ArticlePloS one2021
Longitudinal association between movement behaviours and depressive symptoms among adolescents using compositional data analysis.
Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers, 2 of them syntheses that pooled it.
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Who cites it
17 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Association of reallocating time between physical activity and sedentary behavior on the risk of depression: a systematic review and meta-analysis.Frontiers in psychology · 2025Pooled it
- 24-hour movement behaviours and mental health in non-clinical populations: A systematic review.PloS one · 2025Pooled it
- Longitudinal associations between adherence to 24-h movement guidelines and physical fitness and body composition in pediatric overweight and obesity.Scientific reports · 2026Article
- 24-hour movement behaviors in association with academic performance in children and adolescents: cross-sectional compositional data analysis.Journal of activity, sedentary and sleep behaviors · 2026Article
- Research characteristics about the 24-h movement behaviors in children and adolescents: a scoping review.BMC public health · 2025Article
- Article
- Transitions of 24-H Movement Behaviour Profiles From Schooldays to Weekends and Their Associations With Health-Related Quality of Life and Well-Being in Czech Adolescents.Child: care, health and development · 2025Article
- Longitudinal Associations between 24-h Movement Behaviors and Cardiometabolic Biomarkers: A Natural Experiment over Retirement.Medicine and science in sports and exercise · 2024Article
- Associations between 24-h movement behaviors and indicators of mental health and well-being across the lifespan: a systematic review.Journal of activity, sedentary and sleep behaviors · 2024Review
- Examining the Bidirectional Associations Between Sleep Duration, Screen Time, and Internalizing Symptoms in the ABCD Study.The Journal of adolescent health : official publication of the Society for Adolescent Medicine · 2024Article
- A systematic review of research reporting practices in observational studies examining associations between 24-h movement behaviors and indicators of health using compositional data analysis.Journal of activity, sedentary and sleep behaviors · 2024Review
- The association between reallocations of time and health using compositional data analysis: a systematic scoping review with an interactive data exploration interface.The international journal of behavioral nutrition and physical activity · 2023Article
- Trends in Well-Being Among Youth in Australia, 2017-2022.JAMA network open · 2023Article
- Longitudinal associations between different types of screen use and depression and anxiety symptoms in adolescents.Frontiers in public health · 2023Article
- Trajectories of 24-h movement guidelines from middle adolescence to adulthood on depression and suicidal ideation: a 22-year follow-up study.The international journal of behavioral nutrition and physical activity · 2022Article
- Canadian 24-h Movement Guidelines, Life Stress, and Self-Esteem Among Adolescents.Frontiers in public health · 2022Article
- Different Types of Screen Behavior and Depression in Children and Adolescents.Frontiers in pediatrics · 2021Article
Corrections and comments
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Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundResearch examining the associations between movement behaviours and mental health indicators within a compositional framework are sparse and limited by their cross-sectional study design. This study has three objectives. First, to describe the change in movement behaviour composition over time. Second, to explore the association between change in movement behaviour composition and change in depressive symptoms. Third, to explore how reallocations of time between movement behaviours are associated with changes in depressive symptoms.
methodsLongitudinal data of 14,620 students in grades 9-12 (mean age: 14.9 years) attending secondary schools in Canada (Ontario, British Columbia, Alberta, Quebec) were obtained from two waves (2017/18, 2018/19) of the COMPASS study. Moderate-to-vigorous physical activity (MVPA), recreational screen time, and sleep duration were self-reported. Depressive symptoms were measured using the Center for Epidemiologic Studies Depression Scale (Revised)-10 (CESD-R-10). Compositional data analyses using pivot coordinates and compositional isotemporal substitution for longitudinal data were used to analyse the data. Analyses accounted for school clustering, were stratified by gender and age (< or ≥ 15 years), and were adjusted for race/ethnicity, body mass index z-score, baseline movement behaviour composition, and baseline depressive symptoms.
resultsThere were significant differences in movement behaviour composition over time across all subgroups. For example, the relative contributions of MVPA and sleep duration to the movement behaviour composition decreased over time while screen time increased among younger boys and girls and older girls. Increasing sleep duration relative to the remaining behaviours (i.e. screen time and MVPA) was associated with lower depressive symptoms among all subgroups. Increasing screen time relative to the remaining behaviours (i.e. MVPA and sleep duration) was associated with higher depressive symptoms among all subgroups. Increasing MVPA relative to the remaining behaviours (i.e. screen time and sleep duration) was associated with lower depressive symptoms in older girls only. Isotemporal substitution estimates indicated that decreasing screen time by 60 minutes/day and replacing that time with 60 minutes of additional sleep is associated with the largest change in depressive symptoms across all subgroups.
conclusionsFindings from this prospective analysis suggest that increased sleep duration and reduced screen time are important determinants of lower depressive symptoms among adolescents.
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