Proceedings of the National Academy of Sciences · 2022 · 54 citations · 102 references
Life SciencesNeurobiologyNeuroscienceAdolescent DevelopmentDevelopmental NeuroscienceSystems NeuroscienceBrain ConnectivityBrain DevelopmentConnectomicsCortical DevelopmentCortical NetworksFunctional ConnectivityAge-related Brain ChangesDevelopment Of Cortical NetworksFunctional Brain DevelopmentFunctional Brain NetworksFunctional MriResting-state ConnectivityStructural DifferentiationWhite Matter Tractography
= 199). Core to our work was an advanced in vivo model of cortical wiring incorporating MRI features of corticocortical proximity, microstructural similarity, and white matter tractography. Longitudinal analyses assessing age-related changes in cortical wiring identified a continued differentiation of multiple corticocortical structural networks in youth. We then assessed structure-function coupling using resting-state functional MRI measures in the same participants both via cross-sectional analysis at baseline and by studying longitudinal change between baseline and follow-up scans. At baseline, regions with more similar structural wiring were more likely to be functionally coupled. Moreover, correlating longitudinal structural wiring changes with longitudinal functional connectivity reconfigurations, we found that increased structural differentiation, particularly between sensory/unimodal and default mode networks, was reflected by reduced functional interactions. These findings provide insights into adolescent development of human brain structure and function, illustrating how structural wiring interacts with the maturation of macroscale functional hierarchies.
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A Global Geometric Framework for Nonlinear Dimensionality Reduction
Joshua B. Tenenbaum, Vin de Silva, John Langford · Science · 2000 · 13.7K citations
Svante Wold, Kim H. Esbensen, Paul Geladi · Chemometrics and Intelligent Laboratory Systems · 1987 · 11.5K citations