Seasonal variation in objectively measured physical activity, sedentary time, cardio-respiratory fitness and sleep duration among 8-11 year-old Danish children: a repeated-measures study
Open accessAbstract
BACKGROUND: Understanding fluctuations in lifestyle indicators is important to identify relevant time periods to intervene in order to promote a healthy lifestyle; however, objective assessment of multiple lifestyle indicators has never been done using a repeated-measures design. The primary aim was, therefore, to examine between-season and within-week variation in physical activity, sedentary behaviour, cardio-respiratory fitness and sleep duration among 8-11 year-old children. METHODS: A total of 1021 children from nine Danish schools were invited to participate and 834 accepted. Due to missing data, 730 children were included in the current analytical sample. An accelerometer was worn for 7 days and 8 nights during autumn, winter and spring, from which physical activity, sedentary time and sleep duration were measured. Cardio-respiratory fitness was assessed using a 10-min intermittent running test. RESULTS: The children had 5% more sedentary time, 23% less time in moderate-to-vigorous physical activity and 2% longer sleep duration during winter compared to spring and cardio-respiratory fitness was 4% higher during spring compared to autumn (P < 0.001). Sedentary time was higher and total physical activity, moderate-to-vigorous physical activity and sleep duration (boys only) were lower during weekends at all seasons (P ≤ 0.01). Intraclass correlation coefficients between seasons ranged from 0.47-0.74, leaving 45-78% to seasonal variation. CONCLUSIONS: Overall, sedentary time was higher and physical activity lower during winter and during weekends. The most accurate and unbiased estimates of physical activity came from autumn; however, the considerable intra-individual variation suggests that a single measurement may not adequately characterise children's habitual sleep and activity.
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Day of measurement was included as a covariate because sleep and activity behaviors have been shown to differ between weekdays and weekend days (12).
“Day of measurement (weekday or weekend day) was included as a covariate because sleep and activity behaviors have been shown to differ between weekdays and weekend days (12).”
From Are children like werewolves? Full moon and its association with sleep and activity behaviors in an international sample of children (2016) · cites this paper as [12]
The school meal intervention did not affect physical activity, sedentary time and sleep duration.
“As the school meal intervention did not affect physical activity, sedentary time and sleep duration 9”
From Physical activity, sleep duration and metabolic health in children fluctuate with the lunar cycle: science behind the myth (2015) · cites this paper as [9]
We adjusted for a large number of potential confounders shown to affect physical activity and sleep duration in this group of children.
“Further, we adjusted for a large number of potential confounders shown to affect physical activity and sleep duration in this group of children 9.”
From Physical activity, sleep duration and metabolic health in children fluctuate with the lunar cycle: science behind the myth (2015) · cites this paper as [9]
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Cites
Establishing a standard definition for child overweight and obesity worldwide: international survey
Cole, T. J. (2000) · BMJ · doi:10.1136/bmj.320.7244.1240 · Cited by 16,500 · see citing works
Development of a WHO growth reference for school-aged children and adolescents
de Onis, M. (2007) · Bulletin of the World Health Organization · doi:10.2471/blt.07.043497 · Cited by 8,826 · see citing works
Calibration of two objective measures of physical activity for children
Evenson, K. R., Catellier, D. J., Gill, K., Ondrak, K. S., & McMurray, R. G. (2008) · Journal of Sports Sciences · doi:10.1080/02640410802334196 · Cited by 2,677 · see citing works
Body mass index cut offs to define thinness in children and adolescents: international survey
Cole, T. J., Flegal, K. M., Nicholls, D., & Jackson, A. A. (2007) · BMJ · doi:10.1136/bmj.39238.399444.55 · Cited by 2,614 · see citing works
