediterranean Diet: From an Environment-Driven Food Culture to an Emerging Medical Prescription. Int. J. Environ. Res. Public Health 2019, 16, 942. [Google Scholar] [CrossRef]
- Serra-Majem, L.; Tomaino, L.; Dernini, S.; Berry, E.M.; Lairon, D.; Ngo de la Cruz, J.; Bach-Faig, A.; Donini, L.M.; Medina, F.-X.; Belahsen, R.; et al. Updating the Mediterranean Diet Pyramid towards Sustainability: Focus on Environmental Concerns. Int. J. Environ. Res. Public Health 2020, 17, 8758. [Google Scholar] [CrossRef]
- Martinez-Lacoba, R.; Pardo-Garcia, I.; Amo-Saus, E.; Escribano-Sotos, F. Mediterranean Diet and Health Outcomes: A Systematic Meta-Review. Eur. J. Public Health 2018, 28, 955–961. [Google Scholar] [CrossRef]
- García Cabrera, S.; Herrera Fernández, N.; Rodríguez Hernández, C.; Nissensohn, M.; Román-Viñas, B.; Serra-Majem, L. KIDMED test; prevalence of low adherence to the Mediterranean Diet in children and young; a systematic review. Nutr. Hosp. 2015, 32, 2390–2399. [Google Scholar] [CrossRef]
- Iaccarino Idelson, P.; Scalfi, L.; Valerio, G. Adherence to the Mediterranean Diet in Children and Adolescents: A Systematic Review. Nutr. Metab. Cardiovasc. Dis. 2017, 27, 283–299. [Google Scholar] [CrossRef]
- Grosso, G.; Mistretta, A.; Frigiola, A.; Gruttadauria, S.; Biondi, A.; Basile, F.; Vitaglione, P.; D’Orazio, N.; Galvano, F. Mediterranean Diet and Cardiovascular Risk Factors: A Systematic Review. Crit. Rev. Food Sci. Nutr. 2014, 54, 593–610. [Google Scholar] [CrossRef]
- FAO. The Quest for Healthy Diets—FAO’s Work to Secure Better Nutrition; FAO: Rome, Italy, 2024. [Google Scholar]
- Scaglioni, S.; De Cosmi, V.; Ciappolino, V.; Parazzini, F.; Brambilla, P.; Agostoni, C. Factors Influencing Children’s Eating Behaviours. Nutrients 2018, 10, 706. [Google Scholar] [CrossRef] [PubMed]
- Bibiloni, M.D.M.; Gallardo-Alfaro, L.; Gómez, S.F.; Wärnberg, J.; Osés-Recalde, M.; González-Gross, M.; Gusi, N.; Aznar, S.; Marín-Cascales, E.; González-Valeiro, M.A.; et al. Determinants of Adherence to the Mediterranean Diet in Spanish Children and Adolescents: The PASOS Study. Nutrients 2022, 14, 738. [Google Scholar] [CrossRef]
- Gruber, K.J.; Haldeman, L.A. Using the Family to Combat Childhood and Adult Obesity. Prev. Chronic Dis. 2009, 6, A106. [Google Scholar]
- MacArthur, G.; Caldwell, D.M.; Redmore, J.; Watkins, S.H.; Kipping, R.; White, J.; Chittleborough, C.; Langford, R.; Er, V.; Lingam, R.; et al. Individual-, Family-, and School-Level Interventions Targeting Multiple Risk Behaviours in Young People. Cochrane Database Syst. Rev. 2018, 10, CD009927. [Google Scholar] [CrossRef]
- Perdew, M.; Liu, S.; Naylor, P.-J. Family-Based Nutrition Interventions for Obesity Prevention among School-Aged Children: A Systematic Review. Transl. Behav. Med. 2021, 11, 709–723. [Google Scholar] [CrossRef]
