Virtual brain modelling of the cerebro-cerebellar loop dynamics with region-specific mean field formalism

Motivation: Brain dynamic simulators rely on the same model for each grey matter region. Goal(s): We embed region-specific mean field models (MFs) into virtual brains by designing a flexible framework linking input/output signals from different MFs. Approach: We integrate a recently-developed cerebellar MF into “The Virtual Brain” platform. We simulate brain dynamics with cerebellar MF for cerebellar nodes and connect cerebellar MF input/output with MFs previously used for other regions. Results: The multi-modEl framework is ready to be used with any number of different MFs; moreover, in the cerebellum, using its realistic MF improves 7-folds the correlation between simulated and empirical functional connectivity. Impact: Simulations of brain dynamics rely on assigning the same model to all brain regions, not capturing cortical microcircuits diversities. We developed a framework to connect region-specific mean field models and demonstrated an improved performance in the cerebellum, towards personalized simulations.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2024-11-26
DOI
https://doi.org/10.58530/2024/4326
Primary Topic
Advanced MRI Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Virtual brain modelling of the cerebro-cerebellar loop dynamics with region-specific mean field formalism

Claudia Casellato, Fulvia Palesi, Egidio D’Angelo, Roberta Lorenzi et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Advanced MRI Techniques and Applications
article

Virtual brain modelling of the cerebro-cerebellar loop dynamics with region-specific mean field formalism

Claudia Casellato, Fulvia Palesi, Egidio D’Angelo, Roberta Lorenzi, Claudia Gandini Wheeler Kingshott
article en

Abstract

Motivation: Brain dynamic simulators rely on the same model for each grey matter region. Goal(s): We embed region-specific mean field models (MFs) into virtual brains by designing a flexible framework linking input/output signals from different MFs. Approach: We integrate a recently-developed cerebellar MF into “The Virtual Brain” platform. We simulate brain dynamics with cerebellar MF for cerebellar nodes and connect cerebellar MF input/output with MFs previously used for other regions. Results: The multi-modEl framework is ready to be used with any number of different MFs; moreover, in the cerebellum, using its realistic MF improves 7-folds the correlation between simulated and empirical functional connectivity. Impact: Simulations of brain dynamics rely on assigning the same model to all brain regions, not capturing cortical microcircuits diversities. We developed a framework to connect region-specific mean field models and demonstrated an improved performance in the cerebellum, towards personalized simulations.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 65%
Advanced MRI Techniques and Applications
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Virtual brain modelling of the cerebro-cerebellar loop dynamics with region-specific mean field formalism — Claudia Casellato, Fulvia Palesi, et al. · Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition (2024) | TGRS Research Map | TGRS