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Is There Sufficient Evidence for Criticality in Cortical Systems?

Numerous studies have proposed that specific brain activity statistics provide evidence that the brain operates at a critical point, which could have implications for the brain’s information processing capabilities. A recent paper reported that identical scalings and criticality signatures arise in...

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Autores principales: Destexhe, Alain, Touboul, Jonathan D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society for Neuroscience 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8059881/
https://www.ncbi.nlm.nih.gov/pubmed/33811087
http://dx.doi.org/10.1523/ENEURO.0551-20.2021
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author Destexhe, Alain
Touboul, Jonathan D.
author_facet Destexhe, Alain
Touboul, Jonathan D.
author_sort Destexhe, Alain
collection PubMed
description Numerous studies have proposed that specific brain activity statistics provide evidence that the brain operates at a critical point, which could have implications for the brain’s information processing capabilities. A recent paper reported that identical scalings and criticality signatures arise in a variety of different neural systems (neural cultures, cortical slices, anesthetized or awake brains, across both reptiles and mammals). The diversity of these states calls into question the claimed role of criticality in information processing. We analyze the methodology used to assess criticality and replicate this analysis for spike trains of two non-critical systems. These two non-critical systems pass all the tests used to assess criticality in the aforementioned recent paper. This analysis provides a crucial control (which is absent from the original study) and suggests that the methodology used may not be sufficient to establish that a system operates at criticality. Hence whether the brain operates at criticality or not remains an open question and it is of evident interest to develop more robust methods to address these questions.
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spelling pubmed-80598812021-04-22 Is There Sufficient Evidence for Criticality in Cortical Systems? Destexhe, Alain Touboul, Jonathan D. eNeuro Commentary Numerous studies have proposed that specific brain activity statistics provide evidence that the brain operates at a critical point, which could have implications for the brain’s information processing capabilities. A recent paper reported that identical scalings and criticality signatures arise in a variety of different neural systems (neural cultures, cortical slices, anesthetized or awake brains, across both reptiles and mammals). The diversity of these states calls into question the claimed role of criticality in information processing. We analyze the methodology used to assess criticality and replicate this analysis for spike trains of two non-critical systems. These two non-critical systems pass all the tests used to assess criticality in the aforementioned recent paper. This analysis provides a crucial control (which is absent from the original study) and suggests that the methodology used may not be sufficient to establish that a system operates at criticality. Hence whether the brain operates at criticality or not remains an open question and it is of evident interest to develop more robust methods to address these questions. Society for Neuroscience 2021-04-15 /pmc/articles/PMC8059881/ /pubmed/33811087 http://dx.doi.org/10.1523/ENEURO.0551-20.2021 Text en Copyright © 2021 Destexhe and Touboul https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.
spellingShingle Commentary
Destexhe, Alain
Touboul, Jonathan D.
Is There Sufficient Evidence for Criticality in Cortical Systems?
title Is There Sufficient Evidence for Criticality in Cortical Systems?
title_full Is There Sufficient Evidence for Criticality in Cortical Systems?
title_fullStr Is There Sufficient Evidence for Criticality in Cortical Systems?
title_full_unstemmed Is There Sufficient Evidence for Criticality in Cortical Systems?
title_short Is There Sufficient Evidence for Criticality in Cortical Systems?
title_sort is there sufficient evidence for criticality in cortical systems?
topic Commentary
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8059881/
https://www.ncbi.nlm.nih.gov/pubmed/33811087
http://dx.doi.org/10.1523/ENEURO.0551-20.2021
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