The exposome and attention-related brain networks jointly predict attention problems in early adolescence
Berrian, N.; Keller, A. S.; Chao, A. F.; Stier, A. J.; Moore, T. M.; Barzilay, R.; Berman, M. G.; Kardan, O.; Rosenberg, M. D.
Show abstract
Background: Attention problems are common transdiagnostic symptoms of psychiatric illness. Although environmental exposures and experiences influence attention during adolescent development, the underlying neural pathways by which they do so is unclear. Methods: We measured attention problems, attention-related brain networks, and multidimensional environmental experiences (the exposome) using data from the ABCD Study (N = 11,878). We tested whether the exposome is associated with 9-10-year-olds attention-related brain network strength and current and future attention problems. We further examined cross-sectional indirect pathways linking the exposome, brain network strength, and attention problems. Results: The exposome predicted youths current and future self-, caregiver-, and teacher-reported attention problems as well as their current attention-related brain network strength. This brain network signature of sustained attention also predicted attention problems from all three reporters. Indirect effects models revealed that the exposome was associated with current reported attention problems both directly and indirectly though this brain signature. Conversely, predictive brain network strength was related to attention problems both directly and indirectly through the exposome. Conclusion: Interactions between environmental exposures, experiences, and brain network organization are associated with attention problems in early adolescence. These findings support a bidirectional framework linking the environment and functional brain networks in the development of attention problems.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Acculturative orientations among Hispanic/Latinx caregivers in the ABCD Study: Associations with caregiver and youth mental health and youth brain function 96%
- Dynamic Resting-State Network Markers of Disruptive Behavior Problems in Youth 95%
- Dynamic functional connectivity correlates of trait mindfulness in early adolescence 94%
Similar papers in this journal
- Gene-environment correlation: The role of family environment in academic development 95%
- Replicability of Structural Brain Alterations Associated with General Psychopathology: Evidence from a Population-Representative Birth Cohort 94%
- The Effects of Adverse Life Events on Brain Development in the ABCD Study®: A Propensity-weighted Analysis 94%
Similar papers in this journal
- Socioeconomic Resources are Associated with Distributed Alterations of the Brain's Intrinsic Functional Architecture in Youth 96%
- A general exposome factor explains individual differences in functional brain network topography and cognition in youth 95%
- Developing Functional Network Connectivity of the Dorsal Anterior Cingulate Cortex Mediates Externalizing Psychopathology in Adolescents with Child Neglect 95%
Similar papers in this journal
- Multi-level Predictors of Depression Symptoms in the Adolescent Brain Cognitive Development (ABCD) Study 95%
- Analysis of structural brain asymmetries in Attention-Deficit/Hyperactivity Disorder in 39 datasets 93%
- Characterizing neuroanatomic heterogeneity in people with and without ADHD based on subcortical brain volumes 93%
Similar papers in this journal
- Manifold learning uncovers nonlinear interactions between the adolescent brain and environment that predict emotional and behavioral problems 95%
- Longitudinal changes in infant attention-related brain networks and fearful temperament 94%
- Functional brain connectivity predictors of prospective substance use initiation and their environmental correlates 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.