Compliance with the 24-Hour Movement Behavior Guidelines and Associations with Adiposity in European Preschoolers: Results from the ToyBox-Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Protocol
2.2. Measurements
2.2.1. Adiposity
2.2.2. 24 h Movement Behaviors
Physical Activity
Screen Time
Sleep Duration
2.2.3. Covariates
2.3. Data Analysis
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
References
- WHO. Overweight and Obesity. Available online: https://www.who.int/news-room/fact-sheets/detail/obesity-and-overweight (accessed on 15 March 2021).
- Singh, A.S.; Mulder, C.; Twisk, J.W.; Van Mechelen, W.; Chinapaw, M.J. Tracking of childhood overweight into adulthood: A systematic review of the literature. Obes. Rev. 2008, 9, 474–488. [Google Scholar] [CrossRef]
- Nader, P.R.; O'Brien, M.; Houts, R.; Bradley, R.; Belsky, J.; Crosnoe, R.; Friedman, S.; Mei, Z.; Susman, E.J. Identifying risk for obesity in early childhood. Pediatrics 2006, 118, e594–e601. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Pulgarón, E.R. Childhood obesity: A review of increased risk for physical and psychological comorbidities. Clin. Ther. 2013, 35, A18–A32. [Google Scholar] [CrossRef] [Green Version]
- Sanders, R.H.; Han, A.; Baker, J.S.; Cobley, S. Childhood obesity and its physical and psychological co-morbidities: A systematic review of Australian children and adolescents. Eur. J. Pediatr. 2015, 174, 715–746. [Google Scholar] [CrossRef] [PubMed]
- Poitras, V.J.; Gray, C.E.; Janssen, X.; Aubert, S.; Carson, V.; Faulkner, G.; Goldfield, G.S.; Reilly, J.J.; Sampson, M.; Tremblay, M.S. Systematic review of the relationships between sedentary behaviour and health indicators in the early years (0–4 years). BMC Public Health 2017, 17 (Suppl. 5), 868. [Google Scholar] [CrossRef] [Green Version]
- Carson, V.; Lee, E.Y.; Hewitt, L.; Jennings, C.; Hunter, S.; Kuzik, N.; Stearns, J.A.; Unrau, S.P.; Poitras, V.J.; Gray, C.; et al. Systematic review of the relationships between physical activity and health indicators in the early years (0–4 years). BMC Public Health 2017, 17 (Suppl. 5), 854. [Google Scholar]
- Carson, V.; Hunter, S.; Kuzik, N.; Gray, C.E.; Poitras, V.J.; Chaput, J.P.; Saunders, T.J.; Katzmarzyk, P.T.; Okely, A.D.; Connor Gorber, S.; et al. Systematic review of sedentary behaviour and health indicators in school-aged children and youth: An update. Appl. Physiol. Nutr. Metab. 2016, 41 (Suppl. 3), S240–S265. [Google Scholar] [CrossRef] [PubMed]
- Chaput, J.P.; Gray, C.E.; Poitras, V.J.; Carson, V.; Gruber, R.; Birken, C.S.; MacLean, J.E.; Aubert, S.; Sampson, M.; Tremblay, M.S. Systematic review of the relationships between sleep duration and health indicators in the early years (0–4 years). BMC Public Health 2017, 17 (Suppl. 5), 855. [Google Scholar] [CrossRef]
- Hill, J.O.; Wyatt, H.R.; Melanson, E.L. Genetic and environmental contributions to obesity. Med. Clin. North Am. 2000, 84, 333–346. [Google Scholar] [CrossRef]
- Chaput, J.P.; Gray, C.E.; Poitras, V.J.; Carson, V.; Gruber, R.; Olds, T.; Weiss, S.K.; Connor Gorber, S.; Kho, M.E.; Sampson, M.; et al. Systematic review of the relationships between sleep duration and health indicators in school-aged children and youth. Appl. Physiol. Nutr. Metab. 2016, 41 (Suppl. 3), S266–S282. [Google Scholar] [CrossRef]
- Hancox, R.J.; Poulton, R. Watching television is associated with childhood obesity: But is it clinically important? Int. J. Obes. 2006, 30, 171–175. [Google Scholar] [CrossRef] [Green Version]
- Gliebe, S. The development of self-control in young children. Lutheran Educ. 2011, 144, 1–15. [Google Scholar]
- Telama, R.; Yang, X.; Leskinen, E.; Kankaanpää, A.; Hirvensalo, M.; Tammelin, T.; Viikari, J.S.; Raitakari, O.T. Tracking of physical activity from early childhood through youth into adulthood. Med. Sci. Sports Exerc. 2014, 46, 955–962. [Google Scholar] [CrossRef] [PubMed]
- Jones, R.A.; Hinkley, T.; Okely, A.D.; Salmon, J. Tracking physical activity and sedentary behavior in childhood: A systematic review. Am. J. Prev. Med. 2013, 44, 651–658. [Google Scholar] [CrossRef] [PubMed]
- Tremblay, M.S.; Carson, V.; Chaput, J.P.; Connor Gorber, S.; Dinh, T.; Duggan, M.; Faulkner, G.; Gray, C.E.; Gruber, R.; Janson, K.; et al. Canadian 24-Hour Movement Guidelines for Children and Youth: An Integration of Physical Activity, Sedentary Behaviour, and Sleep. Appl. Physiol. Nutr. Metab. 2016, 41 (Suppl. 3), S311–S327. [Google Scholar] [CrossRef] [PubMed]
- Tremblay, M.S.; Chaput, J.P.; Adamo, K.B.; Aubert, S.; Barnes, J.D.; Choquette, L.; Duggan, M.; Faulkner, G.; Goldfield, G.S.; Gray, C.E.; et al. Canadian 24-Hour Movement Guidelines for the Early Years (0–4 years): An Integration of Physical Activity, Sedentary Behaviour, and Sleep. BMC Public Health 2017, 17 (Suppl. 5), 874. [Google Scholar] [CrossRef] [PubMed]
- Kuzik, N.; Poitras, V.J.; Tremblay, M.S.; Lee, E.Y.; Hunter, S.; Carson, V. Systematic review of the relationships between combinations of movement behaviours and health indicators in the early years (0–4 years). BMC Public Health 2017, 17 (Suppl. 5), 849. [Google Scholar] [CrossRef] [Green Version]
- World Health Organization. Guidelines on Physical Activity, Sedentary Behaviour and Sleep for Children Under 5 Years of Age. Available online: https://apps.who.int/iris/handle/10665/311664 (accessed on 15 March 2021).
