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. 2024 Feb 1:346:234-241.
doi: 10.1016/j.jad.2023.10.158. Epub 2023 Nov 7.

Sleep, brain systems, and persistent stress in early adolescents during COVID-19: Insights from the ABCD study

Affiliations

Sleep, brain systems, and persistent stress in early adolescents during COVID-19: Insights from the ABCD study

Orsolya Kiss et al. J Affect Disord. .

Abstract

Purpose: The first year of the COVID-19 pandemic constituted a major life stress event for many adolescents, associated with disrupted school, behaviors, social networks, and health concerns. However, pandemic-related stress was not equivalent for everyone and could have been influenced by pre-pandemic factors including brain structure and sleep, which both undergo substantial development during adolescence. Here, we analyzed clusters of perceived stress levels across the pandemic and determined developmentally relevant pre-pandemic risk factors in brain structure and sleep of persistently high stress during the first year of the COVID-19 pandemic.

Methods: We investigated longitudinal changes in perceived stress at six timepoints across the first year of the pandemic (May 2020-March 2021) in 5559 adolescents (50 % female; age range: 11-14 years) in the United States (U.S.) participating in the Adolescent Brain Cognitive Development (ABCD) study. In 3141 of these adolescents, we fitted machine learning models to identify the most important pre-pandemic predictors from structural MRI brain measures and self-reported sleep data that were associated with persistently high stress across the first year of the pandemic.

Results: Patterns of perceived stress levels varied across the pandemic, with 5 % reporting persistently high stress. Our classifiers accurately detected persistently high stress (AUC > 0.7). Pre-pandemic brain structure, specifically cortical volume in temporal regions, and cortical thickness in multiple parietal and occipital regions, predicted persistent stress. Pre-pandemic sleep difficulties and short sleep duration were also strong predictors of persistent stress, along with more advanced pubertal stage.

Conclusions: Adolescents showed variable stress responses during the first year of the COVID-19 pandemic, and some reported persistently high stress across the whole first year. Vulnerability to persistent stress was evident in several brain structural and self-reported sleep measures, collected before the pandemic, suggesting the relevance of other pre-existing individual factors beyond pandemic-related factors, for persistently high stress responses.

Keywords: Adolescents; Imaging data; Puberty; Sleep; Stress.

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Conflict of interest statement

Declaration of competing interest The authors declare no competing interests.

Figures

Figure 1:
Figure 1:
Identified stress level trajectories during the COVID-19 pandemic. We identified 15 different trajectories showing fluctuations in the stress levels of the adolescents across the first year of the pandemic. The red line represents the stress scores of groups that showed high levels of stress across all 6 timepoint. Other identified categories are shown in gray. The blue line represents the mean of the stress scores in the 14 different clusters weighted by the size of the groups at each timepoint (green: shows the non-weighted average).
Figure 2:
Figure 2:
Feature importance of the GBT model trained to predict adolescents during the pandemic. Top 15 features are sorted by mean absolute SHAP (Shapley Additive Explanation) value. The color of the bars represents the direction of the effect (orange: variable value is positively correlated with stress; blue: variable value is negatively correlated with stress). In variable names, “CV” cortical volume (mm^3); “CT” cortical thickness (mm). “yr”- youth reported measure, “lh”-left hemisphere, “rh” – right hemisphere, “MRI” - Magnetic Resonance Imaging, sMRI: structural MRI, ROI: region of interest, ASEG: Automated Segmentation, APARC: Automated Parcellation.

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