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Low dimensional criticality embedded in high dimensional awake brain dynamics

Whether cortical neurons operate in a strongly or weakly correlated dynamical regime determines fundamental information processing capabilities and has fueled decades of debate. Here we offer a resolution of this debate; we show that two important dynamical regimes, typically considered incompatible...

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Autores principales: Fontenele, Antonio J., Sooter, J. Samuel, Norman, V. Kindler, Gautam, Shree Hari, Shew, Woodrow L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10401950/
https://www.ncbi.nlm.nih.gov/pubmed/37546833
http://dx.doi.org/10.1101/2023.01.05.522896
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author Fontenele, Antonio J.
Sooter, J. Samuel
Norman, V. Kindler
Gautam, Shree Hari
Shew, Woodrow L.
author_facet Fontenele, Antonio J.
Sooter, J. Samuel
Norman, V. Kindler
Gautam, Shree Hari
Shew, Woodrow L.
author_sort Fontenele, Antonio J.
collection PubMed
description Whether cortical neurons operate in a strongly or weakly correlated dynamical regime determines fundamental information processing capabilities and has fueled decades of debate. Here we offer a resolution of this debate; we show that two important dynamical regimes, typically considered incompatible, can coexist in the same local cortical circuit by separating them into two different subspaces. In awake mouse motor cortex, we find a low-dimensional subspace with large fluctuations consistent with criticality – a dynamical regime with moderate correlations and multi-scale information capacity and transmission. Orthogonal to this critical subspace, we find a high-dimensional subspace containing a desynchronized dynamical regime, which may optimize input discrimination. The critical subspace is apparent only at long timescales, which explains discrepancies among some previous studies. Using a computational model, we show that the emergence of a low-dimensional critical subspace at large timescale agrees with established theory of critical dynamics. Our results suggest that cortex leverages its high dimensionality to multiplex dynamical regimes across different subspaces.
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spelling pubmed-104019502023-08-05 Low dimensional criticality embedded in high dimensional awake brain dynamics Fontenele, Antonio J. Sooter, J. Samuel Norman, V. Kindler Gautam, Shree Hari Shew, Woodrow L. bioRxiv Article Whether cortical neurons operate in a strongly or weakly correlated dynamical regime determines fundamental information processing capabilities and has fueled decades of debate. Here we offer a resolution of this debate; we show that two important dynamical regimes, typically considered incompatible, can coexist in the same local cortical circuit by separating them into two different subspaces. In awake mouse motor cortex, we find a low-dimensional subspace with large fluctuations consistent with criticality – a dynamical regime with moderate correlations and multi-scale information capacity and transmission. Orthogonal to this critical subspace, we find a high-dimensional subspace containing a desynchronized dynamical regime, which may optimize input discrimination. The critical subspace is apparent only at long timescales, which explains discrepancies among some previous studies. Using a computational model, we show that the emergence of a low-dimensional critical subspace at large timescale agrees with established theory of critical dynamics. Our results suggest that cortex leverages its high dimensionality to multiplex dynamical regimes across different subspaces. Cold Spring Harbor Laboratory 2023-07-24 /pmc/articles/PMC10401950/ /pubmed/37546833 http://dx.doi.org/10.1101/2023.01.05.522896 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Fontenele, Antonio J.
Sooter, J. Samuel
Norman, V. Kindler
Gautam, Shree Hari
Shew, Woodrow L.
Low dimensional criticality embedded in high dimensional awake brain dynamics
title Low dimensional criticality embedded in high dimensional awake brain dynamics
title_full Low dimensional criticality embedded in high dimensional awake brain dynamics
title_fullStr Low dimensional criticality embedded in high dimensional awake brain dynamics
title_full_unstemmed Low dimensional criticality embedded in high dimensional awake brain dynamics
title_short Low dimensional criticality embedded in high dimensional awake brain dynamics
title_sort low dimensional criticality embedded in high dimensional awake brain dynamics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10401950/
https://www.ncbi.nlm.nih.gov/pubmed/37546833
http://dx.doi.org/10.1101/2023.01.05.522896
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