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Updated: Jan 19, 2026

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Distinct age-related patterns of overweight development to guide school healthcare interventions
Paula Häkkänen1,2, Anna But3, Eeva Ketola4
1Social Services and Health Care Division, School and Student Welfare, Helsinki, Finland.
Insights
This study identified distinct childhood overweight development trajectories in primary school children. Understanding these patterns can inform targeted obesity prevention and school health programs.
Area of Science:
- Pediatric Health
- Public Health
- Growth Monitoring
Background:
- Childhood overweight and obesity are significant public health concerns.
- Understanding developmental trajectories is crucial for effective interventions.
- School healthcare plays a role in monitoring and addressing childhood weight issues.
Purpose of the Study:
- To identify distinct groups of primary school children based on similar overweight development patterns.
- To reveal age-related patterns within these identified overweight development groups.
- To analyze the relationship between overweight development groups and school healthcare interventions.
Main Methods:
- Retrospective longitudinal register study using electronic health records.
- Flexible latent class mixed models applied to body mass index standard deviation scores.
- Analysis of a cohort of 508 children with overweight during primary school.
Main Results:
- Five distinct overweight development groups were identified for girls and four for boys.
- Groups showed convergence around age 10, with some progressing to obesity.
- Interventions were primarily offered to children with obesity, less to those gaining weight or overweight.
Conclusions:
- Awareness of typical overweight development patterns can optimize obesity prevention strategies.
- Tailoring multidisciplinary school health check programs based on developmental trajectories is recommended.
- Informed timing and design of interventions can improve effectiveness in managing childhood overweight.
Aim:
We aimed to identify groups of primary school children with similar overweight development, reveal age-related patterns of overweight development in the resulting groups and analyse overweight-related school healthcare interventions.
Methods:
This retrospective longitudinal register study utilised electronic health records from six primary school years. From a random sample of 2000 sixth graders, we derived a study cohort of 508 children meeting criteria for overweight at least once during primary school. We investigated how many different groups (latent classes) of children with similar weight development would emerge by applying flexible latent class mixed models on body mass index standard deviation score. We also explored the resulting groups with respect to offered overweight-related interventions.
Results:
Per child, the data consisted in median 7 growth measurements over 5.4 years. We identified five overweight development groups for girls and four for boys. The groups converged temporarily around age 10 after which only some continued into obesity. School nurses and physicians offered overweight-related interventions to children with obesity, less to children gaining weight or with overweight.
Conclusion:
Obesity prevention might benefit from awareness of typical overweight development patterns when designing intervention studies or planning and timing multidisciplinary school health check programmes.
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