ArticleNeuroscience applied2023
Polygenic risk scores and brain structures both contribute to externalizing behavior in childhood - A study in the Adolescent Brain and Cognitive Development (ABCD) cohort.
Article in Neuroscience applied, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 1 of them a synthesis that pooled it.
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Who cites it
14 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Neurological and biological correlations of ODD with ADHD in children and adolescents: a systematic review.BMC psychology · 2026Pooled it
- The reporting and handling of missing data in genetic epidemiological studies of mental health in childhood and adolescence: A systematic review.JCPP advances · 2026Article
- Associations between transdiagnostic dimensions of psychopathology and brain structure and function in youth: What have we learned from the Adolescent Brain Cognitive Development (ABCD) study?Developmental cognitive neuroscience · 2026Article
- The Adolescent Brain Cognitive Development (ABCD) Study: Ten years of statistical and methodological contributions.Developmental cognitive neuroscience · 2026Article
- A decade of discovery: Leveraging genomic data in the ABCD study to illuminate adolescent neurodevelopment.Developmental cognitive neuroscience · 2026Review
- Individual differences in effects of stressful life events on childhood ADHD: genetic, neural, and familial contributions.Journal of child psychology and psychiatry, and allied disciplines · 2026Article
- In utero air pollution exposure and pre- and postnatal brain development: a review.Neuroscience applied · 2026Review
- Genome-Wide Association Studies of Delay Discounting and Impulsive Personality Traits in Children From the Adolescent Behavior and Cognitive Development Study.Genes, brain, and behavior · 2025Article
- Longitudinal Sex-at-Birth and Age Analyses of Cortical Structure in the ABCD Study.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025Article
- Prenatal Cannabis and Tobacco Co-Exposure and Its Association with Behavioural Outcomes in Middle Childhood: Co-exposition prénatale au cannabis et au tabac et son association avec les résultats comportementaux au cours de l'enfance intermédiaire.Canadian journal of psychiatry. Revue canadienne de psychiatrie · 2025Article
- Interplay between polygenic risk and family processes in predicting trajectories of adolescent externalizing behaviors.Frontiers in psychiatry · 2025Article
- A phenome-wide association study of cross-disorder genetic liability in youth genetically similar to individuals from European reference populations.Nature. Mental health · 2024Article
- Consistent effects of the genetics of happiness across the lifespan and ancestries in multiple cohorts.Scientific reports · 2023Article
- Effects of parental mental health and family environment on impulsivity in preadolescents: a longitudinal ABCD studyFrontiers in behavioral neuroscience · 2023Article
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Authors and funding
8 authors.
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No grant is acknowledged in the PubMed record.
Abstract
Introduction: Externalizing behaviors are defined as behaviors violating social norms and can be harmful to self and others. Predicting the escalation of externalizing behaviors in children would allow for early interventions to prevent the occurrence of antisocial and criminal acts. Externalizing behaviors are heritable traits, and have been associated with structures of the brain. Brain structure, in turn, is also influenced by genetics. Here, we investigated the association of genetic and brain structural variation with externalizing behaviors in late childhood, and we assessed potential mediating effects. Methods: Data was collected for 11,878 children aged 9-10 years old from the Adolescent Brain Cognitive Development (ABCD) cohort. We extracted data on externalizing behaviors measured by the parent-reported Child Behavior Checklist (CBCL), brain volumes and white matter integrity measured by magnetic resonance imaging (MRI), and polygenic risk scores (PRS) for (i) antisocial behaviors, (ii) attention-deficit/hyperactivity disorder comorbid with disruptive behavior disorder (ADHD + DBD), (iii) irritability, and (iv) traits related to self-regulation & addiction. We examined the associations between brain structures, PRS, and externalizing behavior, and to what extent brain structures mediate the association between PRS and externalizing behavior. Phenotypic associations between brain structures and externalizing behaviors were validated in an independent cohort of 150 adolescents aged 12-21 years enriched for individuals with antisocial behavior. Results: Increasing levels of externalizing behaviors were associated with reduced total brain and focal gray matter volumes, but not with white matter integrity. These results could not be validated in the independent cohort, except for a good correlation of several effect sizes between the cohorts. Higher PRS for externalizing behaviors were associated with lower cortical gray matter volume, larger subcortical gray matter volume, larger white matter volume, and reduced global white matter fractional anisotropy. Genetic and brain structural variation, combined with sociodemographic factors, explained up to 7% of variation in externalizing behaviors in late childhood; brain structures and PRS each explained up to ∼0.5% of variation. A multivariate model with all sociodemographic factors, brain structures and PRS combined explained up to 11.9% (+5%). Total cortical gray matter volume mediated the association between PRS for ADHD + DBD and externalizing behavior in late childhood. However, a large proportion of individual variation in externalizing behavior remained unidentified (∼90%). Brain function and interaction effects with the environment are surmised as potential sources of additional variation.
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