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Updated: Jul 9, 2025

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Age-Specific Quantification of Overweight/Obesity Risk Factors From Infancy to Adolescence and Differences by
Claudia Börnhorst1, Wolfgang Ahrens1,2, Stefaan De Henauw3
1Leibniz Institute for Prevention Research and Epidemiology (BIPS), Bremen, Germany.
Insights
Childhood body mass index (BMI) trajectories are influenced by risk factors, with social vulnerabilities playing a key role, particularly around ages 9-11 years.
Area of Science:
- Pediatric Health
- Obesity Research
- Public Health
Background:
- Childhood obesity is a growing public health concern.
- Understanding risk factors and their impact on body mass index (BMI) trajectories is crucial.
- Parental educational level may influence exposure to risk factors and subsequent BMI outcomes.
Purpose of the Study:
- To investigate age-dependent associations between various risk factors and BMI in children.
- To examine how these associations differ based on parental educational attainment.
- To identify critical periods for intervention in childhood BMI development.
Main Methods:
- Analysis of data from 10,310 children (aged 2-16 years) in a multi-center European cohort (2007-2014).
- Utilized polynomial mixed-effects models to estimate trajectories of risk factors and their age-specific associations with BMI.
- Compared risk factor exposure and BMI associations between parental educational groups.
Main Results:
- Higher exposure to unfavorable factors (e.g., PC/TV time) observed in lower parental education groups.
- Risk factor trajectories showed significant changes around ages 9-11 years.
- Family history of obesity, maternal BMI, pregnancy weight gain, and birth weight consistently associated with BMI; behavioral factors had smaller associations. Social vulnerabilities (parental unemployment, migrant background) linked to higher BMI in lower education group.
Conclusions:
- Parental education did not significantly alter most risk factor-BMI associations, except for social vulnerabilities.
- The 9-11 year age range may represent a sensitive period for developing unfavorable behaviors impacting BMI.
- Targeted interventions considering socioeconomic factors and sensitive developmental periods are warranted.
Abstract:
Objectives: To explore the age-dependent associations between 26 risk factors and BMI in early life, and differences by parental educational level. Methods: Data of 10,310 children (24,155 measurements) aged 2-16 years participating in a multi-centre European cohort from 2007 to 2014 were utilized. Trajectories of overweight/obesity risk factors and their age-specific associations with BMI were estimated using polynomial mixed-effects models. Results: Exposure to most unfavourable factors was higher in the low/medium compared to the high education group, e.g., for PC/TV time (12.6 vs. 10.6 h/week). Trajectories of various risk factors markedly changed at an age of 9-11 years. Having a family history of obesity, maternal BMI, pregnancy weight gain and birth weight were positively associated with BMI trajectories throughout childhood/adolescence in both education groups; associations of behavioural factors with BMI were small. Parental unemployment and migrant background were positively associated with BMI in the low/medium education group. Conclusion: Associations of risk factors with BMI trajectories did not essentially differ by parental education except for social vulnerabilities. The age period of 9-11 years may be a sensitive period for adopting unfavourable behaviours.
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