- De Craemer, M.; McGregor, D.; Androutsos, O.; Manios, Y.; Cardon, G. Compliance with 24-h Movement Behaviour Guidelines among Belgian Pre-School Children: The ToyBox-Study. Int. J. Environ. Res. Public Health 2018, 15, 2171. [Google Scholar] [CrossRef] [Green Version]
- De Lucena Martins, C.M.; Lemos, L.; de Souza Filho, A.N.; Bezerra, T.A.; Soares, I.A.A.; Mota, J.G.; Bandeira, P.F.R.; Mota, J.; Tassitano, R.M.; Duncan, M.J. Adherence to 24-hour movement guidelines in low-income Brazilian preschoolers and associations with demographic correlates. Am. J. Hum. Biol. 2020, e23519. [Google Scholar] [CrossRef]
- Chaput, J.P.; Colley, R.C.; Aubert, S.; Carson, V.; Janssen, I.; Roberts, K.C.; Tremblay, M.S. Proportion of preschool-aged children meeting the Canadian 24-Hour Movement Guidelines and associations with adiposity: Results from the Canadian Health Measures Survey. BMC Public Health 2017, 17 (Suppl. 5), 829. [Google Scholar] [CrossRef] [Green Version]
- Leppänen, M.H.; Ray, C.; Wennman, H.; Alexandrou, C.; Sääksjärvi, K.; Koivusilta, L.; Erkkola, M.; Roos, E. Compliance with the 24-h movement guidelines and the relationship with anthropometry in Finnish preschoolers: The DAGIS study. BMC Public Health 2019, 19, 1618. [Google Scholar] [CrossRef]
- Guan, H.; Zhang, Z.; Wang, B.; Okely, A.D.; Tong, M.; Wu, J.; Zhang, T. Proportion of kindergarten children meeting the WHO guidelines on physical activity, sedentary behaviour and sleep and associations with adiposity in urban Beijing. BMC Pediatr. 2020, 20, 70. [Google Scholar] [CrossRef] [PubMed]
- Kim, H.; Ma, J.; Harada, K.; Lee, S.; Gu, Y. Associations between Adherence to Combinations of 24-h Movement Guidelines and Overweight and Obesity in Japanese Preschool Children. Int. J. Environ. Res. Public Health 2020, 17, 9320. [Google Scholar] [CrossRef] [PubMed]
- Vale, S.; Mota, J. Adherence to 24-hour movement guidelines among Portuguese preschool children: The prestyle study. J. Sports Sci. 2020, 38, 2149–2154. [Google Scholar] [CrossRef] [PubMed]
- Cliff, D.P.; McNeill, J.; Vella, S.A.; Howard, S.J.; Santos, R.; Batterham, M.; Melhuish, E.; Okely, A.D.; de Rosnay, M. Adherence to 24-Hour Movement Guidelines for the Early Years and associations with social-cognitive development among Australian preschool children. BMC Public Health 2017, 17 (Suppl. 5), 857. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Hardy, L.L.; King, L.; Hector, D.; Lloyd, B. Weight status and weight-related behaviors of children commencing school. Prev. Med. 2012, 55, 433–437. [Google Scholar] [CrossRef] [PubMed]
- De Craemer, M.; De Decker, E.; De Bourdeaudhuij, I.; Vereecken, C.; Deforche, B.; Manios, Y.; Cardon, G. Correlates of energy balance-related behaviours in preschool children: A systematic review. Obes. Rev. 2012, 13 (Suppl. 1), 13–28. [Google Scholar] [CrossRef]
- De Craemer, M.; Lateva, M.; Iotova, V.; De Decker, E.; Verloigne, M.; De Bourdeaudhuij, I.; Androutsos, O.; Socha, P.; Kulaga, Z.; Moreno, L.; et al. Differences in energy balance-related behaviours in European preschool children: The ToyBox-study. PLoS ONE 2015, 10, e0118303. [Google Scholar] [CrossRef] [PubMed]
- Van Stappen, V.; Van Dyck, D.; Latomme, J.; De Bourdeaudhuij, I.; Moreno, L.; Socha, P.; Iotova, V.; Koletzko, B.; Manios, Y.; Androutsos, O.; et al. Daily Patterns of Preschoolers' Objectively Measured Step Counts in Six European Countries: Cross-Sectional Results from the ToyBox-Study. Int. J. Environ. Res. Public Health 2018, 15, 291. [Google Scholar] [CrossRef] [Green Version]
- Manios, Y.; Grammatikaki, E.; Androutsos, O.; Chinapaw, M.J.; Gibson, E.L.; Buijs, G.; Iotova, V.; Socha, P.; Annemans, L.; Wildgruber, A.; et al. A systematic approach for the development of a kindergarten-based intervention for the prevention of obesity in preschool age children: The ToyBox-study. Obes. Rev. 2012, 13 (Suppl. 1), 3–12. [Google Scholar] [CrossRef]
