Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1782374051892690944 |
---|---|
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. |
format | Online Article Text |
id | pubmed-4450754 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT massobriopaolo selforganizedcriticalityincorticalassembliesoccursinconcurrentscalefreeandsmallworldnetworks AT pasqualevalentina selforganizedcriticalityincorticalassembliesoccursinconcurrentscalefreeandsmallworldnetworks AT martinoiasergio selforganizedcriticalityincorticalassembliesoccursinconcurrentscalefreeandsmallworldnetworks |