Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1783431207981154304 |
---|---|
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. |
format | Online Article Text |
id | pubmed-6600928 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT dahmendavid secondtypeofcriticalityinthebrainuncoversrichmultipleneurondynamics AT grunsonja secondtypeofcriticalityinthebrainuncoversrichmultipleneurondynamics AT diesmannmarkus secondtypeofcriticalityinthebrainuncoversrichmultipleneurondynamics AT heliasmoritz secondtypeofcriticalityinthebrainuncoversrichmultipleneurondynamics |