- Mouratidou, T.; Miguel, M.L.; Androutsos, O.; Manios, Y.; De Bourdeaudhuij, I.; Cardon, G.; Kulaga, Z.; Socha, P.; Galcheva, S.; Iotova, V.; et al. Tools, harmonization and standardization procedures of the impact and outcome evaluation indices obtained during a kindergarten-based, family-involved intervention to prevent obesity in early childhood: The ToyBox-study. Obes. Rev. 2014, 15 (Suppl. 3), 53–60. [Google Scholar] [CrossRef]
- Bayer, O.; von Kries, R.; Strauss, A.; Mitschek, C.; Toschke, A.M.; Hose, A.; Koletzko, B.V. Short- and mid-term effects of a setting based prevention program to reduce obesity risk factors in children: A cluster-randomized trial. Clin. Nutr. 2009, 28, 122–128. [Google Scholar] [CrossRef] [PubMed]
- González-Gil, E.M.; Mouratidou, T.; Cardon, G.; Androutsos, O.; De Bourdeaudhuij, I.; Góźdź, M.; Usheva, N.; Birnbaum, J.; Manios, Y.; Moreno, L.A. Reliability of primary caregivers reports on lifestyle behaviours of European pre-school children: The ToyBox-study. Obes. Rev. 2014, 15 (Suppl. 3), 61–66. [Google Scholar] [CrossRef] [Green Version]
- De Miguel-Etayo, P.; Mesana, M.I.; Cardon, G.; De Bourdeaudhuij, I.; Góźdź, M.; Socha, P.; Lateva, M.; Iotova, V.; Koletzko, B.V.; Duvinage, K.; et al. Reliability of anthropometric measurements in European preschool children: The ToyBox-study. Obes. Rev. 2014, 15 (Suppl. 3), 67–73. [Google Scholar] [CrossRef]
- Cardon, G.; De Bourdeaudhuij, I.; Iotova, V.; Latomme, J.; Socha, P.; Koletzko, B.; Moreno, L.; Manios, Y.; Androutsos, O.; De Craemer, M. Health Related Behaviours in Normal Weight and Overweight Preschoolers of a Large Pan-European Sample: The ToyBox-Study. PLoS ONE 2016, 11, e0150580. [Google Scholar] [CrossRef] [Green Version]
- Cole, T.J.; Faith, M.S.; Pietrobelli, A.; Heo, M. What is the best measure of adiposity change in growing children: BMI, BMI %, BMI z-score or BMI centile? Eur. J. Clin. Nutr. 2005, 59, 419–425. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- De Craemer, M.; De Decker, E.; Santos-Lozano, A.; Verloigne, M.; De Bourdeaudhuij, I.; Deforche, B.; Cardon, G. Validity of the Omron pedometer and the actigraph step count function in preschoolers. J. Sci. Med. Sport 2015, 18, 289–293. [Google Scholar] [CrossRef]
- Rowe, D.A.; Mahar, M.T.; Raedeke, T.D.; Lore, J. Measuring physical activity in children with pedometers: Reliability, reactivity, and replacement of missing data. Pediatric Exerc. Sci. 2004, 16, 343–354. [Google Scholar] [CrossRef] [Green Version]
- De Craemer, M.; De Decker, E.; De Bourdeaudhuij, I.; Verloigne, M.; Manios, Y.; Cardon, G. The translation of preschoolers’ physical activity guidelines into a daily step count target. J. Sports Sci. 2015, 33, 1051–1057. [Google Scholar] [CrossRef]
- Vanderauwera, J.; van Setten, E.R.H.; Maurits, N.M.; Maassen, B.A.M. The interplay of socio-economic status represented by paternal educational level, white matter structure and reading. PLoS ONE 2019, 14, e0215560. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Wijtzes, A.I.; Jansen, W.; Kamphuis, C.B.M.; Jaddoe, V.W.V.; Moll, H.A.; Tiemeier, H.; Verhulst, F.C.; Hofman, A.; Mackenbach, J.P.; Raat, H. Increased risk of exceeding entertainment-media guidelines in preschool children from low socioeconomic background: The Generation R Study. Prev. Med. 2012, 55, 325–329. [Google Scholar] [CrossRef] [PubMed]
- Winkleby, M.A.; Jatulis, D.E.; Frank, E.; Fortmann, S.P. Socioeconomic status and health: How education, income, and occupation contribute to risk factors for cardiovascular disease. Am. J. Public Health 1992, 82, 816–820. [Google Scholar] [CrossRef] [Green Version]
- Nethe, A.; Dorgelo, A.; Kugelberg, S.; van Assche, J.; Buijs, G.; Yngve, A.; de Henauw, S.; Boskou, G.; Manios, Y. Existing policies, regulation, legislation and ongoing health promotion activities related to physical activity and nutrition in pre-primary education settings: An overview. Obes. Rev. 2012, 13 (Suppl. 1), 118–128. [Google Scholar] [CrossRef] [PubMed]
- Common Sense Media. The Common Sense Census: Media Use by Kids age Zero to Eight. 2020. Available online: https://www.commonsensemedia.org/research/the-common-sense-census-media-use-by-kids-age-zero-to-eight-2020 (accessed on 8 June 2021).
