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Multivariate Patterns of Brain-Behavior-Environment Associations in the Adolescent Brain and Cognitive Development
Amirhossein Modabbernia1, Delfina Janiri2, Gaelle E Doucet3
1Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, New York.
Adolescent brain organization is linked to psychosocial and environmental factors. Positive or negative life exposures create patterns of advantage or adversity influencing brain structure and function.
Area of Science:
- Neuroscience
- Developmental Psychology
- Public Health
Background:
- Adolescence is a critical developmental period.
- Understanding brain organization's link to psychosocial and environmental factors is key.
Purpose of the Study:
- To characterize how adolescent brain organization varies with psychosocial and environmental influences.
- To identify distinct patterns of covariation between brain measures and individual/environmental factors.
Main Methods:
- Used canonical correlation analysis on data from 9623 adolescents (aged 9-10) in the ABCD study.
- Examined brain morphometry, myelination, white matter integrity, and functional connectivity.
- Assessed individual, psychosocial, and environmental factors.
Main Results:
- Identified 14 reliable modes of brain-behavior-environment covariation.
- Neighborhood, parental, family, perinatal, cardiometabolic, cognitive, and psychopathology factors showed consistent associations with brain organization.
- Exposures formed patterns of psychosocial advantage/adversity with modality-general brain effects.
Conclusions:
- Identified clusters of exposures consistently associated with global brain organization.
- Findings highlight intertwined influences on adolescent brain development and mental function.
- Results can inform public health policies for interventions to improve mental well-being.
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