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Frustrated hierarchical synchronization and emergent complexity in the human connectome network
The spontaneous emergence of coherent behavior through synchronization plays a key role in neural function, and its anomalies often lie at the basis of pathologies. Here we employ a parsimonious (mesoscopic) approach to study analytically and computationally the synchronization (Kuramoto) dynamics o...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4126002/ https://www.ncbi.nlm.nih.gov/pubmed/25103684 http://dx.doi.org/10.1038/srep05990 |
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author | Villegas, Pablo Moretti, Paolo Muñoz, Miguel A. |
author_facet | Villegas, Pablo Moretti, Paolo Muñoz, Miguel A. |
author_sort | Villegas, Pablo |
collection | PubMed |
description | The spontaneous emergence of coherent behavior through synchronization plays a key role in neural function, and its anomalies often lie at the basis of pathologies. Here we employ a parsimonious (mesoscopic) approach to study analytically and computationally the synchronization (Kuramoto) dynamics on the actual human-brain connectome network. We elucidate the existence of a so-far-uncovered intermediate phase, placed between the standard synchronous and asynchronous phases, i.e. between order and disorder. This novel phase stems from the hierarchical modular organization of the connectome. Where one would expect a hierarchical synchronization process, we show that the interplay between structural bottlenecks and quenched intrinsic frequency heterogeneities at many different scales, gives rise to frustrated synchronization, metastability, and chimera-like states, resulting in a very rich and complex phenomenology. We uncover the origin of the dynamic freezing behind these features by using spectral graph theory and discuss how the emerging complex synchronization patterns relate to the need for the brain to access –in a robust though flexible way– a large variety of functional attractors and dynamical repertoires without ad hoc fine-tuning to a critical point. |
format | Online Article Text |
id | pubmed-4126002 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-41260022014-08-14 Frustrated hierarchical synchronization and emergent complexity in the human connectome network Villegas, Pablo Moretti, Paolo Muñoz, Miguel A. Sci Rep Article The spontaneous emergence of coherent behavior through synchronization plays a key role in neural function, and its anomalies often lie at the basis of pathologies. Here we employ a parsimonious (mesoscopic) approach to study analytically and computationally the synchronization (Kuramoto) dynamics on the actual human-brain connectome network. We elucidate the existence of a so-far-uncovered intermediate phase, placed between the standard synchronous and asynchronous phases, i.e. between order and disorder. This novel phase stems from the hierarchical modular organization of the connectome. Where one would expect a hierarchical synchronization process, we show that the interplay between structural bottlenecks and quenched intrinsic frequency heterogeneities at many different scales, gives rise to frustrated synchronization, metastability, and chimera-like states, resulting in a very rich and complex phenomenology. We uncover the origin of the dynamic freezing behind these features by using spectral graph theory and discuss how the emerging complex synchronization patterns relate to the need for the brain to access –in a robust though flexible way– a large variety of functional attractors and dynamical repertoires without ad hoc fine-tuning to a critical point. Nature Publishing Group 2014-08-08 /pmc/articles/PMC4126002/ /pubmed/25103684 http://dx.doi.org/10.1038/srep05990 Text en Copyright © 2014, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-sa/4.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 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 in order to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-sa/4.0/ |
spellingShingle | Article Villegas, Pablo Moretti, Paolo Muñoz, Miguel A. Frustrated hierarchical synchronization and emergent complexity in the human connectome network |
title | Frustrated hierarchical synchronization and emergent complexity in the human connectome network |
title_full | Frustrated hierarchical synchronization and emergent complexity in the human connectome network |
title_fullStr | Frustrated hierarchical synchronization and emergent complexity in the human connectome network |
title_full_unstemmed | Frustrated hierarchical synchronization and emergent complexity in the human connectome network |
title_short | Frustrated hierarchical synchronization and emergent complexity in the human connectome network |
title_sort | frustrated hierarchical synchronization and emergent complexity in the human connectome network |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4126002/ https://www.ncbi.nlm.nih.gov/pubmed/25103684 http://dx.doi.org/10.1038/srep05990 |
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