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Second type of criticality in the brain uncovers rich multiple-neuron dynamics

Cortical networks that have been found to operate close to a critical point exhibit joint activations of large numbers of neurons. However, in motor cortex of the awake macaque monkey, we observe very different dynamics: massively parallel recordings of 155 single-neuron spiking activities show weak...

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Detalles Bibliográficos
Autores principales: Dahmen, David, Grün, Sonja, Diesmann, Markus, Helias, Moritz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6600928/
https://www.ncbi.nlm.nih.gov/pubmed/31189590
http://dx.doi.org/10.1073/pnas.1818972116
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author Dahmen, David
Grün, Sonja
Diesmann, Markus
Helias, Moritz
author_facet Dahmen, David
Grün, Sonja
Diesmann, Markus
Helias, Moritz
author_sort Dahmen, David
collection PubMed
description Cortical networks that have been found to operate close to a critical point exhibit joint activations of large numbers of neurons. However, in motor cortex of the awake macaque monkey, we observe very different dynamics: massively parallel recordings of 155 single-neuron spiking activities show weak fluctuations on the population level. This a priori suggests that motor cortex operates in a noncritical regime, which in models, has been found to be suboptimal for computational performance. However, here, we show the opposite: The large dispersion of correlations across neurons is the signature of a second critical regime. This regime exhibits a rich dynamical repertoire hidden from macroscopic brain signals but essential for high performance in such concepts as reservoir computing. An analytical link between the eigenvalue spectrum of the dynamics, the heterogeneity of connectivity, and the dispersion of correlations allows us to assess the closeness to the critical point.
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spelling pubmed-66009282019-07-10 Second type of criticality in the brain uncovers rich multiple-neuron dynamics Dahmen, David Grün, Sonja Diesmann, Markus Helias, Moritz Proc Natl Acad Sci U S A PNAS Plus Cortical networks that have been found to operate close to a critical point exhibit joint activations of large numbers of neurons. However, in motor cortex of the awake macaque monkey, we observe very different dynamics: massively parallel recordings of 155 single-neuron spiking activities show weak fluctuations on the population level. This a priori suggests that motor cortex operates in a noncritical regime, which in models, has been found to be suboptimal for computational performance. However, here, we show the opposite: The large dispersion of correlations across neurons is the signature of a second critical regime. This regime exhibits a rich dynamical repertoire hidden from macroscopic brain signals but essential for high performance in such concepts as reservoir computing. An analytical link between the eigenvalue spectrum of the dynamics, the heterogeneity of connectivity, and the dispersion of correlations allows us to assess the closeness to the critical point. National Academy of Sciences 2019-06-25 2019-06-12 /pmc/articles/PMC6600928/ /pubmed/31189590 http://dx.doi.org/10.1073/pnas.1818972116 Text en Copyright © 2019 the Author(s). Published by PNAS. http://creativecommons.org/licenses/by/4.0/ https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (http://creativecommons.org/licenses/by/4.0/) .
spellingShingle PNAS Plus
Dahmen, David
Grün, Sonja
Diesmann, Markus
Helias, Moritz
Second type of criticality in the brain uncovers rich multiple-neuron dynamics
title Second type of criticality in the brain uncovers rich multiple-neuron dynamics
title_full Second type of criticality in the brain uncovers rich multiple-neuron dynamics
title_fullStr Second type of criticality in the brain uncovers rich multiple-neuron dynamics
title_full_unstemmed Second type of criticality in the brain uncovers rich multiple-neuron dynamics
title_short Second type of criticality in the brain uncovers rich multiple-neuron dynamics
title_sort second type of criticality in the brain uncovers rich multiple-neuron dynamics
topic PNAS Plus
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6600928/
https://www.ncbi.nlm.nih.gov/pubmed/31189590
http://dx.doi.org/10.1073/pnas.1818972116
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