- Kabali, H.K.; Irigoyen, M.M.; Nunez-Davis, R.; Budacki, J.G.; Mohanty, S.H.; Leister, K.P.; Bonner, R.L., Jr. Exposure and Use of Mobile Media Devices by Young Children. Pediatrics 2015, 136, 1044–1050. [Google Scholar] [CrossRef] [Green Version]
- Emond, J.A.; Tantum, L.K.; Gilbert-Diamond, D.; Kim, S.J.; Lansigan, R.K.; Neelon, S.B. Household chaos and screen media use among preschool-aged children: A cross-sectional study. BMC Public Health 2018, 18, 1210. [Google Scholar] [CrossRef]
- Poitras, V.J.; Gray, C.E.; Borghese, M.M.; Carson, V.; Chaput, J.P.; Janssen, I.; Katzmarzyk, P.T.; Pate, R.R.; Connor Gorber, S.; Kho, M.E.; et al. Systematic review of the relationships between objectively measured physical activity and health indicators in school-aged children and youth. Appl. Physiol. Nutr. Metab. 2016, 41 (Suppl. 3), S197–S239. [Google Scholar] [CrossRef] [PubMed]
- Saunders, T.J.; Gray, C.E.; Poitras, V.J.; Chaput, J.P.; Janssen, I.; Katzmarzyk, P.T.; Olds, T.; Connor Gorber, S.; Kho, M.E.; Sampson, M.; et al. Combinations of physical activity, sedentary behaviour and sleep: Relationships with health indicators in school-aged children and youth. Appl. Physiol. Nutr. Metab. 2016, 41 (Suppl. 3), S283–S293. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Roman-Viñas, B.; Chaput, J.P.; Katzmarzyk, P.T.; Fogelholm, M.; Lambert, E.V.; Maher, C.; Maia, J.; Olds, T.; Onywera, V.; Sarmiento, O.L.; et al. Proportion of children meeting recommendations for 24-hour movement guidelines and associations with adiposity in a 12-country study. Int. J. Behav. Nutr. Phys. Act. 2016, 13, 123. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Stiglic, N.; Viner, R.M. Effects of screentime on the health and well-being of children and adolescents: A systematic review of reviews. BMJ Open 2019, 9, e023191. [Google Scholar] [CrossRef] [Green Version]
- Miguel-Berges, M.L.; Santaliestra-Pasias, A.M.; Mouratidou, T.; Androutsos, O.; de Craemer, M.; Pinket, A.S.; Birnbaum, J.; Koletzko, B.; Iotova, V.; Usheva, N.; et al. Associations between food and beverage consumption and different types of sedentary behaviours in European preschoolers: The ToyBox-study. Eur. J. Nutr. 2017, 56, 1939–1951. [Google Scholar] [CrossRef]
- Wang, F.; Liu, H.; Wan, Y.; Li, J.; Chen, Y.; Zheng, J.; Huang, T.; Li, D. Sleep Duration and Overweight/Obesity in Preschool-Aged Children: A Prospective Study of up to 48,922 Children of the Jiaxing Birth Cohort. Sleep 2016, 39, 2013–2019. [Google Scholar] [CrossRef] [Green Version]
- Suglia, S.F.; Kara, S.; Robinson, W.R. Sleep duration and obesity among adolescents transitioning to adulthood: Do results differ by sex? J. Pediatr. 2014, 165, 750–754. [Google Scholar] [CrossRef] [Green Version]
- Gibson, S.; Lambert, J.; Neate, D. Associations between weight status, physical activity, and consumption of biscuits, cakes and confectionery among young people in Britain. Nutr. Bull. 2004, 29, 301–309. [Google Scholar] [CrossRef]
- Knutson, K.L. Sex differences in the association between sleep and body mass index in adolescents. J. Pediatr. 2005, 147, 830–834. [Google Scholar] [CrossRef] [PubMed]
- Knutson, K.L.; Van Cauter, E. Associations between sleep loss and increased risk of obesity and diabetes. Ann. N. Y. Acad. Sci. 2008, 1129, 287–304. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Chinn, D.J.; White, M.; Howel, D.; Harland, J.O.; Drinkwater, C.K. Factors associated with non-participation in a physical activity promotion trial. Public Health 2006, 120, 309–319. [Google Scholar] [CrossRef]
- Coupe, N.; Cotterill, S.; Peters, S. Tailoring lifestyle interventions to low socio-economic populations: A qualitative study. BMC Public Health 2018, 18, 967. [Google Scholar]
