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Exact firing time statistics of neurons driven by discrete inhibitory noise

Neurons in the intact brain receive a continuous and irregular synaptic bombardment from excitatory and inhibitory pre- synaptic neurons, which determines the firing activity of the stimulated neuron. In order to investigate the influence of inhibitory stimulation on the firing time statistics, we c...

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Autores principales: Olmi, Simona, Angulo-Garcia, David, Imparato, Alberto, Torcini, Alessandro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5431561/
https://www.ncbi.nlm.nih.gov/pubmed/28484244
http://dx.doi.org/10.1038/s41598-017-01658-8
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author Olmi, Simona
Angulo-Garcia, David
Imparato, Alberto
Torcini, Alessandro
author_facet Olmi, Simona
Angulo-Garcia, David
Imparato, Alberto
Torcini, Alessandro
author_sort Olmi, Simona
collection PubMed
description Neurons in the intact brain receive a continuous and irregular synaptic bombardment from excitatory and inhibitory pre- synaptic neurons, which determines the firing activity of the stimulated neuron. In order to investigate the influence of inhibitory stimulation on the firing time statistics, we consider Leaky Integrate-and-Fire neurons subject to inhibitory instantaneous post- synaptic potentials. In particular, we report exact results for the firing rate, the coefficient of variation and the spike train spectrum for various synaptic weight distributions. Our results are not limited to stimulations of infinitesimal amplitude, but they apply as well to finite amplitude post-synaptic potentials, thus being able to capture the effect of rare and large spikes. The developed methods are able to reproduce also the average firing properties of heterogeneous neuronal populations.
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spelling pubmed-54315612017-05-16 Exact firing time statistics of neurons driven by discrete inhibitory noise Olmi, Simona Angulo-Garcia, David Imparato, Alberto Torcini, Alessandro Sci Rep Article Neurons in the intact brain receive a continuous and irregular synaptic bombardment from excitatory and inhibitory pre- synaptic neurons, which determines the firing activity of the stimulated neuron. In order to investigate the influence of inhibitory stimulation on the firing time statistics, we consider Leaky Integrate-and-Fire neurons subject to inhibitory instantaneous post- synaptic potentials. In particular, we report exact results for the firing rate, the coefficient of variation and the spike train spectrum for various synaptic weight distributions. Our results are not limited to stimulations of infinitesimal amplitude, but they apply as well to finite amplitude post-synaptic potentials, thus being able to capture the effect of rare and large spikes. The developed methods are able to reproduce also the average firing properties of heterogeneous neuronal populations. Nature Publishing Group UK 2017-05-08 /pmc/articles/PMC5431561/ /pubmed/28484244 http://dx.doi.org/10.1038/s41598-017-01658-8 Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Olmi, Simona
Angulo-Garcia, David
Imparato, Alberto
Torcini, Alessandro
Exact firing time statistics of neurons driven by discrete inhibitory noise
title Exact firing time statistics of neurons driven by discrete inhibitory noise
title_full Exact firing time statistics of neurons driven by discrete inhibitory noise
title_fullStr Exact firing time statistics of neurons driven by discrete inhibitory noise
title_full_unstemmed Exact firing time statistics of neurons driven by discrete inhibitory noise
title_short Exact firing time statistics of neurons driven by discrete inhibitory noise
title_sort exact firing time statistics of neurons driven by discrete inhibitory noise
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5431561/
https://www.ncbi.nlm.nih.gov/pubmed/28484244
http://dx.doi.org/10.1038/s41598-017-01658-8
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