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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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Integrative Models of Brain Structure and Dynamics: Concepts, Challenges, and Methods.
Siva Venkadesh1, John Darrell Van Horn1,2
1Department of Psychology, University of Virginia, Charlottesville, VA, United States.
Frontiers in Neuroscience
|November 15, 2021
Summary
Brain structure and dynamics are linked, but mechanisms are unclear. This review explores neuroimaging studies and models to understand how brain connectivity influences its activity across scales.
Area of Science:
- Neuroscience
- Computational Neuroscience
- Systems Neuroscience
Background:
- Brain function arises from complex interactions between regions, constrained by anatomical architecture.
- Neural plasticity at the microscopic level enables coordinated dynamics at mesoscopic and macroscopic scales.
- The interplay between neural network structure and intrinsic dynamics across multiple timescales remains poorly understood.
Purpose of the Study:
- To review theoretical and empirical studies on the coupling between brain structure and dynamics.
- To elucidate the mechanisms governing the reciprocal relationship between neural network structure and intrinsic dynamics.
- To discuss clinically relevant dimensions of brain connectivity, such as topological features and neural synchronization.
Main Methods:
- Review of neuroimaging studies (dMRI, EEG, MEG, fMRI) investigating macroscopic structural and functional connectivity.
- Analysis of large-scale oscillatory dynamics models conditioned on network structure.
- Discussion of theoretical frameworks for understanding brain structure-dynamics interplay.
Main Results:
- Empirical studies report statistical associations between macroscopic structural and functional connectivity.
- Models of large-scale dynamics offer insights into structure-dynamics relationships at the mesoscopic level.
- Progress has been made in understanding connectivity dimensions like topology and synchronization.
Conclusions:
- Understanding the structure-dynamics relationship is crucial for deciphering brain function.
- Multi-modal neuroimaging analyses are promising for future research.
- Challenges remain in integrating findings across different spatial and temporal scales.
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