- Ojeda-Rodríguez, A.; Zazpe, I.; Morell-Azanza, L.; Chueca, M.J.; Azcona-Sanjulian, M.C.; Marti, A. Improved Diet Quality and Nutrient Adequacy in Children and Adolescents with Abdominal Obesity after a Lifestyle Intervention. Nutrients 2018, 10, 1500. [Google Scholar] [CrossRef] [PubMed]
- Likhitweerawong, N.; Boonchooduang, N.; Kittisakmontri, K.; Chonchaiya, W.; Louthrenoo, O. Effectiveness of Mobile Application on Changing Weight, Healthy Eating Habits, and Quality of Life in Children and Adolescents with Obesity: A Randomized Controlled Trial. BMC Pediatr. 2021, 21, 499. [Google Scholar] [CrossRef] [PubMed]
- Varagiannis, P.; Magriplis, E.; Risvas, G.; Vamvouka, K.; Nisianaki, A.; Papageorgiou, A.; Pervanidou, P.; Chrousos, G.P.; Zampelas, A. Effects of Three Different Family-Based Interventions in Overweight and Obese Children: The “4 Your Family” Randomized Controlled Trial. Nutrients 2021, 13, 341. [Google Scholar] [CrossRef]
- Wolfenden, L.; Nathan, N.; Janssen, L.M.; Wiggers, J.; Reilly, K.; Delaney, T.; Williams, C.M.; Bell, C.; Wyse, R.; Sutherland, R.; et al. Multi-Strategic Intervention to Enhance Implementation of Healthy Canteen Policy: A Randomised Controlled Trial. Implement. Sci. 2017, 12, 6. [Google Scholar] [CrossRef]
- Crespo, N.C.; Elder, J.P.; Ayala, G.X.; Slymen, D.J.; Campbell, N.R.; Sallis, J.F.; McKenzie, T.L.; Baquero, B.; Arredondo, E.M. Results of a Multi-Level Intervention to Prevent and Control Childhood Obesity among Latino Children: The Aventuras Para Niños Study. Ann. Behav. Med. 2012, 43, 84–100. [Google Scholar] [CrossRef]
- Rose, T.; Barker, M.; Maria Jacob, C.; Morrison, L.; Lawrence, W.; Strömmer, S.; Vogel, C.; Woods-Townsend, K.; Farrell, D.; Inskip, H.; et al. A Systematic Review of Digital Interventions for Improving the Diet and Physical Activity Behaviors of Adolescents. J. Adolesc. Health 2017, 61, 669–677. [Google Scholar] [CrossRef] [PubMed]
- López-Gil, J.F.; Victoria-Montesinos, D.; García-Hermoso, A. Effects of Lifestyle-Based Interventions to Improve Mediterranean Diet Adherence among the Young Population: A Meta-Analysis of Randomized Controlled Trials. Nutr. Rev. 2024, 82, 849–860. [Google Scholar] [CrossRef] [PubMed]
- Prowse, R.; Carsley, S. Digital Interventions to Promote Healthy Eating in Children: Umbrella Review. JMIR Pediatr. Parent. 2021, 4, e30160. [Google Scholar] [CrossRef] [PubMed]
- Seid, A.; Fufa, D.D.; Bitew, Z.W. The Use of Internet-Based Smartphone Apps Consistently Improved Consumers’ Healthy Eating Behaviors: A Systematic Review of Randomized Controlled Trials. Front. Digit. Health 2024, 6, 1282570. [Google Scholar] [CrossRef] [PubMed]
- Black, A.P.; D’Onise, K.; McDermott, R.; Vally, H.; O’Dea, K. How Effective Are Family-Based and Institutional Nutrition Interventions in Improving Children’s Diet and Health? A Systematic Review. BMC Public Health 2017, 17, 818. [Google Scholar] [CrossRef]
