SynthesisBMC public health2023
Clustering of diet, physical activity and sedentary behaviour and related physical and mental health outcomes: a systematic review.
Synthesis in BMC public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06654674 (Gender Differences in Dietary Patterns and Physical Activity), which is not on this map. Cited by 67 papers, 5 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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.
Gender Differences in Dietary Patterns and Physical Activity: An Insight With Principal Component Analysis (PCA)
Who cites it
67 citing papers in PubMed, 5 syntheses or guidelines pooled it, 76 citations in OpenAlex.
- Adolescent obesity and risk of serious chronic morbidity and mortality in young adulthood: a systematic review of cohorts from national registries.Cardiovascular diabetology · 2026Pooled it
- The association between accelerometer-measured physical activity and symptoms of depression and anxiety in children and adolescents: a systematic review and meta-analysis.BMC pediatrics · 2025Pooled it
- The Effectiveness of Combined Dietary and Physical Activity Interventions for Improving Dietary Behaviors, Physical Activity, and Adiposity Outcomes in Adolescents Globally: A Systematic Review and Meta-Analysis.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2025Pooled it
- Ultra-Processed Food Intakes and Health Outcomes in Adults Older Than 60 Years: A Systematic Review.Nutrition reviews · 2025Pooled 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
- Effectiveness of the Components of a Digital Multiple Health Behavior Intervention Among University Students (Buddy): Factorial Randomized Trial.Journal of medical Internet research · 2026Trial
- Diet, Activity and Sleep Clusters Associated With Obesity Markers of Children in the US-Affiliated Pacific.Acta paediatrica (Oslo, Norway : 1992) · 2025Trial
- Lifestyle Behaviors and their association with self-rated health among university students in Spain: A cross-sectional study.Preventive medicine reports · 2026Article
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- Physical Activity and Untreated Dental Caries in Brazil: Implications for Population-Based Caries Risk Assessment.Dentistry journal · 2026Article
- Behavioral and Contextual Patterns Derived From Ecological Momentary Assessment and Wearable Sensors and Their Associations With Health-Related Outcomes: WEALTH Cross-Sectional Study.JMIR formative research · 2026Article
- Vegetarian diet is associated with a lower risk of chronic kidney disease in a population-based study.Scientific reports · 2026Article
- Prospective association between baseline ultra-processed food consumption and future adherence to the 24-h movement guidelines in children: findings from the SENDO project.European journal of pediatrics · 2026Article
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- 24-h Movement Behaviors and Incident Hypertension Among Adolescents: A Prospective Study From the ABCD Study.Scandinavian journal of medicine & science in sports · 2026Article
- Dietary Determinants of Mental Well-Being Among Cardiometabolic High-Risk Adults in Hungary.Nutrients · 2026Article
- Associations Between Parental Socioeconomic Position, Health Behavioral Profiles in Adolescence, and Socioeconomic Position in Adulthood: a 31-Year Follow-Up of the Northern Finland Birth Cohort 1986.International journal of behavioral medicine · 2026Article
- Prevalence of overweight and obesity and their associations with lifestyle habits among late adolescents in the Northern Border Region of Saudi Arabia: a cross‑sectional study.BMC public health · 2026Article
- Physical Activity and Sedentary Behaviour in the MEDIET4ALL Study: Associations with Mediterranean Lifestyle, Sleep, and Psychosocial Well-Being, with Mediation Analyses.Sports (Basel, Switzerland) · 2026Article
7 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPhysical activity (PA), sedentary behaviour (SB) and diet play an important role in the physical and mental health of young people. Understanding how these behaviours cluster, and the impact of clusters on health is important for the development of public health interventions. This review examines the prevalence of clusters of PA, sedentary time, and dietary behaviours, and how clusters relate to physical and mental health indicators among children, adolescents and young adults.
methodsElectronic (PubMed, Web of Science and Scopus) and manual searches were conducted for articles that were (i) observational studies including children, adolescents and/or young adults aged 5-24 years, (ii) examined the 'patterning', 'clustering', or 'co-existence' of each of PA, dietary behaviour and SB, and (iii) published in English up to and including July 2022. In addition to information on clustering, data on physical and mental health outcomes were extracted where reported. Included studies were assessed using the Cochrane risk of bias for observational studies. A narrative synthesis was conducted due to high heterogeneity. This review was registered with PROSPERO (CRD42021230976).
resultsForty-nine cross-sectional studies and four prospective cohort studies from eighteen countries reporting data from 778,415 individual participants were included. A broad range of clusters (n = 172) were found (healthy, unhealthy, and mixed). Mixed clusters were common (n = 98), and clusters of high diet quality, low PA and high SB were more prevalent in girls, while mixed clusters of high PA, high SB and low diet quality were more prevalent in boys. Unhealthy clusters comprising low moderate to vigorous PA, low consumption of fruits and vegetables, and high screen time were prevalent, particularly in those from lower socioeconomic status families. Compared to those with healthy behavioural clusters, those with unhealthy and mixed clusters had a higher adiposity, higher risk of cardiovascular disease, poorer mental health scores, and lower cardiorespiratory fitness.
conclusionsPA, SB and diet cluster in healthy, unhealthy and mixed patterns in young people that differ across sociodemographic characteristics. Unhealthy clusters are associated with poorer health outcomes. Intervention strategies targeting un-clustering multiple unhealthy behaviours should be developed and evaluated for their impact on health outcomes.
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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.