The Importance of Cerebellar Connectivity on Simulated Brain Dynamics.
The Virtual Brain
brain dynamics
cerebro-cerebellar loop
functional connectivity
multiscale approach
structural connectivity
Journal
Frontiers in cellular neuroscience
ISSN: 1662-5102
Titre abrégé: Front Cell Neurosci
Pays: Switzerland
ID NLM: 101477935
Informations de publication
Date de publication:
2020
2020
Historique:
received:
08
06
2020
accepted:
09
07
2020
entrez:
28
8
2020
pubmed:
28
8
2020
medline:
28
8
2020
Statut:
epublish
Résumé
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.
Identifiants
pubmed: 32848628
doi: 10.3389/fncel.2020.00240
pmc: PMC7411185
doi:
Types de publication
Journal Article
Langues
eng
Pagination
240Subventions
Organisme : European Research Council
ID : 683049
Pays : International
Informations de copyright
Copyright © 2020 Palesi, Lorenzi, Casellato, Ritter, Jirsa, Gandini Wheeler-Kingshott and D’Angelo.
Références
Neurosci Biobehav Rev. 2018 Jun;89:85-98
pubmed: 29477616
IEEE Trans Med Imaging. 2015 Jan;34(1):246-57
pubmed: 25167548
Neuroimage. 2013 Oct 15;80:62-79
pubmed: 23684880
Neuroimage. 2012 Sep;62(3):1924-38
pubmed: 22705374
J Physiol. 1969 Jun;202(2):437-70
pubmed: 5784296
Elife. 2018 Jan 08;7:
pubmed: 29308767
Front Neuroinform. 2013 Jun 11;7:10
pubmed: 23781198
Brain Topogr. 2019 Nov;32(6):926-942
pubmed: 31707621
eNeuro. 2018 Jun 4;5(3):
pubmed: 29911173
Front Neurosci. 2014 Jul 30;8:223
pubmed: 25126054
Neuroimage Clin. 2018 Apr 20;19:240-251
pubmed: 30035018
Front Comput Neurosci. 2019 Aug 13;13:54
pubmed: 31456676
Brain Connect. 2013;3(2):121-45
pubmed: 23442172
Neuroimage. 2018 Nov 1;181:818-830
pubmed: 30130648
Front Cell Neurosci. 2018 Oct 01;12:331
pubmed: 30327590
J Neurosci. 2017 Mar 15;37(11):2809-2823
pubmed: 28188217
Neuroimage. 2019 Oct 1;199:730-744
pubmed: 28219774
Neuroimage. 2020 Jun;213:116738
pubmed: 32194282
Sci Rep. 2017 Oct 9;7(1):12841
pubmed: 28993670
Neuroimage. 2016 Nov 15;142:135-149
pubmed: 27480624
Handb Clin Neurol. 2018;154:85-108
pubmed: 29903454
Neuroimage. 2015 May 1;111:385-430
pubmed: 25592995
Science. 2019 Jan 18;363(6424):229
pubmed: 30655429
J Neurosci. 2006 Jan 25;26(4):1314-28
pubmed: 16436619
Front Neuroinform. 2019 May 15;13:37
pubmed: 31156416
NMR Biomed. 2019 Apr;32(4):e3785
pubmed: 28945294
Front Comput Neurosci. 2014 Nov 17;8:149
pubmed: 25477813
Neuroimage. 2002 Jan;15(1):273-89
pubmed: 11771995
Nat Commun. 2017 Nov 7;8(1):1349
pubmed: 29116093
Cereb Cortex. 2019 Mar 1;29(3):1351-1368
pubmed: 30615116
Neuroimage. 2003 Aug;19(4):1273-302
pubmed: 12948688
Cogn Affect Behav Neurosci. 2019 Feb;19(1):211-223
pubmed: 30361864
Neuroimage. 2009 May 15;46(1):39-46
pubmed: 19457380
Cerebellum. 2012 Dec;11(4):957-71
pubmed: 22477362
Neuroimage. 2015 Aug 15;117:343-57
pubmed: 25837600
Front Cell Neurosci. 2016 Jul 08;10:176
pubmed: 27458345
Neuron. 2013 Oct 30;80(3):807-15
pubmed: 24183029
Cell. 2015 Oct 08;163(2):456-92
pubmed: 26451489
Front Neurosci. 2018 Apr 25;12:274
pubmed: 29922120
Proc Natl Acad Sci U S A. 2001 Jan 16;98(2):694-9
pubmed: 11209067
Neuroimage Clin. 2020;25:102125
pubmed: 31927128
J Magn Reson Imaging. 2020 Jan;51(1):234-249
pubmed: 31179595
PLoS Comput Biol. 2019 Jun 26;15(6):e1007051
pubmed: 31242177
Neuroimage. 2011 Jun 1;56(3):907-22
pubmed: 21352927
Brain Struct Funct. 2015 Nov;220(6):3369-84
pubmed: 25134682
Neuroimage. 2014 Jul 15;95:232-47
pubmed: 24657355
Neuroimage. 2014 Dec;103:411-426
pubmed: 25109526