- Atkin, A.J.; Gorely, T.; Clemes, S.A.; Yates, T.; Edwardson, C.; Brage, S.; Salmon, J.; Marshall, S.J.; Biddle, S.J. Methods of Measurement in epidemiology: Sedentary Behaviour. Int. J. Epidemiol. 2012, 41, 1460–1471. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Cliff, D.P.; Reilly, J.J.; Okely, A.D. Methodological considerations in using accelerometers to assess habitual physical activity in children aged 0–5 years. J. Sci. Med. Sport 2009, 12, 557–567. [Google Scholar] [CrossRef] [PubMed]
- Rosenberger, M.E.; Buman, M.P.; Haskell, W.L.; McConnell, M.V.; Carstensen, L.L. Twenty-four Hours of Sleep, Sedentary Behavior, and Physical Activity with Nine Wearable Devices. Med. Sci. Sports Exerc. 2016, 48, 457–465. [Google Scholar] [CrossRef] [PubMed] [Green Version]
Total Sample | Boys | Girls | ||
---|---|---|---|---|
Total (N) | 2468 | 1034 (41.9%) | 1164 (58.1%) | |
Belgium (n) | 570 | 299 (52.5%) | 271 (47.5%) | |
Bulgaria (n) | 68 | 34 (50.0%) | 34 (50.0%) | |
Germany (n) | 226 | 123 (54.4%) | 103 (45.6%) | |
Greece (n) | 349 | 174 (49.9%) | 175 (50.1%) | |
Poland (n) | 829 | 447 (53.9%) | 382 (46.1) | |
Spain (n) | 426 | 227 (53.3%) | 199 (46.7%) | |
p-value | ||||
Mean age in years (SD) | 4.75 (0.43) | 4.74 (0.43) | 4.76 (0.43) | 0.33 a |
Parental education (%) | ||||
Low (<14 years) | 34.3 | 33.6 | 35.1 | 0.42 b |
High (≥14 years) | 65.7 | 66.4 | 64.9 | |
Mean BMI (kg/m2) (SD) | 15.81 (1.44) | 15.83 (1.40) | 15.77 (1.49) | 0.32 a |
Mean BMI z-score (SD) | 0.32 (0.95) | 0.37 (0.98) | 0.27 (0.92) | 0.01 a |
Weight status (%) | ||||
Underweight | 11.2 | 11.1 | 11.3 | 0.37 b |
Normal weight | 76.0 | 76.5 | 75.2 | |
Overweight | 10.2 | 10.2 | 10.2 | |
Obesity | 2.6 | 2.1 | 3.2 | |
Mean WC in centimeters (SD; n = 2464) | 52.36 (3.81) | 52.56 (3.70) | 52.13 (3.91) | 0.01 a |
Mean height in meters (SD) | 1.09 (0.05) | 1.09 (0.05) | 1.08 (0.05) | <0.001 a |
Mean WHR (centimeters/meters) (SD; n = 2464) | 48.12 (03.17) | 48.12 (2.96) | 48.11 (3.39) | 0.93 a |
Mean total PA (steps/day) (SD) | 10,485 (2866) | 11,038 (2936) | 9865 (2653) | <0.001 a |
Weekday * | 10,802 (3211) | 11,388 (3312) | 10,146 (2960) | <0.001 a |
Weekend day * | 9691 (3872) | 10,163 (4016) | 9163 (3631) | <0.001 a |
Mean total screen time (min/day) (SD) | 92.76 (67.12) | 96.04 (67.48) | 89.08 (66.55) | 0.01 a |
Weekday * | 75.60 (62.41) | 78.07 (62.04) | 72.82 (62.73) | 0.04 a |
Weekend day * | 135.67 (98.53) | 140.97 (101.21) | 129.73 (95.12) | 0.01 a |
Mean total sleep duration (h/day) (SD) | 10.20 (1.06) | 10.17 (1.08) | 10.22 (1.04) | 0.17 a |
Weekday * | 10.08 (1.14) | 10.09 (1.12) | 10.09 (1.12) | 0.53 a |
Weekend day * | 10.49 (1.23) | 10.43 (1.24) | 10.56 (1.21) | 0.01 a |
Movement Behavior | Compliance/Non-Compliance | BMI z-Score n = 2468 | WHR n = 2464 | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value | Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value | ||
Physical activity | |||||||||||
Total week | No compliance | 0.35 (0.03) | −0.07 | −0.16 | 0.01 | 0.10 | 47.99 (0.16) | −0.09 | −0.37 | 0.20 | 0.55 |
Compliance | 0.42 (0.05) | 48.08 (0.20) | |||||||||
Weekdays | No compliance | 0.36 (0.03) | −0.04 | −0.12 | 0.04 | 0.36 | 48.01 (0.17) | −0.03 | −0.29 | 0.24 | 0.84 |
Compliance | 0.39 (0.04) | 48.04 (0.18) | |||||||||
Weekend days | No compliance | 0.36 (0.03) | −0.01 | −0.10 | 0.07 | 0.75 | 48.06 (0.16) | 0.15 | −0.11 | 0.41 | 0.26 |
Compliance | 0.38 (0.04) | 47.91 (0.19) | |||||||||
Screen time | |||||||||||
Total week | No compliance | 0.40 (0.04) | 0.09 | 0.00 | 0.17 | 0.05 | 48.08 (0.16) | 0.16 | −0.09 | 0.41 | 0.22 |
Compliance | 0.32 (0.04) | 47.92 (0.18) | |||||||||
Weekdays | No compliance | 0.42 (0.04) | 0.09 | 0.01 | 0.17 | 0.04 | 48.16 (0.17) | 0.26 | 0.01 | 0.50 | 0.04 |
Compliance | 0.33 (0.04) | 47.90 (0.17) | |||||||||
Weekend days | No compliance | 0.39 (0.03) | 0.08 | −0.01 | 0.16 | 0.08 | 48.05 (0.16) | 0.14 | −0.13 | 0.40 | 0.32 |
Compliance | 0.31 (0.04) | 47.92 (0.19) | |||||||||
Sleep | |||||||||||
Total week | No compliance | 0.42 (0.04) | 0.08 | −0.01 | 0.17 | 0.08 | 48.15 (0.18) | 0.12 | −0.10 | 0.52 | 0.18 |
Compliance | 0.34 (0.03) | 47.94 (0.17) | |||||||||
