ArticleBiological psychiatry2021
Multivariate Patterns of Brain-Behavior-Environment Associations in the Adolescent Brain and Cognitive Development Study.
Article in Biological psychiatry, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 55 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
55 citing papers in PubMed, 82 citations in OpenAlex.
- Prenatal and early-life determinants of neurodevelopment: A decade of discoveries and new directions in ABCD.Developmental cognitive neuroscience · 2026Review
- Friends, family, and community influences on adolescent development: A review of impactful findings from the ABCD study®.Developmental cognitive neuroscience · 2026Article
- Multiscale brain development across the human lifespan.Communications biology · 2026Review
- Linking the exposome to the brain-behaviour phenotype.Nature reviews. Neuroscience · 2026Review
- Distinct associations between multimodal brain measures and psychopathology domains predict adolescent functioning.bioRxiv : the preprint server for biology · 2026Article
- Task and Resting-State Functional Magnetic Resonance Imaging Modeling of Brain-Behavior Relationships in Developmental Cohorts.Biological psychiatry · 2026Review
- Correction: Implications for the Prevention of Poverty-Related Environmental Risks for Childhood ADHD: A Narrative Review.Child psychiatry and human development · 2026Article
- Implications for the Prevention of Poverty-Related Environmental Risks for Childhood ADHD: A Narrative Review.Child psychiatry and human development · 2026Review
- Factor Analysis of the Neurological Evaluation Scale (NES) and Corresponding Brain Function and Structures.International journal of methods in psychiatric research · 2026Article
- Geographic Measures of Early Life-Course Social Exposome in the Evaluation of Structural Neuroanatomy: A Scoping Review.Biological psychiatry. Cognitive neuroscience and neuroimaging · 2026Review
- Social Determinants of Health, the developing brain, and risk and resilience for psychopathology.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2026Review
- Investigating hierarchical critical periods in human neurodevelopment.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2026Review
- Resources are associated with functional outcome and brain morphometry in childhood cancer survivors.Frontiers in oncology · 2026Article
- Music participation, global cortical morphometry, and later language outcomes in the ABCD study.Frontiers in psychology · 2026Article
- ACMSD methylation in peripheral blood is associated with dynamic functional connectivity pattern in adolescent MDD patients.Epigenetics · 2025Article
- Leveraging multivariate approaches to advance the science of early-life adversity.Child abuse & neglect · 2025Review
- Polygenic architecture of brain structure and function, behaviors, and psychopathologies in children.Nature communications · 2025Article
- Associations among socioeconomic disadvantage, longitudinal changes in within-network connectivity, and academic outcomes in the ABCD study.Developmental cognitive neuroscience · 2025Article
- Neural correlates differ between crystallized and fluid intelligence in adolescents.Translational psychiatry · 2025Article
- Parental psychopathology, family conflict, brain function, and child autistic-like traits in early adolescents.Psychological medicine · 2025Article
Corrections and comments
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Authors and funding
5 authors at 5 institutions in 3 countries.
Funding
Abstract
backgroundAdolescence is a critical developmental stage. A key challenge is to characterize how variation in adolescent brain organization relates to psychosocial and environmental influences.
methodsWe used canonical correlation analysis to discover distinct patterns of covariation between measures of brain organization (brain morphometry, intracortical myelination, white matter integrity, and resting-state functional connectivity) and individual, psychosocial, and environmental factors in a nationally representative U.S. sample of 9623 individuals (aged 9-10 years, 49% female) participating in the Adolescent Brain and Cognitive Development (ABCD) study.
resultsThese analyses identified 14 reliable modes of brain-behavior-environment covariation (canonical r
conclusionsWe identified clusters of exposures that showed consistent modality-general associations with global measures of brain organization. These findings underscore the importance of understanding the complex and intertwined influences on brain organization and mental function during development and have the potential to inform public health policies aiming toward interventions to improve mental well-being.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.