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Adaptive neural information processing with dynamical electrical synapses

The present study investigates a potential computational role of dynamical electrical synapses in neural information process. Compared with chemical synapses, electrical synapses are more efficient in modulating the concerted activity of neurons. Based on the experimental data, we propose a phenomen...

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Detalles Bibliográficos
Autores principales: Xiao, Lei, Zhang, Dan-ke, Li, Yuan-qing, Liang, Pei-ji, Wu, Si
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3627143/
https://www.ncbi.nlm.nih.gov/pubmed/23596413
http://dx.doi.org/10.3389/fncom.2013.00036
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author Xiao, Lei
Zhang, Dan-ke
Li, Yuan-qing
Liang, Pei-ji
Wu, Si
author_facet Xiao, Lei
Zhang, Dan-ke
Li, Yuan-qing
Liang, Pei-ji
Wu, Si
author_sort Xiao, Lei
collection PubMed
description The present study investigates a potential computational role of dynamical electrical synapses in neural information process. Compared with chemical synapses, electrical synapses are more efficient in modulating the concerted activity of neurons. Based on the experimental data, we propose a phenomenological model for short-term facilitation of electrical synapses. The model satisfactorily reproduces the phenomenon that the neuronal correlation increases although the neuronal firing rates attenuate during the luminance adaptation. We explore how the stimulus information is encoded in parallel by firing rates and correlated activity of neurons, and find that dynamical electrical synapses mediate a transition from the firing rate code to the correlation one during the luminance adaptation. The latter encodes the stimulus information by using the concerted, but lower neuronal firing rate, and hence is economically more efficient.
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spelling pubmed-36271432013-04-17 Adaptive neural information processing with dynamical electrical synapses Xiao, Lei Zhang, Dan-ke Li, Yuan-qing Liang, Pei-ji Wu, Si Front Comput Neurosci Neuroscience The present study investigates a potential computational role of dynamical electrical synapses in neural information process. Compared with chemical synapses, electrical synapses are more efficient in modulating the concerted activity of neurons. Based on the experimental data, we propose a phenomenological model for short-term facilitation of electrical synapses. The model satisfactorily reproduces the phenomenon that the neuronal correlation increases although the neuronal firing rates attenuate during the luminance adaptation. We explore how the stimulus information is encoded in parallel by firing rates and correlated activity of neurons, and find that dynamical electrical synapses mediate a transition from the firing rate code to the correlation one during the luminance adaptation. The latter encodes the stimulus information by using the concerted, but lower neuronal firing rate, and hence is economically more efficient. Frontiers Media S.A. 2013-04-16 /pmc/articles/PMC3627143/ /pubmed/23596413 http://dx.doi.org/10.3389/fncom.2013.00036 Text en Copyright © 2013 Xiao, Zhang, Li, Liang and Wu. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in other forums, provided the original authors and source are credited and subject to any copyright notices concerning any third-party graphics etc.
spellingShingle Neuroscience
Xiao, Lei
Zhang, Dan-ke
Li, Yuan-qing
Liang, Pei-ji
Wu, Si
Adaptive neural information processing with dynamical electrical synapses
title Adaptive neural information processing with dynamical electrical synapses
title_full Adaptive neural information processing with dynamical electrical synapses
title_fullStr Adaptive neural information processing with dynamical electrical synapses
title_full_unstemmed Adaptive neural information processing with dynamical electrical synapses
title_short Adaptive neural information processing with dynamical electrical synapses
title_sort adaptive neural information processing with dynamical electrical synapses
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3627143/
https://www.ncbi.nlm.nih.gov/pubmed/23596413
http://dx.doi.org/10.3389/fncom.2013.00036
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