ArticleBMC public health2016
Identifying developmental trajectories of body mass index in childhood using latent class growth (mixture) modelling: associations with dietary, sedentary and physical activity behaviors: a longitudinal study.
Article in BMC public health, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers, 3 of them syntheses that pooled it.
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Who cites it
33 citing papers in PubMed, 3 syntheses or guidelines pooled it, 61 citations in OpenAlex.
- A Systematic Review and Meta-Analysis of Longitudinal Studies Exploring the Link Between Physical Inactivity and Indicators of Childhood Overweight/Obesity and Metabolically Unhealthy Obesity Risk in Western Countries.Current obesity reports · 2026Pooled it
- Association Between Physical Activity and Indicators of Overweight/Obesity and Metabolically Unhealthy Obesity Risk in Children and Adolescents: A Systematic Review of Prospective Epidemiological Studies and Randomized Controlled Trials in Western Countries.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2026Pooled it
- Healthy eating interventions delivered in early childhood education and care settings for improving the diet of children aged six months to six years.The Cochrane database of systematic reviews · 2023Pooled it
- Associations of genetic risk, BMI trajectories, and the risk of non-small cell lung cancer: a population-based cohort study.BMC medicine · 2022Trial
- Life-long body mass index trajectories and cardiometabolic biomarkers-the Danish diet, cancer, and health-next generations cohort.International journal of obesity (2005) · 2025Article
- Sex Differences in the Joint Trajectories of Depressive Symptoms and Body Mass Index From Adolescence to Early Adulthood: Longitudinal Observational Study.JMIR pediatrics and parenting · 2025Article
- Body mass index trajectories from birth to adolescence and associated factors in the PARIS cohort.Acta paediatrica (Oslo, Norway : 1992) · 2025Article
- Timing based clustering of childhood BMI trajectories reveals differential maturational patterns; Study in the Northern Finland Birth Cohorts 1966 and 1986.International journal of obesity (2005) · 2025Article
- Tendency to overeat predicts an elevated body mass index trajectory across school-age years.Scientific reports · 2025Article
- Associations of Longitudinal BMI-Percentile Classification Patterns in Early Childhood with Neighborhood-Level Social Determinants of Health.Childhood obesity (Print) · 2025Article
- FACILITY: feeding the family-the intergenerational approach to fight obesity, a cross-sectional study protocol.Frontiers in pediatrics · 2025Article
- Characterization of trajectories of physical activity and cigarette smoking from early adolescence to adulthood.BMC public health · 2023Article
- The role of prenatal violence exposure in the development of disparities in children's adiposity from birth to middle childhood.Obesity (Silver Spring, Md.) · 2023Article
- Healthy eating interventions delivered in early childhood education and care settings for improving the diet of children aged six months to six years.The Cochrane database of systematic reviews · 2023Review
- Sex-specific association between elective cesarean section and growth trajectories in preschool children: A prospective birth cohort study.Frontiers in public health · 2022Article
- The Spanish version of the Home Environment Survey (HES) among families of children with overweight/obesity: a validation study.Eating and weight disorders : EWD · 2021Article
- Child-to-adult body mass index trajectories and the risk of subclinical renal damage in middle age.International journal of obesity (2005) · 2021Article
- Self-Harm and Suicidality in US College Students: Associations with Emotional Exhaustion versus Multiple Psychiatric Symptoms.Journal of affective disorders · 2021Article
- Mediterranean Diet, Screen-Time-Based Sedentary Behavior and Their Interaction Effect on Adiposity in European Adolescents: The HELENA Study.Nutrients · 2021Article
- Critically Evaluating Youth Body Mass Index Trajectories: Implications for Health Versus Stigma.American journal of public health · 2020Article
Corrections and comments
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Authors and funding
6 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundTo date, many epidemiologic studies examining associations between obesity and dietary and sedentary/physical activity behaviors have focused on assessing Body Mass Index (BMI) at one point in time. Recent developments in statistical techniques make it possible to study the potential heterogeneity in the development of BMI during childhood by identifying distinct subpopulations characterized by distinct developmental trajectories. Using Latent Class Growth (Mixture) Modelling (LCGMM) techniques we aimed to identify BMI trajectories in childhood and to examine associations between these distinct trajectories and dietary, sedentary and physical activity behaviors.
methodsThis longitudinal study explored BMI standard deviation score (SDS) trajectories in a sample of 613 children from 4 to 12 years of age. In 2006, 2009 and 2012 information on children's health related behaviors was obtained by parental questionnaires, and children's height and weight were measured. Associations with behaviors were investigated with logistic regression models.
resultsWe identified two BMI SDS trajectories; a decreasing BMI SDS trajectory (n = 416; 68 %) and an increasing BMI SDS trajectory (n = 197; 32 %). The increasing BMI SDS trajectory consisted of more participants of lower socio-economic status (SES) and of non-western ethnicity. Maternal overweight status was associated with being in the increasing BMI SDS trajectory at both baseline and follow-up six years later (2006: Odds Ratio (OR), 2.9; 95 % confidence interval (CI) 1.9 to 4.3; 2012 OR, 1.8; 95 % CI 1.2 to 2.6). The increasing BMI SDS trajectory was associated with the following behaviors; drinking sugared drinks > 3 glasses per day, participation in organized sports < 1 h per week, and TV viewing > 2 h per day, though participation in organized sports at follow-up was the only significant result.
conclusionsOur results indicate the importance of healthy lifestyle behaviors at a young age, and indicate that maternal BMI is a very important risk factor for the development of childhood overweight. Comprehension of heterogeneity in the development of BMI and associations with modifiable health related behaviors is interesting for prevention by targeting high risk behaviors in early childhood, especially in low SES children, children of non-western ethnicity and children whose mother is overweight.
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