- Jacob, C.M.; Hardy-Johnson, P.L.; Inskip, H.M.; Morris, T.; Parsons, C.M.; Barrett, M.; Hanson, M.; Woods-Townsend, K.; Baird, J. A Systematic Review and Meta-Analysis of School-Based Interventions with Health Education to Reduce Body Mass Index in Adolescents Aged 10 to 19 Years. Int. J. Behav. Nutr. Phys. Act. 2021, 18, 1. [Google Scholar] [CrossRef]
- Murimi, M.W.; Nguyen, B.; Moyeda-Carabaza, A.F.; Lee, H.-J.; Park, O.-H. Factors That Contribute to Effective Online Nutrition Education Interventions: A Systematic Review. Nutr. Rev. 2019, 77, 663–690. [Google Scholar] [CrossRef]
- Michie, S.; van Stralen, M.M.; West, R. The Behaviour Change Wheel: A New Method for Characterising and Designing Behaviour Change Interventions. Implement. Sci. 2011, 6, 42. [Google Scholar] [CrossRef]
- Chan, A.-W.; Tetzlaff, J.M.; Altman, D.G.; Laupacis, A.; Gøtzsche, P.C.; Krleža-Jerić, K.; Hróbjartsson, A.; Mann, H.; Dickersin, K.; Berlin, J.A.; et al. SPIRIT 2013 Statement: Defining Standard Protocol Items for Clinical Trials. Ann. Intern. Med. 2013, 158, 200–207. [Google Scholar] [CrossRef]
- Rivera, S.C.; Liu, X.; Chan, A.-W.; Denniston, A.K.; Calvert, M.J. Guidelines for Clinical Trial Protocols for Interventions Involving Artificial Intelligence: The SPIRIT-AI Extension. BMJ 2020, 370, m3210. [Google Scholar] [CrossRef]
- Chakraborty, B.; Collins, L.M.; Strecher, V.J.; Murphy, S.A. Developing Multicomponent Interventions Using Fractional Factorial Designs. Stat. Med. 2009, 28, 2687–2708. [Google Scholar] [CrossRef] [PubMed]
- Aggarwal, R.; Ranganathan, P. Study Designs: Part 4—Interventional Studies. Perspect. Clin. Res. 2019, 10, 137–139. [Google Scholar] [CrossRef] [PubMed]
- Leblanc, V.; Bégin, C.; Hudon, A.-M.; Royer, M.-M.; Corneau, L.; Dodin, S.; Lemieux, S. Effects of a Nutritional Intervention Program Based on the Self-Determination Theory and Promoting the Mediterranean Diet. Health Psychol. Open 2016, 3, 2055102915622094. [Google Scholar] [CrossRef]
- Violant-Holz, V.; Rodríguez-Silva, C.; Carol, M.; Rodríguez, M.J. Impact of Cocreation Training Capsules for Preschool Teachers on Children’s Healthy Habits: A Pilot Study Conducted in Barcelona, Spain. BMC Public Health 2021, 21, 2089. [Google Scholar] [CrossRef] [PubMed]
- Schiele, H.; Krummaker, S.; Hoffmann, P.; Kowalski, R. The “Research World Café” as Method of Scientific Enquiry: Combining Rigor with Relevance and Speed. J. Bus. Res. 2022, 140, 280–296. [Google Scholar] [CrossRef]
- Silva, S.; Guenther, E. Setting the Research Agenda for Measuring Sustainability Performance—Systematic Application of the World Café Method. Sustain. Account. Manag. Policy J. 2018, 9, 455–469. [Google Scholar] [CrossRef]
- CNTA Communication ToolBox—SwitchToHealthy. Available online: https://switchtohealthy.eu/wp-content/uploads/2024/09/SWITCHtoHEALTHY_Deliverable_D2-1.pdf (accessed on 22 July 2024).