Meta-Analysis of Short Sleep Duration and Obesity in Children and Adults
Cappuccio, F. P., Taggart, F. M., Kandala, N.-B., Currie, A., Peile, E., Stranges, S., & Miller, M. A. (2008) · Sleep · doi:10.1093/sleep/31.5.619 · Cited by 2,076 · see citing works
Limits to the measurement of habitual physical activity by questionnaires
Shephard, R. J. (2003) · British Journal of Sports Medicine · doi:10.1136/bjsm.37.3.197 · Cited by 1,694 · see citing works
Activity-Based Sleep-Wake Identification: An Empirical Test of Methodological Issues
Sadeh, A., Sharkey, M., & Carskadon, M. A. (1994) · Sleep · doi:10.1093/sleep/17.3.201 · Cited by 1,487 · see citing works
The role and validity of actigraphy in sleep medicine: an update
Sadeh, A. (2011) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2010.10.001 · Cited by 1,415 · see citing works
Comparison of Accelerometer Cut Points for Predicting Activity Intensity in Youth
TROST, S. G., LOPRINZI, P. D., MOORE, R., & PFEIFFER, K. A. (2011) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e318206476e · Cited by 1,360 · see citing works
Ekelund, U. (2012) · JAMA · doi:10.1001/jama.2012.156 · Cited by 1,158 · see citing works
Validation of a self-administered instrument to assess stage of adolescent development
Morris, N. M., & Udry, J. R. (1980) · Journal of Youth and Adolescence · doi:10.1007/bf02088471 · Cited by 974 · see citing works
Canadian Sedentary Behaviour Guidelines for Children and Youth
Tremblay, M. S., LeBlanc, A. G., Janssen, I., Kho, M. E., Hicks, A. L., Murumets, K., Colley, R. C., & Duggan, M. (2011) · Applied Physiology, Nutrition, and Metabolism · doi:10.1139/h11-012 · Cited by 555 · see citing works
Objective measurement of levels and patterns of physical activity
Riddoch, C., Mattocks, C., Deere, K. C., Saunders, J., Kirkby, J., Tilling, K. M., Leary, S. D., Blair, S. N., & Ness, A. (2007) · Archives of Disease in Childhood · doi:10.1136/adc.2006.112136 · Cited by 519 · see citing works
Short sleep duration in middle childhood: risk factors and consequences
Nixon, G. M., Thompson, J. M. D., Han, D. Y., Becroft, D. M., Clark, P. M., Robinson, E., Waldie, K. E., Wild, C. J., Black, P. N., & Mitchell, E. A. (2008) · SLEEP · doi:10.1093/sleep/31.1.71 · Cited by 414 · see citing works
Observations on Physical Activity in Physical Locations: Ager Gender, Ethnicity, and Month Effects
Baranowski, T., Thompson, W. O., DuRant, R. H., Baranowski, J. C., & Puhl, J. L. (1993) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.1993.10608789 · Cited by 345 · see citing works
Objectively Measured Physical Activity and Sedentary Time in European Adolescents: The HELENA Study
Ruiz, J. R., Ortega, F. B., Martínez‐Gómez, D., Labayen, I., Moreno, L. A., Bourdeaudhuij, I. D., Μanios, Y., González‐Gross, M., Mauro, B., Molnár, D., et al. (2011) · American Journal of Epidemiology · doi:10.1093/aje/kwr068 · Cited by 330 · see citing works
Anderssen, S. A., Cooper, A. R., Riddoch, C., Sardinha, L. B., Harro, M., Brage, S., & Andersen, L. B. (2007) · European Journal of Cardiovascular Prevention & Rehabilitation · doi:10.1097/hjr.0b013e328011efc1 · Cited by 311 · see citing works
Influence of Weather Conditions and Season on Physical Activity in Adolescents
Bélanger, M., Gray-Donald, K., O'loughlin, J., Paradis, G., & Hanley, J. (2009) · Annals of Epidemiology · doi:10.1016/j.annepidem.2008.12.008 · Cited by 260 · see citing works
Chahal, H., Fung, C., Kuhle, S., & Veugelers, P. J. (2012) · Pediatric Obesity · doi:10.1111/j.2047-6310.2012.00085.x · Cited by 198 · see citing works
Epoch Length and Its Effect on Physical Activity Intensity
Edwardson, C. L., & Gorely, T. (2010) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e3181c301f5 · Cited by 184 · see citing works
Owen, C. G., Nightingale, C. M., Rudnicka, A. R., Cook, D. G., Ekelund, U., & Whincup, P. H. (2009) · International Journal of Epidemiology · doi:10.1093/ije/dyp176 · Cited by 182 · see citing works
Influence of chronotype, season, and sex of subject on sleep behavior of young adults
Lehnkering, H., & Siegmund, R. (2007) · Chronobiology International · doi:10.1080/07420520701648259 · Cited by 177 · cited 1× · see citing works
“This shorter sleep duration during spring has also been reported in university students [46] and under conditions of temporal isolation, where subjects can choose their sleep duration [47].”
