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Updated: Jun 14, 2025

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Identifying Key Predictors of Mid-Childhood Obesity in a Population-Based Cohort Study: An Evidence Synthesis and
Yuchan Mou1,2, Susana Santos2,3,4, Macarena Lara1
1Department of Epidemiology, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands.
Insights
Identifying key predictors for childhood obesity is crucial. Parental pre-pregnancy BMI, early-life weight, and child appetite traits significantly impact mid-childhood body mass index (BMI).
Area of Science:
- Pediatrics and Public Health
- Epidemiology
- Childhood Obesity Research
Background:
- Childhood overweight and obesity are significant public health concerns with numerous identified predictors.
- A quantitative overview and understanding of the relative importance of these multidisciplinary predictors are lacking.
- Previous research has not fully elucidated the collective contribution of various factors to childhood obesity.
Purpose of the Study:
- To provide a quantitative overview of multidisciplinary predictors of childhood body mass index (BMI).
- To identify key predictors and build predictive models for childhood overweight and obesity.
- To determine the relative importance and collective contribution of predictors to childhood BMI.
Main Methods:
- Synthesized evidence from 93 studies within the Generation R Study, a population-based prospective cohort.
- Quantitatively overviewed 210 predictors across preconception and childhood, selecting 59 candidate predictors.
- Utilized model search algorithms to identify 32 key predictors and built prediction models.
Main Results:
- Parental pre-pregnancy BMI (maternal and paternal), early-life weight (zBMI at age 2), and food responsiveness were positively associated with mid-childhood BMI.
- Satiety responsiveness was negatively associated with mid-childhood BMI.
- Key predictors collectively accounted for 49.2% of BMI variance and 33.7% of overweight/obesity odds at age 10.
Conclusions:
- Multimodal interventions targeting parental BMI before pregnancy, early adiposity rebound, and appetite management in early childhood are recommended.
- These interventions may be most effective for maintaining a healthy weight during childhood.
- Understanding the interplay of preconception, prenatal, and early childhood factors is vital for obesity prevention.
Abstract:
A wide spectrum of predictors of childhood overweight and obesity has been identified over past decades, yet a quantitative overview of multidisciplinary predictors is missing, and the relative importance and their collective contribution to childhood obesity remains unclear. We synthesized evidence from 93 published studies from the Generation R Study, a population-based prospective cohort from early-pregnancy onwards in the Netherlands, to provide a quantitative overview of 210 predictors across preconception and childhood associated with body mass index (BMI) in mid-childhood and selected 59 candidate predictors. Then, we further identified 32 key predictors for either zBMI or weight status using model search algorithms and built prediction models with data from the same cohort. Associations of note were identified among predictors in preconception and prenatal parental health, early-life weight, and child behavior domains. An interquartile range increase in parental prepregnancy BMI (maternal β = 0.17, 95% CI: 0.14, 0.20; paternal β = 0.17, 95% CI: 0.14, 0.21), early-life weight (e.g., zBMI at age 2y β = 0.28, 95% CI: 0.23, 0.33), and food responsiveness (β = 0.25, 95% CI: 0.21, 0.28) were positively associated with mid-childhood BMI, and satiety responsiveness was negatively associated (β = -0.18, 95% CI: -0.21, -0.15). Together, identified key predictors accounted for 49.2% of the variance of BMI and 33.7% of the variance of the odds of overweight and obesity at the age of 10 years. Multimodal interventions targeting parental BMI before pregnancy, early adiposity rebound, and management of appetite in early childhood may be most effective in maintaining a healthy weight during childhood.
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