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
- Claudia Casellato (ORCID: https://orcid.org/0000-0002-8729-0391)
- Fulvia Palesi (ORCID: https://orcid.org/0000-0001-5027-8770)
- Egidio D’Angelo (ORCID: https://orcid.org/0000-0002-6007-7187)
- Roberta Lorenzi (ORCID: https://orcid.org/0000-0003-2034-118X)
- Claudia Gandini Wheeler Kingshott
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