BackgroundSeasonal variations in physical activity and implications for human health
Shephard, R. J., & Aoyagi, Y. (2009) · European Journal of Applied Physiology · doi:10.1007/s00421-009-1127-1 · Cited by 170 · see citing works
Sleep Duration From Ages 1 to 10 Years: Variability and Stability in Comparison With Growth
Jenni, O. G., Molinari, L., Caflisch, J., & Largo, R. H. (2007) · PEDIATRICS · doi:10.1542/peds.2006-3300 · Cited by 145 · see citing works
Nilsson, A., Anderssen, S. A., Andersen, L. B., Froberg, K., Riddoch, C., Sardinha, L. B., & Ekelund, U. (2009) · Scandinavian Journal of Medicine & Science in Sports · doi:10.1111/j.1600-0838.2007.00762.x · Cited by 133 · see citing works
Seasonality in Physical Activity and Sedentary Behavior in Young Children
Fisher, A., Reilly, J. J., Montgomery, C., Kelly, L. A., Williamson, A., Jackson, D. M., Paton, J. Y., & Grant, S. (2005) · Pediatric Exercise Science · doi:10.1123/pes.17.1.31 · Cited by 129 · see citing works
Tracking Physical Activity and Sedentary Behavior in Young Children
Kelly, L. A., Reilly, J. J., Jackson, D. M., Montgomery, C., Grant, S., & Paton, J. Y. (2007) · Pediatric Exercise Science · doi:10.1123/pes.19.1.51 · Cited by 129 · see citing works
Intraindividual Variation of Objectively Measured Physical Activity in Children
MATTOCKS, C., LEARY, S., NESS, A., DEERE, K., SAUNDERS, J., KIRKBY, J., BLAIR, S. N., TILLING, K., & RIDDOCH, C. (2007) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0b013e318030631b · Cited by 125 · see citing works
Temporal Associations between Daytime Physical Activity and Sleep in Children
Pesonen, A., Sjösten, N., Matthews, K. A., Heinonen, K., Martikainen, S., Kajantie, E., Tammelin, T., Eriksson, J. G., Strandberg, T. E., & Räikkönen, K. (2011) · PLoS ONE · doi:10.1371/journal.pone.0022958 · Cited by 124 · see citing works
Short Sleep Duration Is Independently Associated With Overweight and Obesity in Quebec Children
Chaput, J., Lambert, M. A., Gray‐Donald, K., McGrath, J. J., Tremblay, M. S., O’Loughlin, J. L., & Tremblay, A. (2011) · Canadian Journal of Public Health · doi:10.1007/bf03404179 · Cited by 124 · see citing works
Self-citationCorrelates of objectively measured physical activity and sedentary behaviour in English children
King, A. C., Parkinson, K. N., Adamson, A., Murray, L. S., Besson, H., Reilly, J. J., Basterfield, L., & the Gateshead Millennium Study Core Team (2010) · European Journal of Public Health · doi:10.1093/eurpub/ckq104 · Cited by 121 · see citing works
Commentary: Comparing Actigraphy and Parental Report as Measures of Children's Sleep
Sadeh, A. (2007) · Journal of Pediatric Psychology · doi:10.1093/jpepsy/jsn018 · Cited by 119 · see citing works
Kolle, E., Steene‐Johannessen, J., Andersen, L. B., & Anderssen, S. A. (2009) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-6-36 · Cited by 112 · see citing works
HJORTH, M. F., CHAPUT, J.-P., DAMSGAARD, C. T., DALSKOV, S.-M., MICHAELSEN, K. F., TETENS, I., & SJÖDIN, A. (2012) · Sleep and Biological Rhythms · doi:10.1111/j.1479-8425.2012.00578.x · Cited by 106 · see citing works
An intermittent running test to estimate maximal oxygen uptake: the Andersen test.