Weekdays | No compliance | 0.41 (0.04) | 0.07 | −0.03 | 0.16 | 0.17 | 48.12 (0.19) | 0.15 | −0.17 | 0.47 | 0.37 |
Compliance | 0.35 (0.03) | 47.97 (0.17) | |||||||||
Weekend days | No compliance | 0.45 (0.05) | 0.11 | 0.01 | 0.21 | 0.03 | 48.30 (0.20) | 0.36 | 0.03 | 0.69 | 0.03 |
Compliance | 0.34 (0.03) | 47.94 (0.16) | |||||||||
Physical activity and screen time | |||||||||||
Total week | No compliance | 0.37 (0.03) | 0.02 | −0.10 | 0.14 | 0.73 | 48.04 (0.16) | 0.16 | −0.19 | 0.50 | 0.37 |
Compliance | 0.35 (0.06) | 47.88 (0.22) | |||||||||
Weekdays | No compliance | 0.37 (0.03) | 0.03 | −0.07 | 0.13 | 0.58 | 48.04 (0.16) | 0.12 | −0.15 | 0.38 | 0.39 |
Compliance | 0.34 (0.05) | 47.93 (0.19) | |||||||||
Weekend days | No compliance | 0.37 (0.03) | 0.10 | −0.04 | 0.23 | 0.17 | 48.04 (0.16) | 0.25 | −0.17 | 0.66 | 0.24 |
Compliance | 0.28 (0.07) | 47.79 (0.25) | |||||||||
Physical activity and sleep | |||||||||||
Total week | No compliance | 0.37 (0.03) | 0.01 | −0.09 | 0.11 | 0.85 | 48.06 (0.16) | 0.22 | −0.08 | 0.53 | 0.15 |
Compliance | 0.36 (0.05) | 47.84 (0.21) | |||||||||
Weekdays | No compliance | 0.38 (0.03) | 0.03 | −0.06 | 0.13 | 0.50 | 48.08 (0.16) | 0.24 | −0.04 | 0.52 | 0.09 |
Compliance | 0.34 (0.05) | 47.84 (0.19) | |||||||||
Weekend days | No compliance | 0.37 (0.03) | 0.02 | −0.07 | 0.10 | 0.69 | 48.07 (0.16) | 0.24 | −0.04 | 0.51 | 0.09 |
Compliance | 0.35 (0.04) | 47.83 (0.20) | |||||||||
Screen time and sleep | |||||||||||
Total week | No compliance | 0.40 (0.03) | 0.09 | 0.00 | 0.18 | 0.04 | 48.04 (0.16) | 0.07 | −0.20 | 0.34 | 0.62 |
Compliance | 0.30 (0.04) | 47.97 (0.18) | |||||||||
Weekdays | No compliance | 0.41 (0.04) | 0.10 | 0.02 | 0.19 | 0.01 | 48.10 (0.17) | 0.189 | −0.06 | 0.44 | 0.14 |
Compliance | 0.31 (0.04) | 47.91 (0.17) | |||||||||
Weekend days | No compliance | 0.39 (0.03) | 0.09 | −0.00 | 0.18 | 0.05 | 48.05 (0.16) | 0.16 | −0.12 | 0.43 | 0.27 |
Compliance | 0.30 (0.05) | 47.90 (0.19) | |||||||||
Physical activity, screen time and sleep | |||||||||||
Total week | No compliance | 0.38 (0.21) | 0.09 | −0.04 | 0.22 | 0.19 | 48.05 (0.16) | 0.33 | −0.04 | 0.69 | 0.08 |
Compliance | 0.29 (0.07) | 47.73 (0.23) | |||||||||
Weekdays | No compliance | 0.38 (0.03) | 0.07 | −0.05 | 0.18 | 0.25 | 48.05 (0.16) | 0.18 | −0.11 | 0.47 | 0.23 |
Compliance | 0.31 (0.06) | 47.87 (0.20) | |||||||||
Weekend days | No compliance | 0.37 (0.03) | 0.09 | −0.05 | 0.24 | 0.18 | 48.04 (0.16) | 0.25 | −0.19 | 0.69 | 0.27 |
Compliance | 0.28 (0.07) | 47.79 (0.26) |
Movement Behavior | Compliance/Non-Compliance | BMI z-Score, Boys n = 1304 | WHR, Boys n = 1300 | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value | Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value | ||
Physical activity | |||||||||||
Total week | No compliance | 0.43 (0.04) | 0.01 | −0.11 | 0.13 | 0.87 | 48.10 (0.19) | 0.11 | −0.21 | 0.44 | 0.49 |
Compliance | 0.42 (0.06) | 47.99 (0.21) | |||||||||
Weekdays | No compliance | 0.43 (0.043) | 0.02 | −0.09 | 0.12 | 0.75 | 48.08 (0.20) | 0.068 | −0.24 | 0.38 | 0.67 |
Compliance | 0.41 (0.052) | 48.01 (0.20) | |||||||||
Weekend days | No compliance | 0.45 (0.04) | 0.08 | −0.03 | 0.19 | 0.16 | 48.18 (0.19) | 0.39 | 0.08 | 0.71 | 0.02 |
Compliance | 0.37 (0.06) | 47.79 (0.22) | |||||||||
Screen time | |||||||||||
Total week | No compliance | 0.46 (0.05) | 0.11 | −0.00 | 0.23 | 0.06 | 48.14 (0.19) | 0.23 | −0.09 | 0.54 | 0.16 |
Compliance | 0.35 (0.05) | 47.91 (0.21) | |||||||||
Weekdays | No compliance | 0.47 (0.05) | 0.10 | −0.01 | 0.20 | 0.07 | 48.16 (0.20) | 0.20 | −0.11 | 0.50 | 0.20 |
Compliance | 0.38 (0.05) | 47.96 (0.20) | |||||||||
Weekend days | No compliance | 0.46 (0.04) | 0.15 | 0.03 | 0.28 | 0.02 | 48.13 (0.19) | 0.28 | −0.07 | 0.62 | 0.12 |
Compliance | 0.31 (0.06) | 47.85 (0.23) | |||||||||
Sleep | |||||||||||
Total week | No compliance | 0.04 (0.05) | 0.03 | −0.09 | 0.16 | 0.60 | 48.17 (0.22) | 0.20 | −0.17 | 0.56 | 0.29 |
Compliance | 0.41 (0.05) | 47.98 (0.19) | |||||||||
