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August 22, 2026Restorative Neurology and Neuroscience

Bidirectional Associations Between Physical Activity and Internalizing Symptoms in Early Adolescence: A Four-Wave Cross-Lagged Panel Model with Random Intercepts

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Authors

NLNicole E. LoganWAWilliam W. Lewis-de los Angeles

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Overview

Longitudinal cohort study demonstrates bidirectional links between physical activity and internalizing symptoms in early adolescents, suggesting activity protects mental health.

Key Points

  • To disentangle within-person effects from between-person differences in the bidirectional relationship between physical activity and mental health symptoms across early adolescence.
  • Analyzed four longitudinal waves of data from the Adolescent Brain Cognitive Development (ABCD) Study following youth (N = 6,361) from ages 10 to 14.2 years.
  • Evaluated youth-reported physical activity and parent-reported internalizing and externalizing behaviors (Child Behavior Checklist) using a four-wave random-intercepts cross-lagged panel model (RI-CLPM).
  • Higher physical activity predicted fewer internalizing symptoms from year 2 to year 3 (β = -0.037, 95% CI [-0.062, -0.012]) and from year 3 to year 4 (β = -0.045, 95% CI [-0.068, -0.022]).
  • Greater internalizing symptoms predicted reduced physical activity from year 2 to year 3 (β = -0.076, 95% CI [-0.125, -0.027]) and from year 3 to year 4 (β = -0.075, 95% CI [-0.118, -0.031]).
  • No statistically significant cross-lagged or between-person associations were detected between physical activity and externalizing symptoms.

Cite This Study

Logan et al. (2026) studied this question.

synapsesocial.com/papers/6a895ec3ca7ade938187cf11https://doi.org/10.1177/09226028261476103
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