- Willmott, T.J.; Pang, B.; Rundle-Thiele, S. Capability, Opportunity, and Motivation: An across Contexts Empirical Examination of the COM-B Model. BMC Public Health 2021, 21, 1014. [Google Scholar] [CrossRef]
- García-Conesa, M.-T.; Philippou, E.; Pafilas, C.; Massaro, M.; Quarta, S.; Andrade, V.; Jorge, R.; Chervenkov, M.; Ivanova, T.; Dimitrova, D.; et al. Exploring the Validity of the 14-Item Mediterranean Diet Adherence Screener (MEDAS): A Cross-National Study in Seven European Countries around the Mediterranean Region. Nutrients 2020, 12, 2960. [Google Scholar] [CrossRef]
- Martínez-González, M.A.; Salas-Salvadó, J.; Estruch, R.; Corella, D.; Fitó, M.; Ros, E. Benefits of the Mediterranean Diet: Insights from the PREDIMED Study. Prog. Cardiovasc. Dis. 2015, 58, 50–60. [Google Scholar] [CrossRef]
- Serra-Majem, L.; Ribas, L.; Ngo, J.; Ortega, R.M.; García, A.; Pérez-Rodrigo, C.; Aranceta, J. Food, Youth and the Mediterranean Diet in Spain. Development of KIDMED, Mediterranean Diet Quality Index in Children and Adolescents. Public Health Nutr. 2004, 7, 931–935. [Google Scholar] [CrossRef]
- Rodríguez-Rodríguez, F.; Gálvez-Fernández, P.; Huertas-Delgado, F.J.; Aranda-Balboa, M.J.; Saucedo-Araujo, R.G.; Herrador-Colmenero, M. Parent’s Sociodemographic Factors, Physical Activity and Active Commuting Are Predictors of Independent Mobility to School. Int. J. Health Geogr. 2021, 20, 26. [Google Scholar] [CrossRef] [PubMed]
- McIntosh, A.; Davis, G.; Nagya, R.; Anding, J.; Torres, C.; Kebena, K.; Perusquia, E.; Yeley, G.; You, W. Parental Time, Role Strain, and Children’s Fat Intake and Obesity-Related Outcomes; U.S. Department of Agriculture; U.S. Government Printing Office: Washington, DC, USA, 2008.
- Craig, C.L.; Marshall, A.L.; Sjöström, M.; Bauman, A.E.; Booth, M.L.; Ainsworth, B.E.; Pratt, M.; Ekelund, U.; Yngve, A.; Sallis, J.F.; et al. International Physical Activity Questionnaire: 12-Country Reliability and Validity. Med. Sci. Sports Exerc. 2003, 35, 1381–1395. [Google Scholar] [CrossRef]
- Benítez-Porres, J.; López-Fernández, I.; Raya, J.F.; Álvarez Carnero, S.; Alvero-Cruz, J.R.; Álvarez Carnero, E. Reliability and Validity of the PAQ-C Questionnaire to Assess Physical Activity in Children. J. Sch. Health 2016, 86, 677–685. [Google Scholar] [CrossRef] [PubMed]
- Martínez-Gómez, D.; Gómez-Martínez, S.; Wärnberg, J.; Welk, G.J.; Marcos, A.; Veiga, O.L. Convergent Validity of a Questionnaire for Assessing Physical Activity in Spanish Adolescents with Overweight. Med. Clin. 2011, 136, 13–15. [Google Scholar] [CrossRef]
- Sterling, M. General Health Questionnaire—28 (GHQ-28). J. Physiother. 2011, 57, 259. [Google Scholar] [CrossRef]
- Sotos-Prieto, M.; Santos-Beneit, G.; Bodega, P.; Pocock, S.; Mattei, J.; Peñalvo, J.L. Validation of a questionnaire to measure overall Mediterranean lifestyle habits for research application: The MEDiterranean LIFEstyle index (MEDLIFE). Nutr. Hosp. 2015, 32, 1153–1163. [Google Scholar] [CrossRef]
