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A pattern-learning algorithm associates copy number variations with brain structure and behavioural variables in an
Jakub Kopal1,2,3, Guillaume Huguet4, Justin Marotta1,2
1Department of Biomedical Engineering, Faculty of Medicine, McGill University, Montreal, Quebec, Canada.
Rare genetic variants impact adolescent brain structure and family well-being. This study links genetic changes to family stress, anxiety, and neighborhood safety, extending beyond cognitive effects.
Area of Science:
- Neuroscience
- Genetics
- Developmental Psychology
Background:
- Integrating genetic, environmental, and social factors in brain development research remains challenging.
- Previous imaging-genetics studies have primarily focused on cognitive and language impairments.
- Understanding the broad impact of genetic variations on adolescent well-being is crucial.
Purpose of the Study:
- To investigate the effects of rare, high-impact genetic variants on adolescent brain architecture.
- To explore the implications of these genetic variants on cognitive, behavioral, psychosocial, and socioeconomic traits.
- To examine the interplay between genetic variations and subjective quality of life in adolescents and their families.
Main Methods:
- Utilized the Adolescent Brain Cognitive Development (ABCD) cohort data from 7,338 adolescents.
- Employed a holistic pattern-learning framework to analyze copy number variations (CNVs).
- Dissected impacts on brain structure and 938 behavioral variables across 20 categories.
Main Results:
- Identified associations between genetic alterations and higher-order brain networks.
- Found links between genetic variations and family well-being parameters, including increased parental and child stress, anxiety, and depression.
- Observed correlations with neighborhood dynamics, such as decreased safety.
Conclusions:
- Genetic variations influence adolescent brain architecture beyond cognitive and language abilities.
- Genetic factors are associated with subjective quality of life and family well-being.
- This study highlights the complex interplay between genetics, environment, and adolescent psychosocial outcomes.
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