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Griffiths phase and long-range correlations in a biologically motivated visual cortex model

Activity in the brain propagates as waves of firing neurons, namely avalanches. These waves’ size and duration distributions have been experimentally shown to display a stable power-law profile, long-range correlations and 1/f (b) power spectrum in vivo and in vitro. We study an avalanching biologic...

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Autores principales: Girardi-Schappo, M., Bortolotto, G. S., Gonsalves, J. J., Pinto, L. T., Tragtenberg, M. H. R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4951650/
https://www.ncbi.nlm.nih.gov/pubmed/27435679
http://dx.doi.org/10.1038/srep29561
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author Girardi-Schappo, M.
Bortolotto, G. S.
Gonsalves, J. J.
Pinto, L. T.
Tragtenberg, M. H. R.
author_facet Girardi-Schappo, M.
Bortolotto, G. S.
Gonsalves, J. J.
Pinto, L. T.
Tragtenberg, M. H. R.
author_sort Girardi-Schappo, M.
collection PubMed
description Activity in the brain propagates as waves of firing neurons, namely avalanches. These waves’ size and duration distributions have been experimentally shown to display a stable power-law profile, long-range correlations and 1/f (b) power spectrum in vivo and in vitro. We study an avalanching biologically motivated model of mammals visual cortex and find an extended critical-like region – a Griffiths phase – characterized by divergent susceptibility and zero order parameter. This phase lies close to the expected experimental value of the excitatory postsynaptic potential in the cortex suggesting that critical be-havior may be found in the visual system. Avalanches are not perfectly power-law distributed, but it is possible to collapse the distributions and define a cutoff avalanche size that diverges as the network size is increased inside the critical region. The avalanches present long-range correlations and 1/f (b) power spectrum, matching experiments. The phase transition is analytically determined by a mean-field approximation.
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spelling pubmed-49516502016-07-26 Griffiths phase and long-range correlations in a biologically motivated visual cortex model Girardi-Schappo, M. Bortolotto, G. S. Gonsalves, J. J. Pinto, L. T. Tragtenberg, M. H. R. Sci Rep Article Activity in the brain propagates as waves of firing neurons, namely avalanches. These waves’ size and duration distributions have been experimentally shown to display a stable power-law profile, long-range correlations and 1/f (b) power spectrum in vivo and in vitro. We study an avalanching biologically motivated model of mammals visual cortex and find an extended critical-like region – a Griffiths phase – characterized by divergent susceptibility and zero order parameter. This phase lies close to the expected experimental value of the excitatory postsynaptic potential in the cortex suggesting that critical be-havior may be found in the visual system. Avalanches are not perfectly power-law distributed, but it is possible to collapse the distributions and define a cutoff avalanche size that diverges as the network size is increased inside the critical region. The avalanches present long-range correlations and 1/f (b) power spectrum, matching experiments. The phase transition is analytically determined by a mean-field approximation. Nature Publishing Group 2016-07-20 /pmc/articles/PMC4951650/ /pubmed/27435679 http://dx.doi.org/10.1038/srep29561 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Girardi-Schappo, M.
Bortolotto, G. S.
Gonsalves, J. J.
Pinto, L. T.
Tragtenberg, M. H. R.
Griffiths phase and long-range correlations in a biologically motivated visual cortex model
title Griffiths phase and long-range correlations in a biologically motivated visual cortex model
title_full Griffiths phase and long-range correlations in a biologically motivated visual cortex model
title_fullStr Griffiths phase and long-range correlations in a biologically motivated visual cortex model
title_full_unstemmed Griffiths phase and long-range correlations in a biologically motivated visual cortex model
title_short Griffiths phase and long-range correlations in a biologically motivated visual cortex model
title_sort griffiths phase and long-range correlations in a biologically motivated visual cortex model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4951650/
https://www.ncbi.nlm.nih.gov/pubmed/27435679
http://dx.doi.org/10.1038/srep29561
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