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

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 hypo...

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Autores principales: Rocha, Rodrigo P., Koçillari, Loren, Suweis, Samir, De Filippo De Grazia, Michele, de Schotten, Michel Thiebaut, Zorzi, Marco, Corbetta, Maurizio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9237050/
https://www.ncbi.nlm.nih.gov/pubmed/35760787
http://dx.doi.org/10.1038/s41467-022-30892-6
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author Rocha, Rodrigo P.
Koçillari, Loren
Suweis, Samir
De Filippo De Grazia, Michele
de Schotten, Michel Thiebaut
Zorzi, Marco
Corbetta, Maurizio
author_facet Rocha, Rodrigo P.
Koçillari, Loren
Suweis, Samir
De Filippo De Grazia, Michele
de Schotten, Michel Thiebaut
Zorzi, Marco
Corbetta, Maurizio
author_sort Rocha, Rodrigo P.
collection PubMed
description 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 participants using directly measured individual structural connectomes and whole-brain models. Lesions engender a sub-critical state that recovers over time in parallel with behavior. The improvement of criticality is associated with the re-modeling of specific white-matter connections. We show that personalized whole-brain dynamical models poised at criticality track neural dynamics, alteration post-stroke, and behavior at the level of single participants.
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spelling pubmed-92370502022-06-29 Recovery of neural dynamics criticality in personalized whole-brain models of stroke Rocha, Rodrigo P. Koçillari, Loren Suweis, Samir De Filippo De Grazia, Michele de Schotten, Michel Thiebaut Zorzi, Marco Corbetta, Maurizio Nat Commun Article 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 participants using directly measured individual structural connectomes and whole-brain models. Lesions engender a sub-critical state that recovers over time in parallel with behavior. The improvement of criticality is associated with the re-modeling of specific white-matter connections. We show that personalized whole-brain dynamical models poised at criticality track neural dynamics, alteration post-stroke, and behavior at the level of single participants. Nature Publishing Group UK 2022-06-27 /pmc/articles/PMC9237050/ /pubmed/35760787 http://dx.doi.org/10.1038/s41467-022-30892-6 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Rocha, Rodrigo P.
Koçillari, Loren
Suweis, Samir
De Filippo De Grazia, Michele
de Schotten, Michel Thiebaut
Zorzi, Marco
Corbetta, Maurizio
Recovery of neural dynamics criticality in personalized whole-brain models of stroke
title Recovery of neural dynamics criticality in personalized whole-brain models of stroke
title_full Recovery of neural dynamics criticality in personalized whole-brain models of stroke
title_fullStr Recovery of neural dynamics criticality in personalized whole-brain models of stroke
title_full_unstemmed Recovery of neural dynamics criticality in personalized whole-brain models of stroke
title_short Recovery of neural dynamics criticality in personalized whole-brain models of stroke
title_sort recovery of neural dynamics criticality in personalized whole-brain models of stroke
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9237050/
https://www.ncbi.nlm.nih.gov/pubmed/35760787
http://dx.doi.org/10.1038/s41467-022-30892-6
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