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Co-analysis of Brain Structure and Function using fMRI and Diffusion-weighted Imaging
Published on: November 8, 2012
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Benchmarking functional connectivity by the structure and geometry of the human brain
Zhen-Qi Liu1, Richard F Betzel2, Bratislav Misic1
1McConnell Brain Imaging Centre, Montréal Neurological Institute, McGill University, Montréal, Canada.
Network Neuroscience (Cambridge, Mass.)
|March 6, 2023
Summary
Brain functional connectivity, especially long-distance links, emerges from underlying structure and geometry. This study reveals how these factors shape complex brain networks, including modules and hierarchies.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Network Science
Background:
- Brain function relies on structural connectivity, which supports electrical impulse propagation.
- Functional connectivity patterns arise from structural connections, often via polysynaptic pathways.
- The organization of functional connections lacking direct structural links remains incompletely understood.
Purpose of the Study:
- To investigate the organization of functional connections independent of direct structural links.
- To develop and apply a data-driven method for benchmarking functional connections against structural and geometric embedding.
- To reweigh and reexpress functional connectivity using this novel approach.
Main Methods:
- Development of a data-driven benchmarking method for functional connections.
- Assessment of functional connections relative to underlying structural and geometric properties.
- Reweighing and reexpressing functional connectivity data.
Main Results:
- Identification of unexpectedly strong functional connectivity among distant brain regions.
- Observation of strong functional connectivity within the default mode network.
- Discovery of strong functional connectivity at the apex of the unimodal-transmodal hierarchy.
Conclusions:
- Functional modules and hierarchies emerge from interactions that transcend physical brain structure and geometry.
- These findings may explain the divergence of structural and functional connectivity in transmodal cortex.
- Structural connectivity and geometry provide a natural framework for analyzing brain functional connectivity.
Keywords:
ConnectomeEmbeddingFunctional connectivityGeometryGradientHierarchyStructural connectivityTransmodal