Weekdays | No compliance | 0.43 (0.06) | 0.02 | −0.12 | 0.15 | 0.81 | 48.12 (0.23) | 0.10 | −0.28 | 0.47 | 0.62 |
Compliance | 0.42 (0.05) | 48.02 (0.19) | |||||||||
Weekend days | No compliance | 0.45 (0.06) | 0.04 | −0.10 | 0.17 | 0.58 | 48.17 (0.25) | 0.15 | −0.27 | 0.56 | 0.49 |
Compliance | 0.43 (0.04) | 48.02 (0.19) | |||||||||
Physical activity and screen time | |||||||||||
Total week | No compliance | 0.42 (0.00) | 0.07 | −0.07 | 0.20 | 0.32 | 48.09 (0.19) | 0.24 | −0.16 | 0.63 | 0.24 |
Compliance | 0.34 (0.00) | 47.85 (0.25) | |||||||||
Weekdays | No compliance | 0.44 (0.04) | 0.05 | −0.07 | 0.17 | 0.38 | 48.07 (0.19) | 0.07 | −0.24 | 0.39 | 0.66 |
Compliance | 0.38 (0.06) | 48.00 (0.22) | |||||||||
Weekend days | No compliance | 0.44 (0.04) | 0.19 | 0.00 | 0.37 | 0.05 | 48.10 (0.18) | 0.46 | −0.03 | 0.95 | 0.06 |
Compliance | 0.25 (0.09) | 47.63 (0.29) | |||||||||
Physical activity and sleep | |||||||||||
Total week | No compliance | 0.43 (0.04) | 0.04 | −0.09 | 0.16 | 0.57 | 48.13 (0.19) | 0.28 | −0.05 | 0.62 | 0.10 |
Compliance | 0.40 (0.06) | 48.85 (0.22) | |||||||||
Weekdays | No compliance | 0.44 (0.04) | 0.05 | −0.07 | 0.16 | 0.45 | 48.15 (0.19) | 0.31 | −0.01 | 0.63 | 0.06 |
Compliance | 0.39 (0.06) | 47.84 (0.21) | |||||||||
Weekend days | No compliance | 0.44 (0.04) | 0.07 | −0.04 | 0.19 | 0.22 | 48.14 (0.19) | 0.35 | 0.02 | 0.69 | 0.04 |
Compliance | 0.37 (0.06) | 47.79 (0.23) | |||||||||
Screen time and sleep | |||||||||||
Total week | No compliance | 0.45 (0.04) | 0.11 | −0.02 | 0.23 | 0.09 | 48.10 (0.19) | 0.15 | −0.20 | 0.50 | 0.40 |
Compliance | 0.35 (0.06) | 47.95 (0.22) | |||||||||
Weekdays | No compliance | 0.46 (0.04) | 0.10 | −0.02 | 0.21 | 0.09 | 48.09 (0.20) | 0.09 | −0.22 | 0.34 | 0.58 |
Compliance | 0.36 (0.05) | 48.00 (0.20) | |||||||||
Weekend days | No compliance | 0.45 (0.04) | 0.15 | 0.01 | 0.28 | 0.03 | 48.10 (0.19) | 0.22 | −0.15 | 0.58 | 0.25 |
Compliance | 0.31 (0.07) | 47.89 (0.23) | |||||||||
Physical activity, screen time and sleep | |||||||||||
Total week | No compliance | 0.44 (0.00) | 0.13 | −0.05 | 0.24 | 0.21 | 48.09 (0.19) | 032 | −0.11 | 0.74 | 0.14 |
Compliance | 0.34 (0.08) | 48.78 (0.26) | |||||||||
Weekdays | No compliance | 0.44 (0.00) | 0.08 | −0.06 | 0.21 | 0.25 | 48.09 (0.19) | 0.34 | −0.01 | 0..69 | 0.05 |
Compliance | 0.36 (0.07) | 47.91 (0.22) | |||||||||
Weekend days | No compliance | 0.44 (0.04) | 0.16 | −0.03 | 0.35 | 0.10 | 48.09 (0.18) | 0.40 | −0.11 | 0.90 | 0.12 |
Compliance | 0.28 (0.10) | 47.69 (0.47) |
BMI z-Score, Girls n = 1164 | WHR, Girls n = 1164 | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Movement Behavior | Compliance/Non-Compliance | Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value | Mean (SE) | B | 95% CI Lower | 95% CI Upper | p-Value |
Physical activity | |||||||||||
Total week | No compliance | 0.27 (0.04) | −0.18 | −0.33 | −0.03 | 0.02 | 47.91 (0.18) | −0.39 | −0.90 | 0.12 | 0.13 |
Compliance | 0.45 (0.07) | 48.30 (0.31) | |||||||||
Weekdays | No compliance | 0.29 (0.04) | −0.08 | −0.22 | 0.05 | 0.23 | 47.96 (0.20) | −0.15 | −0.60 | 0.30 | 0.51 |
Compliance | 0.37 (0.07) | 48.11 (0.26) | |||||||||
Weekend days | No compliance | 0.27 (0.04) | −0.15 | −0.27 | −0.03 | 0.01 | 47.95 (0.19) | −0.23 | −0.65 | 0.20 | 0.29 |
Compliance | 0.43 (0.06) | 48.18 (0.26) | |||||||||
Screen time | |||||||||||
Total week | No compliance | 0.33 (0.05) | 0.05 | −0.07 | 0.14 | 0.41 | 48.04 (0.21) | 0.11 | −0.28 | 0.49 | 0.59 |
Compliance | 0.28 (0.05) | 47.93 (0.22) | |||||||||
Weekdays | No compliance | 0.35 (0.05) | 0.078 | −0.05 | 0.20 | 0.22 | 48.17 (0.23) | 0.32 | −0.09 | 0.73 | 0.13 |
Compliance | 0.27 (0.05) | 47.85 (0.21) | |||||||||
Weekend days | No compliance | 0.30 (0.04) | −0.021 | −0.13 | 0.09 | 0.71 | 47.99 (0.20) | 0.00 | −0.38 | 0.39 | 0.99 |
Compliance | 0.32 (0.06) | 47.99 (0.24) | |||||||||
Sleep | |||||||||||
Total week | No compliance | 0.40 (0.06) | 0.14 | 0.00 | 0.27 | 0.05 | 48.19 (0.24) | 0.30 | −0.21 | 0.80 | 0.25 |