- Lindström, J.; Aittola, K.; Pölönen, A.; Hemiö, K.; Ahonen, K.; Karhunen, L.; Männikkö, R.; Siljamäki-Ojansuu, U.; Tilles-Tirkkonen, T.; Virtanen, E.; et al. Formation and Validation of the Healthy Diet Index (HDI) for Evaluation of Diet Quality in Healthcare. Int. J. Environ. Res. Public Health 2021, 18, 2362. [Google Scholar] [CrossRef]
- Ramos-Goñi, J.M.; Oppe, M.; Slaap, B.; Busschbach, J.J.V.; Stolk, E. Quality Control Process for EQ-5D-5L Valuation Studies. Value Health 2017, 20, 466–473. [Google Scholar] [CrossRef] [PubMed]
- Ravens-Sieberer, U.; Gosch, A.; Abel, T.; Auquier, P.; Bellach, B.M.; Bruil, J.; Dür, W.; Power, M.; Rajmil, L. Quality of Life in Children and Adolescents: A European Public Health Perspective. Soz. Praventivmed. 2001, 46, 294–302. [Google Scholar] [CrossRef]
- Dickson-Spillmann, M.; Siegrist, M.; Keller, C. Development and Validation of a Short, Consumer-Oriented Nutrition Knowledge Questionnaire. Appetite 2011, 56, 617–620. [Google Scholar] [CrossRef]
- Sichert-Hellert, W.; Beghin, L.; De Henauw, S.; Grammatikaki, E.; Hallström, L.; Manios, Y.; Mesana, M.I.; Molnár, D.; Dietrich, S.; Piccinelli, R.; et al. Nutritional Knowledge in European Adolescents: Results from the HELENA (Healthy Lifestyle in Europe by Nutrition in Adolescence) Study. Public Health Nutr. 2011, 14, 2083–2091. [Google Scholar] [CrossRef] [PubMed]
- Hembacher, E.; Frank, M.C. The Early Parenting Attitudes Questionnaire: Measuring Intuitive Theories of Parenting and Child Development. Collabra Psychol. 2020, 6, 16. [Google Scholar] [CrossRef]
- Hartikainen, H.; Pulkkinen, H. Summary of the Chosen Methodologies and Practices to Produce GHGE-Estimates for an Average European Diet; Natural Resources Institute Finland: Helsinki, Finland, 2016; Volume 58/2016, ISBN 9789523263130. [Google Scholar]
- Harris, F.; Moss, C.; Joy, E.J.M.; Quinn, R.; Scheelbeek, P.F.D.; Dangour, A.D.; Green, R. The Water Footprint of Diets: A Global Systematic Review and Meta-Analysis. Adv. Nutr. 2020, 11, 375–386. [Google Scholar] [CrossRef] [PubMed]
- Rizvi, S.; Pagnutti, C.; Fraser, E.; Bauch, C.T.; Anand, M. Global Land Use Implications of Dietary Trends. PLoS ONE 2018, 13, e0200781. [Google Scholar] [CrossRef]
- Alonso-Domínguez, R.; García-Ortiz, L.; Patino-Alonso, M.C.; Sánchez-Aguadero, N.; Gómez-Marcos, M.A.; Recio-Rodríguez, J.I. Effectiveness of A Multifactorial Intervention in Increasing Adherence to the Mediterranean Diet among Patients with Diabetes Mellitus Type 2: A Controlled and Randomized Study (EMID Study). Nutrients 2019, 11, 162. [Google Scholar] [CrossRef]
- Cavaliere, A.; De Marchi, E.; Banterle, A. Exploring the Adherence to the Mediterranean Diet and Its Relationship with Individual Lifestyle: The Role of Healthy Behaviors, Pro-Environmental Behaviors, Income, and Education. Nutrients 2018, 10, 141. [Google Scholar] [CrossRef]
- Stata Statistical Software: Release 18; StataCorp: College Station, TX, USA, 2023.
