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Irregular Dynamics in Up and Down Cortical States
Complex coherent dynamics is present in a wide variety of neural systems. A typical example is the voltage transitions between up and down states observed in cortical areas in the brain. In this work, we study this phenomenon via a biologically motivated stochastic model of up and down transitions....
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2010
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2975677/ https://www.ncbi.nlm.nih.gov/pubmed/21079740 http://dx.doi.org/10.1371/journal.pone.0013651 |
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author | Mejias, Jorge F. Kappen, Hilbert J. Torres, Joaquin J. |
author_facet | Mejias, Jorge F. Kappen, Hilbert J. Torres, Joaquin J. |
author_sort | Mejias, Jorge F. |
collection | PubMed |
description | Complex coherent dynamics is present in a wide variety of neural systems. A typical example is the voltage transitions between up and down states observed in cortical areas in the brain. In this work, we study this phenomenon via a biologically motivated stochastic model of up and down transitions. The model is constituted by a simple bistable rate dynamics, where the synaptic current is modulated by short-term synaptic processes which introduce stochasticity and temporal correlations. A complete analysis of our model, both with mean-field approaches and numerical simulations, shows the appearance of complex transitions between high (up) and low (down) neural activity states, driven by the synaptic noise, with permanence times in the up state distributed according to a power-law. We show that the experimentally observed large fluctuation in up and down permanence times can be explained as the result of sufficiently noisy dynamical synapses with sufficiently large recovery times. Static synapses cannot account for this behavior, nor can dynamical synapses in the absence of noise. |
format | Text |
id | pubmed-2975677 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-29756772010-11-15 Irregular Dynamics in Up and Down Cortical States Mejias, Jorge F. Kappen, Hilbert J. Torres, Joaquin J. PLoS One Research Article Complex coherent dynamics is present in a wide variety of neural systems. A typical example is the voltage transitions between up and down states observed in cortical areas in the brain. In this work, we study this phenomenon via a biologically motivated stochastic model of up and down transitions. The model is constituted by a simple bistable rate dynamics, where the synaptic current is modulated by short-term synaptic processes which introduce stochasticity and temporal correlations. A complete analysis of our model, both with mean-field approaches and numerical simulations, shows the appearance of complex transitions between high (up) and low (down) neural activity states, driven by the synaptic noise, with permanence times in the up state distributed according to a power-law. We show that the experimentally observed large fluctuation in up and down permanence times can be explained as the result of sufficiently noisy dynamical synapses with sufficiently large recovery times. Static synapses cannot account for this behavior, nor can dynamical synapses in the absence of noise. Public Library of Science 2010-11-08 /pmc/articles/PMC2975677/ /pubmed/21079740 http://dx.doi.org/10.1371/journal.pone.0013651 Text en Mejias et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Mejias, Jorge F. Kappen, Hilbert J. Torres, Joaquin J. Irregular Dynamics in Up and Down Cortical States |
title | Irregular Dynamics in Up and Down Cortical States |
title_full | Irregular Dynamics in Up and Down Cortical States |
title_fullStr | Irregular Dynamics in Up and Down Cortical States |
title_full_unstemmed | Irregular Dynamics in Up and Down Cortical States |
title_short | Irregular Dynamics in Up and Down Cortical States |
title_sort | irregular dynamics in up and down cortical states |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2975677/ https://www.ncbi.nlm.nih.gov/pubmed/21079740 http://dx.doi.org/10.1371/journal.pone.0013651 |
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