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1.
Elife ; 102021 03 31.
Artículo en Inglés | MEDLINE | ID: mdl-33787489

RESUMEN

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.


Asunto(s)
Conducta del Adolescente , Desarrollo del Adolescente , Encéfalo/crecimiento & desarrollo , Conectoma , Vías Nerviosas/crecimiento & desarrollo , Neurogénesis , Adolescente , Adulto , Factores de Edad , Encéfalo/diagnóstico por imagen , Encéfalo/metabolismo , Cognición , Femenino , Perfilación de la Expresión Génica , Regulación del Desarrollo de la Expresión Génica , Humanos , Estudios Longitudinales , Imagen por Resonancia Magnética , Masculino , Modelos Neurológicos , Proteínas del Tejido Nervioso/genética , Proteínas del Tejido Nervioso/metabolismo , Vías Nerviosas/diagnóstico por imagen , Vías Nerviosas/metabolismo , Transcriptoma , Adulto Joven
2.
Elife ; 82019 11 14.
Artículo en Inglés | MEDLINE | ID: mdl-31724948

RESUMEN

We studied an accelerated longitudinal cohort of adolescents and young adults (n = 234, two time points) to investigate dynamic reconfigurations in myeloarchitecture. Intracortical profiles were generated using magnetization transfer (MT) data, a myelin-sensitive magnetic resonance imaging contrast. Mixed-effect models of depth specific intracortical profiles demonstrated two separate processes i) overall increases in MT, and ii) flattening of the MT profile related to enhanced signal in mid-to-deeper layers, especially in heteromodal and unimodal association cortices. This development was independent of morphological changes. Enhanced MT in mid-to-deeper layers was found to spatially co-localise specifically with gene expression markers of oligodendrocytes. Interregional covariance analysis revealed that these intracortical changes contributed to a gradual differentiation of higher-order from lower-order systems. Depth-dependent trajectories of intracortical myeloarchitectural development contribute to the maturation of structural hierarchies in the human neocortex, providing a model for adolescent development that bridges microstructural and macroscopic scales of brain organisation.


Asunto(s)
Desarrollo del Adolescente , Corteza Cerebral/anatomía & histología , Corteza Cerebral/crecimiento & desarrollo , Adolescente , Adulto , Femenino , Voluntarios Sanos , Humanos , Estudios Longitudinales , Imagen por Resonancia Magnética , Masculino , Modelos Neurológicos , Propiedades de Superficie , Adulto Joven
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