- Donini, L.M.; Berry, E.M. Improving Adherence to the Mediterranean Diet through a Bio-Psycho Social and Sociotype Approach. Front. Nutr. 2023, 10, 1232078. [Google Scholar] [CrossRef]
- Arcila-Agudelo, A.M.; Ferrer-Svoboda, C.; Torres-Fernàndez, T.; Farran-Codina, A. Determinants of Adherence to Healthy Eating Patterns in a Population of Children and Adolescents: Evidence on the Mediterranean Diet in the City of Mataró (Catalonia, Spain). Nutrients 2019, 11, 854. [Google Scholar] [CrossRef]
- Veloso Pulgar, M.; Arcila-Agudelo, A.M.; Ferrer Svoboda, C.; Torres Fernández, T.; Farran Codina, A. [Nutritional status and adherence to the Mediterranean diet in the school population of the city of Mataró (Catalonia, Spain)]. Nutr. Hosp. 2024, 41, 415–425. [Google Scholar] [CrossRef]
- Azekour, K.; Outaleb, Z.; Eddouks, M.; Khallouki, F.; El Bouhali, B. Adherence to the Mediterranean Diet of School-Age Children in Moroccan Oases, Draa-Tafilalet Region. East. Mediterr. Health J. 2020, 26, 1070–1077. [Google Scholar] [CrossRef]
- El Mokhtari, O.; Anzid, K.; Levy-Desroches, S.; Montero López, M.D.P.; Cherkaoui, M.; Hilali, A. Adherence to the Mediterranean Diet among High-School Pupils in the North Moroccan Rif Region. Med. J. Nutr. Metab. 2024, 17, 65–80. [Google Scholar] [CrossRef]
- Akbulut, U.; Isik, I.; Atalay, A.; Topal, I. Adherence to the Mediterranean Diet and Risk of Functional Constipation in Children in Turkey: Case-Control Study. East. Mediterr. Health J. 2021, 27, 587–594. [Google Scholar] [CrossRef]
- Rosi, A.; Paolella, G.; Biasini, B.; Scazzina, F. Dietary Habits of Adolescents Living in North America, Europe or Oceania: A Review on Fruit, Vegetable and Legume Consumption, Sodium Intake, and Adherence to the Mediterranean Diet. Nutr. Metab. Cardiovasc. Dis. 2019, 29, 544–560. [Google Scholar] [CrossRef] [PubMed]
- Cardamone, E.; Iacoponi, F.; Di Benedetto, R.; Lorenzoni, G.; Di Nucci, A.; Zobec, F.; Gregori, D.; Silano, M. Adherence to Mediterranean Diet and Its Main Determinants in a Sample of Italian Adults: Results from the ARIANNA Cross-Sectional Survey. Front. Nutr. 2024, 11, 1346455. [Google Scholar] [CrossRef]
- O’Brien, K.M.; Barnes, C.; Yoong, S.; Campbell, E.; Wyse, R.; Delaney, T.; Brown, A.; Stacey, F.; Davies, L.; Lorien, S.; et al. School-Based Nutrition Interventions in Children Aged 6 to 18 Years: An Umbrella Review of Systematic Reviews. Nutrients 2021, 13, 4113. [Google Scholar] [CrossRef]
- Benajiba, N.; Dodge, E.; Khaled, M.B.; Chavarria, E.A.; Sammartino, C.J.; Aboul-Enein, B.H. Technology-Based Nutrition Interventions Using the Mediterranean Diet: A Systematic Review. Nutr. Rev. 2022, 80, 1419–1433. [Google Scholar] [CrossRef]
- Béjar, L.M.; Mesa-Rodríguez, P.; Quintero-Flórez, A.; Ramírez-Alvarado, M.D.M.; García-Perea, M.D. Effectiveness of a Smartphone App (e-12HR) in Improving Adherence to the Mediterranean Diet in Spanish University Students by Age, Gender, Field of Study, and Body Mass Index: A Randomized Controlled Trial. Nutrients 2023, 15, 1688. [Google Scholar] [CrossRef]
- Kruse, C.; Betancourt, J.; Ortiz, S.; Valdes Luna, S.M.; Bamrah, I.K.; Segovia, N. Barriers to the Use of Mobile Health in Improving Health Outcomes in Developing Countries: Systematic Review. J. Med. Internet Res. 2019, 21, e13263. [Google Scholar] [CrossRef] [PubMed]
- World Health Organization. MHealth: Use of Mobile Wireless on Public Health; Executive Board 139th Session; World Health Organization: Geneva, Switzerland, 2016; pp. 1–4. [Google Scholar]