Andersen, L. B., Andersen, T. E., Andersen, E., & Anderssen, S. A. (2008) · PubMed · Cited by 104 · see citing works
Physical activity vs. sedentary time: independent associations with adiposity in children
Chaput, J., Lambert, M. A., Mathieu, M.-E., Tremblay, M. S., O’Loughlin, J. L., & Tremblay, A. (2012) · Pediatric Obesity · doi:10.1111/j.2047-6310.2011.00028.x · Cited by 102 · see citing works
Self-citationKristensen, P. L., Korsholm, L., Møller, N. C., Wedderkopp, N., Andersen, L. B., & Froberg, K. (2007) · Scandinavian Journal of Medicine and Science in Sports · doi:10.1111/j.1600-0838.2007.00668.x · Cited by 96 · see citing works
Adjustment for Regression Dilution in Epidemiological Regression Analyses
Knuiman, M. W., Divitini, M., Buzas, J. S., & FitzGerald, P. E. B. (1998) · Annals of Epidemiology · doi:10.1016/s1047-2797(97)00107-5 · Cited by 83 · see citing works
Damsgaard, C. T., Dalskov, S., Petersen, R. A., Sørensen, L. B., Mølgaard, C., Biltoft-Jensen, A. P., Andersen, R., Thorsen, A. V., Tetens, I., Sjödin, A. M., et al. (2012) · Scandinavian Journal of Public Health · doi:10.1177/1403494812463173 · Cited by 77 · see citing works
Self-citationBringolf‐Isler, B., Grize, L., Mäder, U., Ruch, N., Sennhauser, F. H., & Braun‐Fahrländer, C. (2009) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-6-50 · Cited by 72 · see citing works
Rowlands, A. V., Pilgrim, E. L., & Eston, R. G. (2009) · Annals of Human Biology · doi:10.1080/03014460902824220 · Cited by 64 · see citing works
Seasonality in freerunning circadian rhythms in man
Wirz‐Justice, A., Wever, R. A., & Aschoff, J. (1984) · Die Naturwissenschaften · doi:10.1007/bf00396615 · Cited by 63 · see citing works
Wennlöf, A. H., Yngve, A., Nilsson, T. K., & Sjöstróm, M. (2005) · Scandinavian Journal of Clinical and Laboratory Investigation · doi:10.1080/00365510410003110 · Cited by 62 · see citing works
Seasonality in Children's Pedometer-Measured Physical Activity Levels
Beighle, A. E., Alderman, B. L., Morgan, C. F., et al. (2008) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.2008.10599488 · Cited by 55 · see citing works
Variability of Physical Activity Patterns by Type of Day and Season in 8-10-Year-Old Boys
Rowlands, A. V., & Hughes, D. R. (2006) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.2006.10599373 · Cited by 49 · see citing works
Physical activity in children measured by accelerometry: stability over time
Nyberg, G., Ekelund, U., & Marcus, C. (2009) · Scandinavian Journal of Medicine and Science in Sports · doi:10.1111/j.1600-0838.2007.00756.x · Cited by 42 · see citing works
Measurement Effects of Seasonal and Monthly Variability on Pedometer-Determined Data
Kang, M., Bassett, D. R., Barreira, T. V., Tudor‐Locke, C., & Ainsworth, B. E. (2012) · Journal of Physical Activity and Health · doi:10.1123/jpah.9.3.336 · Cited by 34 · see citing works
[Sleep and sleep difficulties in Danish children aged 6-11 years].
Hvolby, A., Jørgensen, J. I., & Bilenberg, N. (2008) · PubMed · Cited by 10 · see citing works
Stillesiddende adfærd - En helbredsrisiko?
Overgaard, K., Grøntved, A., Nielsen, K. M., et al. (2012) · Cited by 3 · see citing works
Søvn og søvnproblemer hos danske børn i alderen 6-11 år
Hvolby, A., Jørgensen, J. I., & Bilenberg, N. (2008) · Ugeskrift for Læger · Cited by 2 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- World Health Organization Global recommendations on physical activity for health http://apps.who.int/iris/bitstream/10665/44399/1/9789241599979_eng.pdf 26180873
Cited by
Sorted by citations
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. (2016) · Applied Physiology, Nutrition, and Metabolism · doi:10.1139/apnm-2015-0663 · Cited by 2,217 · see citing works
“…et al. 2010; Martinez-Gomez et al. 2010a; Moliner-Urdiales et al. 2010; Ottevaere et al. 2011; Hay et al. 2012; Machado-Rodrigues et al. 2012; Hjorth et al. 2013; Jimenez-Pavon et al. 2013c; Lambourne et al. 2013; Silva et al. 2013; Larouche et al. 2014; Hansen et al. 2014; Santos et al.…”
BackgroundInfluentialSelf-citationCarson, 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. (2016) · Applied Physiology, Nutrition, and Metabolism · doi:10.1139/apnm-2015-0630 · Cited by 1,380 · see citing works
Self-citationShort sleep duration and dietary intake: epidemiologic evidence, mechanisms, and health implications
Dashti, H. S., Scheer, F. A., Jacques, P. F., Lamon-Fava, S., & Ordovás, J. M. (2015) · Advances in Nutrition · doi:10.3945/an.115.008623 · Cited by 503 · see citing works
Carson, V., Tremblay, M. S., Chaput, J.-P., & Chastin, S. F. M. (2016) · Applied Physiology, Nutrition, and Metabolism · doi:10.1139/apnm-2016-0026 · Cited by 414 · see citing works
“This is especially relevant in Canada and other countries or regions with similar climates where MVPA tends to be lower in the winter months (Carson and Spence 2010; Hjorth et al. 2013).”
