The Importance of Cerebellar Connectivity on Simulated Brain Dynamics
The brain shows a complex multiscale organization that prevents a direct understanding of how structure, function and dynamics are correlated. To date, advances in neural modeling offer a unique opportunity for simulating global brain dynamics by embedding empirical data on different scales in a mat...
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Published in | Frontiers in cellular neuroscience Vol. 14; p. 240 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
Switzerland
Frontiers Research Foundation
31.07.2020
Frontiers Frontiers Media S.A |
Subjects | |
Online Access | Get full text |
ISSN | 1662-5102 1662-5102 |
DOI | 10.3389/fncel.2020.00240 |
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Summary: | The brain shows a complex multiscale organization that prevents a direct understanding of how structure, function and dynamics are correlated. To date, advances in neural modeling offer a unique opportunity for simulating global brain dynamics by embedding empirical data on different scales in a mathematical framework. The Virtual Brain (TVB) is an advanced data-driven model allowing to simulate brain dynamics starting from individual subjects' structural and functional connectivity obtained, for example, from magnetic resonance imaging (MRI). The use of TVB has been limited so far to cerebral connectivity but here, for the first time, we have introduced cerebellar nodes and interconnecting tracts to demonstrate the impact of cerebro-cerebellar loops on brain dynamics. Indeed, the matching between the empirical and simulated functional connectome was significantly improved when including the cerebro-cerebellar loops. This positive result should be considered as a first step, since issues remain open about the best strategy to reconstruct effective structural connectivity and the nature of the neural mass or mean-field models generating local activity in the nodes. For example, signal processing is known to differ remarkably between cortical and cerebellar microcircuits. Tackling these challenges is expected to further improve the predictive power of functional brain activity simulations, using TVB or other similar tools, in explaining not just global brain dynamics but also the role of cerebellum in determining brain states in physiological conditions and in the numerous pathologies affecting the cerebro-cerebellar loops. |
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Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 PMCID: PMC7411185 This article was submitted to Cellular Neurophysiology, a section of the journal Frontiers in Cellular Neuroscience Edited by: Heiko J. Luhmann, Johannes Gutenberg University Mainz, Germany Reviewed by: José M. Delgado-García, Universidad Pablo de Olavide, Spain; Alberto Granato, Catholic University of the Sacred Heart, Italy |
ISSN: | 1662-5102 1662-5102 |
DOI: | 10.3389/fncel.2020.00240 |