Related Experiment Video
Updated: May 12, 2026

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
The longitudinal relationship between sleep duration and body mass index in children: a growth mixture modeling
Christopher A Magee1, Peter Caputi, Don C Iverson
1Centre for Health Initiatives, University of Wollongong, Wollongong, New South Wales 2522, Australia. cmagee@uow.edu.au
Insights
Shorter sleep durations are linked to higher body mass index (BMI) in children, especially those with early-onset obesity. This study analyzed longitudinal data to understand this relationship across different BMI trajectories.
Area of Science:
- Pediatric Health
- Obesity Research
- Sleep Science
Background:
- Childhood obesity is a significant public health concern.
- Previous studies suggest a correlation between reduced sleep duration and increased body mass index (BMI) in children.
- Longitudinal data is crucial for understanding developmental trajectories.
Purpose of the Study:
- To investigate the longitudinal relationship between sleep duration and BMI in children.
- To identify distinct BMI trajectories using growth mixture modeling.
- To determine if sleep duration influences these trajectories.
Main Methods:
- Prospective data from the Longitudinal Study of Australian Children (LSAC).
- 1079 children aged 4–5 years followed to age 10–11 years.
- Growth mixture modeling to analyze BMI trajectories and sleep duration associations.
Main Results:
- Identified three distinct BMI trajectories: healthy weight, early-onset obesity, and later-onset obesity.
- Found significant inverse associations between sleep duration and BMI in the early-onset obesity trajectory.
- Observed some associations in other BMI trajectories.
Conclusions:
- Shorter sleep duration is a key factor associated with BMI in children experiencing early-onset obesity.
- Provides deeper insight into the complex interplay between sleep and weight status in pediatric populations.
- Highlights the importance of adequate sleep for preventing and managing childhood obesity.
Objective:
A growing number of studies indicate that shorter sleep durations could contribute to obesity in children. The objective of this article was to further examine the longitudinal relationship between sleep duration and body mass index (BMI) in children by using a growth mixture modeling approach.
Method:
This article used prospective data from the Longitudinal Study of Australian Children. Participants included 1079 children aged 4 to 5 years (2004) followed up until age 10 to 11 years (2010). Growth mixture modeling was performed to examine the longitudinal association between sleep duration and body mass index within distinct body mass index trajectories.
Results:
The results indicated 3 distinct body mass index trajectories: healthy weight, early onset obesity, and later onset obesity. Longitudinal inverse associations were evident between sleep duration and body mass index in the Early Onset Trajectory. There were some associations between sleep duration and body mass index in the other trajectories.
Conclusions:
This article provides further insight into the longitudinal relationship between sleep duration and body mass index in children. In particular, the results indicate that shorter sleep durations are primarily associated with body mass index in children with early onset obesity.
Related Concept Videos
Exponential Equations for Modeling Growth
Nature and Nurture
Modeling with Differential Equations
Longitudinal Research
Growth Models with Integration: Problem Solving
Obesity