Compliance | 0.26 (0.05) | 47.89 (0.21) | |||||||||
Weekdays | No compliance | 0.39 (0.06) | 0.13 | −0.01 | 0.26 | 0.07 | 48.17 (0.25) | 0.26 | −0.25 | 0.76 | 0.32 |
Compliance | 0.27 (0.04) | 47.91 (0.21) | |||||||||
Weekend days | No compliance | 0.46 (0.08) | 0.19 | −0.04 | 0.35 | 0.02 | 48.49 (0.28) | 0.62 | 0.07 | 1.17 | 0.03 |
Compliance | 0.27 (0.02) | 47.87 (0.20) | |||||||||
Physical activity and screen time | |||||||||||
Total week | No compliance | 0.32 (0.00) | −0.06 | −0.26 | 0.15 | 0.59 | 47.99 (0.19) | −0.03 | −0.63 | 0.58 | 0.93 |
Compliance | 0.36 (0.11) | 48.02 (0.35) | |||||||||
Weekdays | No compliance | 0.31 (0.00) | 0.00 | −0.16 | 0.17 | 0.97 | 48.01 (0.19) | 0.13 | −0.35 | 0.60 | 0.60 |
Compliance | 0.30 (0.08) | 47.89 (0.27) | |||||||||
Weekend days | No compliance | 0.30 (0.04) | −0.08 | −0.28 | 0.13 | 0.46 | 48.00 (0.19) | −0.10 | −0.86 | 0.07 | 0.79 |
Compliance | 0.38 (0.10) | 48.09 (0.42) | |||||||||
Physical activity and sleep | |||||||||||
Total week | No compliance | 0.30 (0.04) | −0.02 | −0.20 | 0.16 | 0.84 | 48.01 (0.18) | 0.10 | −0.47 | 0.67 | 0.73 |
Compliance | 0.32 (0.09) | 47.91 (0.35) | |||||||||
Weekdays | No compliance | 0.31 (0.04) | 0.04 | −0.12 | 0.19 | 0.66 | 48.02 (0.19) | 0.14 | −0.36 | 0.64 | 0.59 |
Compliance | 0.28 (0.08) | 47.88 (0.29) | |||||||||
Weekend days | No compliance | 0.30 (0.04) | −0.06 | −0.20 | 0.08 | 0.38 | 48.01 (0.19) | 0.7 | −0.40 | 0.54 | 0.78 |
Compliance | 0.36 (0.07) | 47.94 (0.30) | |||||||||
Screen time and sleep | |||||||||||
Total week | No compliance | 0.33 (0.05) | 0.07 | −0.05 | 0.20 | 0.24 | 48.00 (0.20) | 0.03 | −0.37 | 0.43 | 0.89 |
Compliance | 0.26 (0.05) | 47.97 (0.23) | |||||||||
Weekdays | No compliance | 0.36 (0.05) | 0.11 | −0.00 | 0.23 | 0.06 | 48.14 (0.21) | 0.33 | −0.05 | 0.70 | 0.09 |
Compliance | 0.24 (0.05) | 47.81 (0.21) | |||||||||
Weekend days | No compliance | 0.31 (0.04) | 0.01 | −0.10 | 0.13 | 0.84 | 48.01 (0.19) | 0.09 | −0.30 | 0.49 | 0.64 |
Compliance | 0.30 (0.06) | 47.92 (0.24) | |||||||||
Physical activity, screen time and sleep | |||||||||||
Total week | No compliance | 0.31 (0.04) | 0.08 | −0.15 | 0.33 | 0.55 | 48.01 (0.19) | 0.28 | −0.38 | 0.94 | 0.40 |
Compliance | 0.24 (0.13) | 47.73 (0.38) | |||||||||
Weekdays | No compliance | 0.31 (0.04) | 0.06 | −0.13 | 0.24 | 0.55 | 48.01 (0.19) | 0.13 | −0.38 | 0.653 | 0.61 |
Compliance | 0.26 (0.09) | 47.88 (0.30) | |||||||||
Weekend days | No compliance | 0.31 (0.04) | −0.03 | −0.25 | 0.19 | 0.78 | 48.00 (0.19) | 0.34 | −0.49 | 0.86 | 0.94 |
Compliance | 0.34 (0.11) | 47.96 (0.45) |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2021 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
Decraene, M.; Verbestel, V.; Cardon, G.; Iotova, V.; Koletzko, B.; Moreno, L.A.; Miguel-Berges, M.L.; Gurzkowska, B.; Androutsos, O.; Manios, Y.; et al. Compliance with the 24-Hour Movement Behavior Guidelines and Associations with Adiposity in European Preschoolers: Results from the ToyBox-Study. Int. J. Environ. Res. Public Health 2021, 18, 7499. https://doi.org/10.3390/ijerph18147499
Decraene M, Verbestel V, Cardon G, Iotova V, Koletzko B, Moreno LA, Miguel-Berges ML, Gurzkowska B, Androutsos O, Manios Y, et al. Compliance with the 24-Hour Movement Behavior Guidelines and Associations with Adiposity in European Preschoolers: Results from the ToyBox-Study. International Journal of Environmental Research and Public Health. 2021; 18(14):7499. https://doi.org/10.3390/ijerph18147499
Chicago/Turabian StyleDecraene, Marga, Vera Verbestel, Greet Cardon, Violeta Iotova, Berthold Koletzko, Luis A. Moreno, María L. Miguel-Berges, Beata Gurzkowska, Odysseas Androutsos, Yannis Manios, and et al. 2021. "Compliance with the 24-Hour Movement Behavior Guidelines and Associations with Adiposity in European Preschoolers: Results from the ToyBox-Study" International Journal of Environmental Research and Public Health 18, no. 14: 7499. https://doi.org/10.3390/ijerph18147499