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Updated: Jun 22, 2026

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
BMI peak in infancy as a predictor for later BMI in the Uppsala Family Study
R J Silverwood1, B L De Stavola, T J Cole
1Department of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel Street, London, UK. Richard.Silverwood@lshtm.ac.uk
Insights
A higher or later body mass index (BMI) peak in infancy is linked to increased childhood BMI. This early growth pattern can predict later obesity risk, highlighting the importance of infant growth trajectories.
Area of Science:
- Pediatrics
- Human Growth and Development
- Obesity Research
Background:
- Childhood obesity is a growing global health concern.
- The relationship between infant body mass index (BMI) trajectories and later childhood BMI is not well understood.
- The infant BMI peak is a critical early growth marker.
Purpose of the Study:
- To investigate the association between the infant BMI peak (timing and magnitude) and BMI z-scores in later childhood.
- To analyze how infant growth patterns predict future BMI levels.
Main Methods:
- Utilized data from the Uppsala Family Study, including 602 families.
- Fitted subject-specific growth curves to infant BMI data using penalized splines.
- Employed multilevel modeling to assess the relationship between infant BMI peak characteristics and childhood BMI z-scores.
Main Results:
- The BMI peak occurred later in females on average, and was higher in males.
- Both the age and BMI at peak were positively associated with later childhood BMI z-scores.
- These associations remained significant when considering both peak timing and magnitude together.
Conclusions:
- Infant growth trajectories characterized by a later and/or higher BMI peak are associated with higher childhood BMI.
- Early infant growth patterns, specifically the BMI peak, are significant predictors of childhood obesity risk.
Background:
The development of obesity through childhood, often characterized by using body mass index (BMI), has received much recent interest because of the rapidly increasing levels of obesity worldwide. However, the extent to which the BMI trajectory in the first year of life (the BMI 'peak' in particular) is associated with BMI in later childhood has received little attention.
Subjects:
The Uppsala Family Study includes 602 families, comprising mother, father and two consecutive singleton offspring, both of whom were delivered at the Uppsala Academic Hospital, Sweden, between 1987 and 1995. The children's postnatal growth data, including serial measurements of height and weight (from which BMI was calculated), were obtained from health records. All children had a physical examination when they were aged between 5 and 13 years, at which height and weight were again recorded and used to calculate age- and sex-adjusted BMI z-scores.
Methods:
Subject-specific growth curves were fitted to the infant BMI data using penalized splines with random coefficients, and from these the location of the BMI peak for each participant was estimated. A multilevel modelling approach was used to assess the relationships between the BMI peak and BMI z-score in later childhood.
Results:
The BMI peak occurred, on average, slightly later in female children, with a higher BMI peak in male children. Considered separately, both age and BMI at BMI peak were positively associated with later BMI z-score. Considered jointly, both dimensions of BMI peak retained their positive associations.
Conclusions:
The growth trajectory associated with higher childhood BMI appears to include a later and/or higher BMI peak in infancy.
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