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Basics of Multivariate Analysis in Neuroimaging Data
Published on: July 24, 2010
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Partitioning variance in cortical morphometry into genetic, environmental, and subject-specific components
Diana M Smith1,2,3,4, Pravesh Parekh5, Joseph Kennedy3,4
1Medical Scientist Training Program, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA.
Cerebral Cortex (New York, N.Y. : 1991)
|June 8, 2024
Summary
Genetic factors significantly influence adolescent brain thickness and surface area, while individual experiences shape sulcal depth. This study highlights unique genetic contributions to brain development.
Area of Science:
- Neuroscience
- Genetics
- Developmental Biology
Background:
- The interplay between genetics and environment in adolescent brain development remains incompletely understood.
- Previous research has not fully elucidated the specific contributions of genetic variation versus experience to brain morphology during adolescence.
Purpose of the Study:
- To quantify the relative contributions of genetic and subject-specific effects on cortical thickness, surface area, and sulcal depth in adolescents.
- To identify brain regions with heterogeneous heritability estimates.
Main Methods:
- Utilized longitudinal data from 11,665 participants in the Adolescent Brain Cognitive Development (ABCD) Study.
- Employed a computationally efficient framework to fit vertex-wise variance components, including family, genetic, and subject-level effects.
- Analyzed variance in cortical thickness, surface area, and sulcal depth.
Main Results:
- Genetic influence is the primary driver of variance in cortical thickness and surface area.
- Subject-level effects, potentially representing environmental influences and individual experiences, predominantly explain variance in sulcal depth.
- Identified specific cortical regions exhibiting novel, heterogeneous distributions of heritability.
Conclusions:
- Genetic factors play a substantial role in shaping adolescent brain morphology, particularly cortical thickness and surface area.
- Individual-specific variance is crucial for understanding sulcal depth development and highlights the impact of environmental factors.
- The findings underscore the complex interplay of genetic and environmental influences on brain maturation.
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