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Neuronal Avalanches to Study the Coordination of Large-Scale Brain Activity: Application to Rett Syndrome
Many complex systems, such as the brain, display large-scale coordinated interactions that create ordered patterns. Classically, such patterns have been studied using the framework of criticality, i.e., at a transition point between two qualitatively distinct patterns. This kind of system is general...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7656905/ https://www.ncbi.nlm.nih.gov/pubmed/33192799 http://dx.doi.org/10.3389/fpsyg.2020.550749 |
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author | Rucco, Rosaria Bernardo, Pia Lardone, Anna Baselice, Fabio Pesoli, Matteo Polverino, Arianna Bravaccio, Carmela Granata, Carmine Mandolesi, Laura Sorrentino, Giuseppe Sorrentino, Pierpaolo |
author_facet | Rucco, Rosaria Bernardo, Pia Lardone, Anna Baselice, Fabio Pesoli, Matteo Polverino, Arianna Bravaccio, Carmela Granata, Carmine Mandolesi, Laura Sorrentino, Giuseppe Sorrentino, Pierpaolo |
author_sort | Rucco, Rosaria |
collection | PubMed |
description | Many complex systems, such as the brain, display large-scale coordinated interactions that create ordered patterns. Classically, such patterns have been studied using the framework of criticality, i.e., at a transition point between two qualitatively distinct patterns. This kind of system is generally characterized by a scale-invariant organization, in space and time, optimally described by a power-law distribution whose slope is quantified by an exponent α. The dynamics of these systems is characterized by alternating periods of activations, called avalanches, with quiescent periods. To maximize its efficiency, the system must find a trade-off between its stability and ease of propagation of activation, which is achieved by a branching process. It is quantified by a branching parameter σ defined as the average ratio between the number of activations in consecutive time bins. The brain is itself a complex system and its activity can be described as a series of neuronal avalanches. It is known that critical aspects of brain dynamics are modeled with a branching parameter σ = , and the neuronal avalanches distribution fits well with a power law distribution exponent α = -3/2. The aim of our work was to study a self-organized criticality system in which there was a change in neuronal circuits due to genetic causes. To this end, we have compared the characteristics of neuronal avalanches in a group of 10 patients affected by Rett syndrome, during an open-eye resting-state condition estimated using magnetoencephalography, with respect to 10 healthy subjects. The analysis was performed both in broadband and in the five canonical frequency bands. We found, for both groups, a branching parameter close to 1. In this critical condition, Rett patients show a lower distribution parameter α in the delta and broadband. These results suggest that the large-scale coordination of activity occurs to a lesser extent in RTT patients. |
format | Online Article Text |
id | pubmed-7656905 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-76569052020-11-13 Neuronal Avalanches to Study the Coordination of Large-Scale Brain Activity: Application to Rett Syndrome Rucco, Rosaria Bernardo, Pia Lardone, Anna Baselice, Fabio Pesoli, Matteo Polverino, Arianna Bravaccio, Carmela Granata, Carmine Mandolesi, Laura Sorrentino, Giuseppe Sorrentino, Pierpaolo Front Psychol Psychology Many complex systems, such as the brain, display large-scale coordinated interactions that create ordered patterns. Classically, such patterns have been studied using the framework of criticality, i.e., at a transition point between two qualitatively distinct patterns. This kind of system is generally characterized by a scale-invariant organization, in space and time, optimally described by a power-law distribution whose slope is quantified by an exponent α. The dynamics of these systems is characterized by alternating periods of activations, called avalanches, with quiescent periods. To maximize its efficiency, the system must find a trade-off between its stability and ease of propagation of activation, which is achieved by a branching process. It is quantified by a branching parameter σ defined as the average ratio between the number of activations in consecutive time bins. The brain is itself a complex system and its activity can be described as a series of neuronal avalanches. It is known that critical aspects of brain dynamics are modeled with a branching parameter σ = , and the neuronal avalanches distribution fits well with a power law distribution exponent α = -3/2. The aim of our work was to study a self-organized criticality system in which there was a change in neuronal circuits due to genetic causes. To this end, we have compared the characteristics of neuronal avalanches in a group of 10 patients affected by Rett syndrome, during an open-eye resting-state condition estimated using magnetoencephalography, with respect to 10 healthy subjects. The analysis was performed both in broadband and in the five canonical frequency bands. We found, for both groups, a branching parameter close to 1. In this critical condition, Rett patients show a lower distribution parameter α in the delta and broadband. These results suggest that the large-scale coordination of activity occurs to a lesser extent in RTT patients. Frontiers Media S.A. 2020-10-27 /pmc/articles/PMC7656905/ /pubmed/33192799 http://dx.doi.org/10.3389/fpsyg.2020.550749 Text en Copyright © 2020 Rucco, Bernardo, Lardone, Baselice, Pesoli, Polverino, Bravaccio, Granata, Mandolesi, Sorrentino and Sorrentino. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Rucco, Rosaria Bernardo, Pia Lardone, Anna Baselice, Fabio Pesoli, Matteo Polverino, Arianna Bravaccio, Carmela Granata, Carmine Mandolesi, Laura Sorrentino, Giuseppe Sorrentino, Pierpaolo Neuronal Avalanches to Study the Coordination of Large-Scale Brain Activity: Application to Rett Syndrome |
title | Neuronal Avalanches to Study the Coordination of Large-Scale Brain Activity: Application to Rett Syndrome |
title_full | Neuronal Avalanches to Study the Coordination of Large-Scale Brain Activity: Application to Rett Syndrome |
title_fullStr | Neuronal Avalanches to Study the Coordination of Large-Scale Brain Activity: Application to Rett Syndrome |
title_full_unstemmed | Neuronal Avalanches to Study the Coordination of Large-Scale Brain Activity: Application to Rett Syndrome |
title_short | Neuronal Avalanches to Study the Coordination of Large-Scale Brain Activity: Application to Rett Syndrome |
title_sort | neuronal avalanches to study the coordination of large-scale brain activity: application to rett syndrome |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7656905/ https://www.ncbi.nlm.nih.gov/pubmed/33192799 http://dx.doi.org/10.3389/fpsyg.2020.550749 |
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