- Harris, J.L.; Romo-Palafox, M.J.; Gershman, H.; Kagan, I.; Duffy, V. Healthy Snacks and Drinks for Toddlers: A Qualitative Study of Caregivers’ Understanding of Expert Recommendations and Perceived Barriers to Adherence. Nutrients 2023, 15, 1006. [Google Scholar] [CrossRef]
- Federici, G.; Marcotrigiano, V.; Bino, E.; Lovat, A.; Padoin, A.; Salerno, G.; D’Incà, P.; Napoli, C.; Cinquetti, S. Healthy Snack Project: Improving Healthy Choices through Multidisciplinary Food Education Actions. Nutrients 2024, 16, 255. [Google Scholar] [CrossRef]
- Roccaldo, R.; Censi, L.; D’Addezio, L.; Berni Canani, S.; Gennaro, L. Improvement of Adherence to the Mediterranean Diet through a Nutrition Education Teaching Pack for Teachers within the “School Fruit Scheme” Program: An Italian Long-Term Trial in School Children. Nutrients 2024, 16, 2057. [Google Scholar] [CrossRef] [PubMed]
- Nations, U. THE 17 GOALS | Sustainable Development. Department of Economic and Social Affairs | Sustainable Development; United Nations: New York, NY, USA, 2015. [Google Scholar]
- Svendsen, M.T.; Tiedemann, S.N.; Andersen, K.E. Pros and Cons of EHealth: A Systematic Review of the Literature and Observations in Denmark. SAGE Open Med. 2021, 9, 20503121211016180. [Google Scholar] [CrossRef] [PubMed]
- Aronsson, K. Learning Through Play. In International Encyclopedia of Education, 3rd ed.; Eleviser: Amsterdam, The Netherlands, 2009; pp. 330–334. [Google Scholar] [CrossRef]
- Yassıbaş, E.; Bölükbaşı, H. Evaluation of Adherence to the Mediterranean Diet with Sustainable Nutrition Knowledge and Environmentally Responsible Food Choices. Front. Nutr. 2023, 10, 1158155. [Google Scholar] [CrossRef] [PubMed]
App Component | Description |
---|---|
AI-Based App for Parents | The app will be accessible by parents from any device (including Android/iOS smartphones) through a web browser. The users will be able to provide basic profile information and receive personalized weekly meal plans adhering to a healthy and sustainable Mediterranean-based diet. The app will co-ordinate with the app for children’s Med-based dietary plan to provide personalized weekly meal plans for all family members (parents, adolescents, and children). |
App for Children’s Med-Based Dietary Plan | The menus for children will complement the local school catering services (for nursery, kindergarten, and primary schools) and provide parents with ideas and suggestions about breakfast, snack, dinner, and weekend preparation, promoting a balanced food intake during the week. The app will thus consider what children eat in school canteens (based on the details provided by the school catering system), in the school café, and in what they bring in their lunch boxes from home (details provided by parents) and calculate possible complementary options for the rest of the day at home and for the weekend. In addition, educational materials, recipes, and daily tips are also provided to improve parents’ culinary skills and nutrition knowledge, empowering them to manage the whole family’s diet and to make proper food choices. |
Digitami Game for All the Family | Digitami is an educational life simulation game to increase family engagement. It is envisioned as a “slow-paced” mobile game where the family members will have to take care of a “Tamagotchi” digital character living in the app, choosing and preparing their daily meals and/or physical activities to follow a balanced diet and a healthy lifestyle. Simultaneously, it will provide feedback about the nutritional value of the player’s choices. Push notifications will be used to increase the engagement level of the family members. |
Country | List of Selected Ingredients | |||
---|---|---|---|---|
