SynthesisObesity reviews : an official journal of the International Association for the Study of Obesity2025
Tracking and changes in the clustering of physical activity, sedentary behavior, diet, and sleep across childhood and adolescence: A systematic review.
Synthesis in Obesity reviews : an official journal of the International Association for the Study of Obesity, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 1 of them a synthesis that pooled it.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
14 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Tracking and changes in the clustering of physical activity, sedentary behavior, diet, and sleep across childhood and adolescence: A systematic review.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025Pooled it
- Analysis of the Association Between Weight Status and Myopia in Children and Adolescents and Development of a Screening Model Based on Body Fat Percentage.Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists) · 2026Article
- Modifiable lifestyle factors in early life and inflammatory bowel disease risk in two birth cohorts.Journal of Crohn's & colitis · 2026Article
- Accelerometry-measured prolonged and interrupted sedentary behavior and cancer incidence and mortality: A cohort study of 91,292 UK Biobank participants.PLoS medicine · 2026Article
- Screen Time, Unhealthy Eating Behaviors, and Associated Health Risks in Children: A Narrative Review.Children (Basel, Switzerland) · 2026Review
- Association of early childhood lifestyle patterns with overweight in preschoolers and timing of adiposity rebound.The international journal of behavioral nutrition and physical activity · 2026Article
- Independent and joint associations of sleep duration and physical activity with cardiovascular disease: a cross-sectional study of 1.6 million US adults.Frontiers in public health · 2026Article
- Motivation for physical activity participation and mindful eating in university students: a cross-sectional study using variable-centered regression and latent profile analysis.Frontiers in psychology · 2026Article
- Dynamic associations among selected healthy dietary behaviors, physical activity, emotion, and fitness performance in adolescents: a four-wave random intercept cross-lagged panel study.Frontiers in nutrition · 2026Article
- Nutritional and behavioral determinants of overweight and obesity among school-aged children in Shandong Province, China: evidence from a large-scale cross-sectional study.Frontiers in nutrition · 2026Article
- Physical Activity in 1-Year-Old Children Predicts Physical Activity Level at Age 3 Years Independent of Maternal Activity.Journal of pediatrics. Clinical practice · 2025Article
- Article
- Lifestyle Behavior Patterns and Their Association with Active Commuting to School Among Spanish Adolescents: A Cluster Analysis.Healthcare (Basel, Switzerland) · 2025Article
- Article
Corrections and comments
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionClusters of health behaviors (e.g. physical activity/sedentary behavior/diet/sleep) can exert synergistic influences on health outcomes, such as obesity. Understanding how clusters of health behaviors change throughout childhood and adolescence is essential for developing interventions aimed at uncoupling unhealthy behaviors. This review synthesizes prospective studies examining changes in clusters of physical activity, sedentary behavior, diet, and sleep through childhood and adolescence.
methodsElectronic searches (PubMed, Embase, Web of Science, Scopus) identified prospective studies, published in English up to/including January 2024, of children/adolescents (0-19 years) which used data-driven methods to identify clusters of 2/more behaviors (physical activity, sedentary behaviors, diet, sleep) at multiple timepoints. A narrative synthesis was conducted due to methodological heterogeneity.
resultsEighteen studies reporting data from 26,772 individual participants were included. Eleven studies determined clusters at each timepoint (i.e. identified clusters at T1 and T2, respectively), while seven determined clusters longitudinally using behavioral data across multiple timepoints. Among studies that identified clusters at each timepoint, participants commonly transitioned to similarly characterized clusters between timepoints. Where cluster tracking was examined, 64% of clusters had stable transition probabilities of 60-100%. The most prevalent longitudinal cluster trajectories were characterized by co-occurring healthy behaviors which remained stable. Remaining within unhealthy clusters at multiple timepoints was associated with higher markers of adiposity.
conclusion'Healthy' and 'unhealthy' clusters remained highly stable over time, suggesting behavioral patterns developed early can become entrenched and resistant to change. Interventions focused on instilling healthy behaviors early are required to provide a strong foundation for behavioral stability throughout life.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.