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Precision dynamical mapping using topological data analysis reveals a hub-like transition state at rest

Psychology

Precision dynamical mapping using topological data analysis reveals a hub-like transition state at rest

M. Saggar, J. M. Shine, et al.

Discover how a groundbreaking study by Manish Saggar, James M. Shine, Raphaël Liégeois, Nico U. F. Dosenbach, and Damien Fair unveiled the hidden organizational rules of spontaneous brain activity. Using advanced fMRI data analysis, this research identifies a unique transition state that connects various neural configurations, shedding light on the complexity of brain dynamics.... show more
Abstract
In the absence of external stimuli, neural activity continuously evolves from one configuration to another. Whether these transitions or explorations follow some underlying arrangement or lack a predictable ordered plan remains to be determined. Here, using fMRI data from highly sampled individuals (∼5 hours of resting-state data per individual), we aimed to reveal the rules that govern transitions in brain activity at rest. Our Topological Data Analysis based Mapper approach characterized a highly visited transition state of the brain that acts as a switch between different neural configurations to organize the spontaneous brain activity. Further, while the transition state was characterized by a uniform representation of canonical resting-state networks (RSNs), the periphery of the landscape was dominated by a subject-specific combination of RSNs. Altogether, we revealed rules or principles that organize spontaneous brain activity using a precision dynamics approach.
Publisher
Nature Communications
Published On
Aug 15, 2022
Authors
Manish Saggar, James M. Shine, Raphaël Liégeois, Nico U. F. Dosenbach, Damien Fair
Tags
brain activity
fMRI
Topological Data Analysis
resting-state networks
neural configurations
spontaneous brain activity
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