BackgroundSelf-citationde la Iglesia, H. O., Fernández-Duque, E., Golombek, D. A., Lanza, N., Duffy, J. F., Czeisler, C. A., & Valeggia, C. R. (2015) · Journal of Biological Rhythms · doi:10.1177/0748730415590702 · Cited by 156 · see citing works
A systematic review of ambient heat and sleep in a warming climate
Chevance, G., Minor, K., Vielma, C., Campi, E., O’Callaghan-Gordo, C., Basagaña, X., Ballester, J., & Bernard, P. (2024) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2024.101915 · Cited by 150 · see citing works
Hjorth, M. F., Chaput, J.-P., Ritz, C., Dalskov, S.-M., Andersen, R., Astrup, A., Tetens, I., Michaelsen, K. F., & Sjödin, A. (2014) · International Journal of Obesity · doi:10.1038/ijo.2013.229 · Cited by 136 · see citing works
Self-citationDamsgaard, C. T., Biltoft-Jensen, A., Tetens, I., Michaelsen, K. F., Lind, M. V., Astrup, A., & Landberg, R. (2017) · The Journal of Nutrition · doi:10.3945/jn.116.244624 · Cited by 56 · see citing works
Self-citationSjödin, A., Hjorth, M. F., Damsgaard, C. T., Ritz, C., Astrup, A., & Michaelsen, K. F. (2015) · Clinical Obesity · doi:10.1111/cob.12092 · Cited by 39 · see citing works
Self-citationHarrison, F., van Sluijs, E. M., Corder, K., Ekelund, U., & Jones, A. (2015) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-015-0202-8 · Cited by 35 · see citing works
Weekday variation in triglyceride concentrations in 1.8 million blood samples
Jaskolowski, J., Ritz, C., Sjödin, A., Astrup, A., Szecsi, P. B., Stender, S., & Hjorth, M. F. (2017) · Journal of Lipid Research · doi:10.1194/jlr.m074062 · Cited by 20 · see citing works
Self-citationChaput, J.-P., Weippert, M., LeBlanc, A. G., Hjorth, M. F., Michaelsen, K. F., Katzmarzyk, P. T., Tremblay, M. S., Barreira, T. V., Broyles, S. T., Fogelholm, M., et al. (2016) · Frontiers in Pediatrics · doi:10.3389/fped.2016.00024 · Cited by 19 · see citing works
Self-citation
- Authors
- Hjorth, M. F., Chaput, J.-P., Michaelsen, K., Astrup, A., Tetens, I., & Sjödin, A.
- Affiliations
- University of Copenhagen (DK)
- Children's Hospital of Eastern Ontario (CA)
- Technical University of Denmark (DK)
- Corresponding author
- Hjorth, Mads F
- Venue
- BMC Public Health
- Published
- 2013-09-08
- Volume
- 13
- Issue
- 1
- Pages
- 808-808
- ISSN
- 1471-2458 (ISSN-L)
- PMC
- PMC3846279
- OpenAlex
- W2143678773
- Cited by
- 143
- References
- 50
- Citations by year
- 2026: 2 · 2025: 3 · 2024: 6 · 2023: 4 · 2022: 10 · 2021: 16 · 2020: 15 · 2019: 10 · 2018: 8 · 2017: 13 · 2016: 17 · 2015: 17 · 2014: 21 · 2013: 1
- FWCI
- 13.00
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- BMC Public Health (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Research at the University of Copenhagen (University of Copenhagen) (publishedVersion, other-oa)
- uO Research (University of Ottawa) (submittedVersion, public-domain)
- Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU) (submittedVersion, cc-by)
- Funders
- Nordea-fonden
- Topics
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Sleep and related disorders
- Keywords
- seasonal variation, children, physical activity, sedentary behavior, cardiorespiratory fitness, sleep duration, moderate-to-vigorous physical activity, weekend effect, accelerometer-measured activity
- MeSH terms
- Age Factors, Analysis of Variance, Cardiovascular System, Child, Child Welfare, Cross-Sectional Studies, Denmark, Female, Health Education, Health Surveys, Humans, Male, Motor Activity, Physical Fitness, Surveys and Questionnaires, Regression Analysis, Respiratory System, Seasons, Sex Factors, Sleep, Time Factors, Reproducibility of Results, Exercise, Sedentary Behavior
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