Related Experiment Video
Updated: Feb 2, 2026

Author Spotlight: Streamlining Visual Dynamics to Simplify Molecular Dynamics Simulations Using Gromacs
Published on: August 9, 2024
Featured Article: Bidirectional Effects of Sleep and Sedentary Behavior Among Toddlers: A Dynamic Multilevel Modeling
Bridget Armstrong1, Lauren B Covington2, George J Unick3
1Department of Pediatrics, University of Maryland School of Medicine.
Insights
Adequate nighttime sleep is crucial for toddlers, as less sleep predicts more sedentary activity the next day. This relationship is stronger for most children, emphasizing the link between sleep and activity levels.
Area of Science:
- Child Health
- Behavioral Science
- Sleep Science
Background:
- Toddlers exhibit significant sedentary behavior and sleep patterns.
- Understanding the interplay between sleep and activity in early childhood is vital for health interventions.
Purpose of the Study:
- To investigate the bidirectional relationship between nighttime sleep and sedentary activity in toddlers.
- To determine if sleep influences sedentary behavior or vice versa.
Main Methods:
- Utilized accelerometer data from 195 toddlers (mean age 27 months) over 7 days.
- Defined nighttime sleep and sedentary behavior using established metrics.
- Employed dynamic structural equation modeling (DSEM) to analyze within- and between-person effects.
Main Results:
- Toddlers averaged ~8 hours of sleep and ~3 hours of sedentary activity nightly.
- Decreased sleep predicted increased next-day sedentary activity.
- Sedentary activity predicted subsequent nighttime sleep, but sleep's effect on activity was stronger for 89% of toddlers.
Conclusions:
- Nighttime sleep is a more significant predictor of subsequent sedentary behavior in toddlers than the reverse.
- Findings underscore the importance of sleep for modulating activity levels in early childhood.
- Demonstrates the utility of DSEM for examining Granger-causal relationships in developmental research.
Objective:
To examine the bidirectional effects of objectively measured nighttime sleep and sedentary activity among toddlers.
Method:
Actical accelerometer data were analyzed for 195 toddlers participating in an obesity prevention trial (mean age = 27 months). Toddlers wore the accelerometers for up to 7 consecutive days. Nighttime sleep was defined as the number of minutes asleep between the hours of 8 pm and 8 am the following morning. Sedentary behavior (in minutes) was defined using previously established Actical cut points for toddlers. Variables were lagged and parsed into latent within- and between-person components, using dynamic structural equation modeling (DSEM).
Results:
Toddlers spent an average of 172 min (∼3 hr) in sedentary activity and slept an average of 460 min (∼8 hr) per night. An autoregressive cross-lagged multilevel model revealed significant autoregression for both sleep and sedentary activity. Cross-lagged values revealed that decreased sleep predicted increased next-day sedentary activity, and sedentary activity predicted that night's sleep. For 89% of the sample, the within-person standardized cross-lagged effects of sleep on sedentary were larger than the cross-lagged effects of sedentary on sleep.
Conclusions:
Results suggest that, on average, nighttime sleep is a stronger predictor of subsequent sedentary behavior (compared with the reverse), and this is the case for the majority of toddlers. Findings highlight the importance of interindividual associations between sleep and sedentary activity. The present study is an example of how DSEM methods can be used to ask questions about Granger-causal cross-lagged relations between variables, both within and between individuals.
Related Concept Videos
REM Sleep Behavior Disorder
RBD is significantly associated with...
Insufficient Sleep and Sleep Deprivation
Sleep deprivation is a more severe form of sleep loss...
Stages of Sleep
Before sleep begins, in wakefulness, the brain exhibits primarily beta waves, which are high in frequency and low in amplitude, indicating alertness...
Understanding Sleep
The circadian rhythm, a nearly 24-hour cycle, is deeply influenced by environmental light cues. Light exposure directly affects the hypothalamus, which in turn regulates...
Sleep Apnea
The condition is more prevalent among...
What is Behavior?

