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Recovery of neural dynamics criticality in personalized whole brain models of stroke

Rodrigo P. Rocha, Loren Koçillari, Samir Suweis, Michele De Filippo De Grazia, Michel Thiebaut de Schotten, Marco Zorzi, Maurizio Corbetta
doi: https://doi.org/10.1101/2020.12.17.423349
Rodrigo P. Rocha
1Departamento de Física, Centro de Ciências Físicas e Matemáticas, Universidade Federal de Santa Catarina, 88040-900, Florianópolis, SC, Brazil
2Department of Physics, School of Philosophy, Sciences and Letters of Ribeirão Preto, University of São Paulo, Ribeirão Preto, SP, Brazil
3Padova Neuroscience Center, Universitá di Padova, Padova, Italy
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  • For correspondence: rodrigo.rocha@ufsc.br
Loren Koçillari
3Padova Neuroscience Center, Universitá di Padova, Padova, Italy
4Laboratory of Neural Computation, Istituto Italiano di Tecnologia, 38068 Rovereto, Italy
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Samir Suweis
3Padova Neuroscience Center, Universitá di Padova, Padova, Italy
5Dipartimento di Fisica e Astronomia, Universitá di Padova and INFN, via Marzolo 8, I-35131 Padova, Italy
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Michele De Filippo De Grazia
6Fondazione Ospedale San Camillo IRCCS, Venezia, Italy
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Michel Thiebaut de Schotten
7Brain Connectivity and Behaviour Laboratory, BCBlab, Sorbonne Universities, Paris France
8Groupe d’Imagerie Neurofonctionnelle, Institut des Maladies Neurodégénératives-UMR 5293, CNRS, CEA University of Bordeaux, Bordeaux, France
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Marco Zorzi
6Fondazione Ospedale San Camillo IRCCS, Venezia, Italy
9Dipartimento di Psicologia Generale, Universitá di Padova, Padova, Italy
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Maurizio Corbetta
3Padova Neuroscience Center, Universitá di Padova, Padova, Italy
10Dipartimento di Neuroscienze, Universitá di Padova, Padova, Italy
11Venetian Institute of Molecular Medicine (VIMM), Fondazione Biomedica, Padova
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ABSTRACT

The critical brain hypothesis states that biological neuronal networks, because of their structural and functional architecture, work near phase transitions for optimal response to internal and external inputs. Criticality thus provides optimal function and behavioral capabilities. We test this hypothesis by examining the influence of brain injury (strokes) on the criticality of neural dynamics estimated at the level of single subjects using whole-brain models. Lesions engendered a sub-critical state that recovered over time in parallel with behavior. Notably, this improvement of criticality depended on the re-modeling of specific white matter connections. In summary, personalized whole-brain dynamical models poised at criticality track neural dynamics, alteration post-stroke, and behavior at the level of single subjects.

Competing Interest Statement

The authors have declared no competing interest.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted December 20, 2020.
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Recovery of neural dynamics criticality in personalized whole brain models of stroke
Rodrigo P. Rocha, Loren Koçillari, Samir Suweis, Michele De Filippo De Grazia, Michel Thiebaut de Schotten, Marco Zorzi, Maurizio Corbetta
bioRxiv 2020.12.17.423349; doi: https://doi.org/10.1101/2020.12.17.423349
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Recovery of neural dynamics criticality in personalized whole brain models of stroke
Rodrigo P. Rocha, Loren Koçillari, Samir Suweis, Michele De Filippo De Grazia, Michel Thiebaut de Schotten, Marco Zorzi, Maurizio Corbetta
bioRxiv 2020.12.17.423349; doi: https://doi.org/10.1101/2020.12.17.423349

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