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Controllability analysis of macaque structural connectome from an edge centric perspective
Biorxiv : the Preprint Server for Biology
|June 4, 2025
Summary
This study explores brain network control in macaques, identifying key connections critical for state transitions. These findings offer insights into brain function and potential neurostimulation strategies.
Area of Science:
- Neuroscience
- Network Systems Theory
- Computational Biology
Background:
- The structural connectome provides a blueprint of neural connections.
- Understanding network controllability is crucial for deciphering brain function.
- Previous studies have focused on global controllability, neglecting edge-specific properties.
Purpose of the Study:
- To investigate the edge controllability of the macaque structural connectome.
- To mathematically define and analyze edge modal and average controllability.
- To explore the functional implications of network edge controllability.
Main Methods:
- Reconstruction of the macaque structural connectome using optimal tractography.
- Derivation of mathematical expressions for edge modal and average controllability.
- Analysis of the relationship between different edge controllability measures.
Main Results:
- Mathematical framework for analyzing edge controllability was established.
- The relationship between edge modal and average controllability was elucidated.
- Key brain network edges with high average controllability were identified.
Conclusions:
- Specific network edges play a critical role in macaque brain state transitions.
- Edge controllability analysis provides insights into functional brain organization.
- Findings may inform the development of targeted neurostimulation interventions.
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