Vegetables | Fruits | Dried Fruits and Nuts | Legumes and Cereals | |
Spain | Pumpkin | Mandarin | Almond | Chickpea |
Grape | ||||
Peach | ||||
Spinach | Nopal | Rice | ||
Walnut | Grains | |||
Sweet potato | Sumac | |||
Hazelnut | ||||
Turkey | Chicory | Jujube | Dates | Chickpea powder |
Dried apricot | ||||
Almond | ||||
Walnut | ||||
Black fig | ||||
Oatmeal | ||||
Hazelnut | ||||
Black mulberry | ||||
Blueberry | ||||
Black carrot | ||||
Morocco | Beetroot | Fig | Dates | Chickpea |
Whole wheat | ||||
Orange | ||||
Clementine | ||||
Banana | ||||
Almond | ||||
Oat | ||||
Peanut | ||||
Apricot | Tigernut | |||
Apple | ||||
Carob |
Block | Assessed Factors |
---|---|
Socioeconomic factors | Age, gender, ethnicity, household members, marital status, income, level of education, and employment status |
Social factors | Work flexibility and satisfaction, work–life balance, lifestyle, time spent with children, family decision making, and task responsibility |
Psychological factors | Self-perception |
Quality of life | Mobility, self-care, usual activities, pain/discomfort, anxiety/depression, and subjective well-being |
Attitudes and beliefs related to food | Family eating habits and attitudes of and barriers faced by parents and adolescents related to the MD |
Health and healthy lifestyle | Smoking, hospitalization, medication use, and sleep duration |
Dietary habits | Eating rules, amount and type of food consumed, and food frequency intake |
Nutritional knowledge | Level of knowledge of parents and adolescents on a healthy diet |
Physical activity | Types and intensity of physical activity and sitting time spent as part of the individual’s daily life |
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© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Calderón-Pérez, L.; Domingo, A.; Bas, J.M.d.; Gutiérrez, B.; Crescenti, A.; Rahmani, D.; Sarroca, A.; Gil, J.M.; Goumeida, K.; Zhang Jin, T.; et al. Switching Mediterranean Consumers to Mediterranean Sustainable Healthy Dietary Patterns (SWITCHtoHEALTHY): Study Protocol of a Multicentric and Multi-Cultural Family-Based Nutritional Intervention Study. Nutrients 2024, 16, 3938. https://doi.org/10.3390/nu16223938
Calderón-Pérez L, Domingo A, Bas JMd, Gutiérrez B, Crescenti A, Rahmani D, Sarroca A, Gil JM, Goumeida K, Zhang Jin T, et al. Switching Mediterranean Consumers to Mediterranean Sustainable Healthy Dietary Patterns (SWITCHtoHEALTHY): Study Protocol of a Multicentric and Multi-Cultural Family-Based Nutritional Intervention Study. Nutrients. 2024; 16(22):3938. https://doi.org/10.3390/nu16223938
Chicago/Turabian StyleCalderón-Pérez, Lorena, Alícia Domingo, Josep M. del Bas, Biotza Gutiérrez, Anna Crescenti, Djamel Rahmani, Amèlia Sarroca, José Maria Gil, Kenza Goumeida, Tianyu Zhang Jin, and et al. 2024. "Switching Mediterranean Consumers to Mediterranean Sustainable Healthy Dietary Patterns (SWITCHtoHEALTHY): Study Protocol of a Multicentric and Multi-Cultural Family-Based Nutritional Intervention Study" Nutrients 16, no. 22: 3938. https://doi.org/10.3390/nu16223938
APA StyleCalderón-Pérez, L., Domingo, A., Bas, J. M. d., Gutiérrez, B., Crescenti, A., Rahmani, D., Sarroca, A., Gil, J. M., Goumeida, K., Zhang Jin, T., Güldaş, M., Demir, Ç. E., Hamdouchi, A. E., Gymnopoulos, L. P., Dimitropoulos, K., Degli Innocenti, P., Rosi, A., Scazzina, F., Petri, E., ... Boqué, N. (2024). Switching Mediterranean Consumers to Mediterranean Sustainable Healthy Dietary Patterns (SWITCHtoHEALTHY): Study Protocol of a Multicentric and Multi-Cultural Family-Based Nutritional Intervention Study. Nutrients, 16(22), 3938. https://doi.org/10.3390/nu16223938