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Self-organized criticality in cortical assemblies occurs in concurrent scale-free and small-world networks

The spontaneous activity of cortical networks is characterized by the emergence of different dynamic states. Although several attempts were accomplished to understand the origin of these dynamics, the underlying factors continue to be elusive. In this work, we specifically investigated the interplay...

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Detalles Bibliográficos
Autores principales: Massobrio, Paolo, Pasquale, Valentina, Martinoia, Sergio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4450754/
https://www.ncbi.nlm.nih.gov/pubmed/26030608
http://dx.doi.org/10.1038/srep10578
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author Massobrio, Paolo
Pasquale, Valentina
Martinoia, Sergio
author_facet Massobrio, Paolo
Pasquale, Valentina
Martinoia, Sergio
author_sort Massobrio, Paolo
collection PubMed
description The spontaneous activity of cortical networks is characterized by the emergence of different dynamic states. Although several attempts were accomplished to understand the origin of these dynamics, the underlying factors continue to be elusive. In this work, we specifically investigated the interplay between network topology and spontaneous dynamics within the framework of self-organized criticality (SOC). The obtained results support the hypothesis that the emergence of critical states occurs in specific complex network topologies. By combining multi-electrode recordings of spontaneous activity of in vitro cortical assemblies with theoretical models, we demonstrate that different ‘connectivity rules’ drive the network towards different dynamic states. In particular, scale-free architectures with different degree of small-worldness account better for the variability observed in experimental data, giving rise to different dynamic states. Moreover, in relationship with the balance between excitation and inhibition and percentage of inhibitory hubs, the simulated cortical networks fall in a critical regime.
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spelling pubmed-44507542015-06-10 Self-organized criticality in cortical assemblies occurs in concurrent scale-free and small-world networks Massobrio, Paolo Pasquale, Valentina Martinoia, Sergio Sci Rep Article The spontaneous activity of cortical networks is characterized by the emergence of different dynamic states. Although several attempts were accomplished to understand the origin of these dynamics, the underlying factors continue to be elusive. In this work, we specifically investigated the interplay between network topology and spontaneous dynamics within the framework of self-organized criticality (SOC). The obtained results support the hypothesis that the emergence of critical states occurs in specific complex network topologies. By combining multi-electrode recordings of spontaneous activity of in vitro cortical assemblies with theoretical models, we demonstrate that different ‘connectivity rules’ drive the network towards different dynamic states. In particular, scale-free architectures with different degree of small-worldness account better for the variability observed in experimental data, giving rise to different dynamic states. Moreover, in relationship with the balance between excitation and inhibition and percentage of inhibitory hubs, the simulated cortical networks fall in a critical regime. Nature Publishing Group 2015-06-01 /pmc/articles/PMC4450754/ /pubmed/26030608 http://dx.doi.org/10.1038/srep10578 Text en Copyright © 2015, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Massobrio, Paolo
Pasquale, Valentina
Martinoia, Sergio
Self-organized criticality in cortical assemblies occurs in concurrent scale-free and small-world networks
title Self-organized criticality in cortical assemblies occurs in concurrent scale-free and small-world networks
title_full Self-organized criticality in cortical assemblies occurs in concurrent scale-free and small-world networks
title_fullStr Self-organized criticality in cortical assemblies occurs in concurrent scale-free and small-world networks
title_full_unstemmed Self-organized criticality in cortical assemblies occurs in concurrent scale-free and small-world networks
title_short Self-organized criticality in cortical assemblies occurs in concurrent scale-free and small-world networks
title_sort self-organized criticality in cortical assemblies occurs in concurrent scale-free and small-world networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4450754/
https://www.ncbi.nlm.nih.gov/pubmed/26030608
http://dx.doi.org/10.1038/srep10578
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