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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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Autores principales: Palesi, Fulvia, Lorenzi, Roberta Maria, Casellato, Claudia, Ritter, Petra, Jirsa, Viktor, Gandini Wheeler-Kingshott, Claudia A.M., D’Angelo, Egidio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7411185/
https://www.ncbi.nlm.nih.gov/pubmed/32848628
http://dx.doi.org/10.3389/fncel.2020.00240
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author Palesi, Fulvia
Lorenzi, Roberta Maria
Casellato, Claudia
Ritter, Petra
Jirsa, Viktor
Gandini Wheeler-Kingshott, Claudia A.M.
D’Angelo, Egidio
author_facet Palesi, Fulvia
Lorenzi, Roberta Maria
Casellato, Claudia
Ritter, Petra
Jirsa, Viktor
Gandini Wheeler-Kingshott, Claudia A.M.
D’Angelo, Egidio
author_sort Palesi, Fulvia
collection PubMed
description 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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spelling pubmed-74111852020-08-25 The Importance of Cerebellar Connectivity on Simulated Brain Dynamics Palesi, Fulvia Lorenzi, Roberta Maria Casellato, Claudia Ritter, Petra Jirsa, Viktor Gandini Wheeler-Kingshott, Claudia A.M. D’Angelo, Egidio Front Cell Neurosci Neuroscience 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. Frontiers Media S.A. 2020-07-31 /pmc/articles/PMC7411185/ /pubmed/32848628 http://dx.doi.org/10.3389/fncel.2020.00240 Text en Copyright © 2020 Palesi, Lorenzi, Casellato, Ritter, Jirsa, Gandini Wheeler-Kingshott and D’Angelo. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Palesi, Fulvia
Lorenzi, Roberta Maria
Casellato, Claudia
Ritter, Petra
Jirsa, Viktor
Gandini Wheeler-Kingshott, Claudia A.M.
D’Angelo, Egidio
The Importance of Cerebellar Connectivity on Simulated Brain Dynamics
title The Importance of Cerebellar Connectivity on Simulated Brain Dynamics
title_full The Importance of Cerebellar Connectivity on Simulated Brain Dynamics
title_fullStr The Importance of Cerebellar Connectivity on Simulated Brain Dynamics
title_full_unstemmed The Importance of Cerebellar Connectivity on Simulated Brain Dynamics
title_short The Importance of Cerebellar Connectivity on Simulated Brain Dynamics
title_sort importance of cerebellar connectivity on simulated brain dynamics
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7411185/
https://www.ncbi.nlm.nih.gov/pubmed/32848628
http://dx.doi.org/10.3389/fncel.2020.00240
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