An expanding manifold in transmodal regions characterizes adolescent reconfiguration of structural connectome organization
Adult
Male
0301 basic medicine
Adolescent
longitudinal
QH301-705.5
multi-scale
Science
Neurogenesis
Models, Neurological
Nerve Tissue Proteins
neuroscience
Young Adult
03 medical and health sciences
Cognition
Neural Pathways
Connectome
Humans
human
Longitudinal Studies
Biology (General)
neuroimaging
neurodevelopment
Gene Expression Profiling
Q
connectome
R
Age Factors
Brain
Gene Expression Regulation, Developmental
Adolescent Development
Magnetic Resonance Imaging
3. Good health
Adolescent Behavior
info:eu-repo/classification/ddc/600
Medicine
Female
adolescence
Transcriptome
Research Article
Neuroscience
Human
DOI:
10.7554/elife.64694
Publication Date:
2021-03-31T12:00:46Z
AUTHORS (55)
ABSTRACT
Adolescence is a critical time for the continued maturation of brain networks. Here, we assessed structural connectome development in a large longitudinal sample ranging from childhood to young adulthood. By projecting high-dimensional connectomes into compact manifold spaces, we identified a marked expansion of structural connectomes, with strongest effects in transmodal regions during adolescence. Findings reflected increased within-module connectivity together with increased segregation, indicating increasing differentiation of higher-order association networks from the rest of the brain. Projection of subcortico-cortical connectivity patterns into these manifolds showed parallel alterations in pathways centered on the caudate and thalamus. Connectome findings were contextualized via spatial transcriptome association analysis, highlighting genes enriched in cortex, thalamus, and striatum. Statistical learning of cortical and subcortical manifold features at baseline and their maturational change predicted measures of intelligence at follow-up. Our findings demonstrate that connectome manifold learning can bridge the conceptual and empirical gaps between macroscale network reconfigurations, microscale processes, and cognitive outcomes in adolescent development.
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