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Disentangling the critical signatures of neural activity

The critical brain hypothesis has emerged as an attractive framework to understand neuronal activity, but it is still widely debated. In this work, we analyze data from a multi-electrodes array in the rat’s cortex and we find that power-law neuronal avalanches satisfying the crackling-noise relation...

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Autores principales: Mariani, Benedetta, Nicoletti, Giorgio, Bisio, Marta, Maschietto, Marta, Vassanelli, Stefano, Suweis, Samir
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9232560/
https://www.ncbi.nlm.nih.gov/pubmed/35750684
http://dx.doi.org/10.1038/s41598-022-13686-0
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author Mariani, Benedetta
Nicoletti, Giorgio
Bisio, Marta
Maschietto, Marta
Vassanelli, Stefano
Suweis, Samir
author_facet Mariani, Benedetta
Nicoletti, Giorgio
Bisio, Marta
Maschietto, Marta
Vassanelli, Stefano
Suweis, Samir
author_sort Mariani, Benedetta
collection PubMed
description The critical brain hypothesis has emerged as an attractive framework to understand neuronal activity, but it is still widely debated. In this work, we analyze data from a multi-electrodes array in the rat’s cortex and we find that power-law neuronal avalanches satisfying the crackling-noise relation coexist with spatial correlations that display typical features of critical systems. In order to shed a light on the underlying mechanisms at the origin of these signatures of criticality, we introduce a paradigmatic framework with a common stochastic modulation and pairwise linear interactions inferred from our data. We show that in such models power-law avalanches that satisfy the crackling-noise relation emerge as a consequence of the extrinsic modulation, whereas scale-free correlations are solely determined by internal interactions. Moreover, this disentangling is fully captured by the mutual information in the system. Finally, we show that analogous power-law avalanches are found in more realistic models of neural activity as well, suggesting that extrinsic modulation might be a broad mechanism for their generation.
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spelling pubmed-92325602022-06-26 Disentangling the critical signatures of neural activity Mariani, Benedetta Nicoletti, Giorgio Bisio, Marta Maschietto, Marta Vassanelli, Stefano Suweis, Samir Sci Rep Article The critical brain hypothesis has emerged as an attractive framework to understand neuronal activity, but it is still widely debated. In this work, we analyze data from a multi-electrodes array in the rat’s cortex and we find that power-law neuronal avalanches satisfying the crackling-noise relation coexist with spatial correlations that display typical features of critical systems. In order to shed a light on the underlying mechanisms at the origin of these signatures of criticality, we introduce a paradigmatic framework with a common stochastic modulation and pairwise linear interactions inferred from our data. We show that in such models power-law avalanches that satisfy the crackling-noise relation emerge as a consequence of the extrinsic modulation, whereas scale-free correlations are solely determined by internal interactions. Moreover, this disentangling is fully captured by the mutual information in the system. Finally, we show that analogous power-law avalanches are found in more realistic models of neural activity as well, suggesting that extrinsic modulation might be a broad mechanism for their generation. Nature Publishing Group UK 2022-06-24 /pmc/articles/PMC9232560/ /pubmed/35750684 http://dx.doi.org/10.1038/s41598-022-13686-0 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Mariani, Benedetta
Nicoletti, Giorgio
Bisio, Marta
Maschietto, Marta
Vassanelli, Stefano
Suweis, Samir
Disentangling the critical signatures of neural activity
title Disentangling the critical signatures of neural activity
title_full Disentangling the critical signatures of neural activity
title_fullStr Disentangling the critical signatures of neural activity
title_full_unstemmed Disentangling the critical signatures of neural activity
title_short Disentangling the critical signatures of neural activity
title_sort disentangling the critical signatures of neural activity
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9232560/
https://www.ncbi.nlm.nih.gov/pubmed/35750684
http://dx.doi.org/10.1038/s41598-022-13686-0
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