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Estimation of the synaptic input firing rates and characterization of the stimulation effects in an auditory neuron
To understand information processing in neuronal circuits, it is important to infer how a sensory stimulus impacts on the synaptic input to a neuron. An increase in neuronal firing during the stimulation results from pure excitation or from a combination of excitation and inhibition. Here, we develo...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4435043/ https://www.ncbi.nlm.nih.gov/pubmed/26042025 http://dx.doi.org/10.3389/fncom.2015.00059 |
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author | Kobayashi, Ryota He, Jufang Lansky, Petr |
author_facet | Kobayashi, Ryota He, Jufang Lansky, Petr |
author_sort | Kobayashi, Ryota |
collection | PubMed |
description | To understand information processing in neuronal circuits, it is important to infer how a sensory stimulus impacts on the synaptic input to a neuron. An increase in neuronal firing during the stimulation results from pure excitation or from a combination of excitation and inhibition. Here, we develop a method for estimating the rates of the excitatory and inhibitory synaptic inputs from a membrane voltage trace of a neuron. The method is based on a modified Ornstein-Uhlenbeck neuronal model, which aims to describe the stimulation effects on the synaptic input. The method is tested using a single-compartment neuron model with a realistic description of synaptic inputs, and it is applied to an intracellular voltage trace recorded from an auditory neuron in vivo. We find that the excitatory and inhibitory inputs increase during stimulation, suggesting that the acoustic stimuli are encoded by a combination of excitation and inhibition. |
format | Online Article Text |
id | pubmed-4435043 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-44350432015-06-03 Estimation of the synaptic input firing rates and characterization of the stimulation effects in an auditory neuron Kobayashi, Ryota He, Jufang Lansky, Petr Front Comput Neurosci Neuroscience To understand information processing in neuronal circuits, it is important to infer how a sensory stimulus impacts on the synaptic input to a neuron. An increase in neuronal firing during the stimulation results from pure excitation or from a combination of excitation and inhibition. Here, we develop a method for estimating the rates of the excitatory and inhibitory synaptic inputs from a membrane voltage trace of a neuron. The method is based on a modified Ornstein-Uhlenbeck neuronal model, which aims to describe the stimulation effects on the synaptic input. The method is tested using a single-compartment neuron model with a realistic description of synaptic inputs, and it is applied to an intracellular voltage trace recorded from an auditory neuron in vivo. We find that the excitatory and inhibitory inputs increase during stimulation, suggesting that the acoustic stimuli are encoded by a combination of excitation and inhibition. Frontiers Media S.A. 2015-05-18 /pmc/articles/PMC4435043/ /pubmed/26042025 http://dx.doi.org/10.3389/fncom.2015.00059 Text en Copyright © 2015 Kobayashi, He and Lansky. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Kobayashi, Ryota He, Jufang Lansky, Petr Estimation of the synaptic input firing rates and characterization of the stimulation effects in an auditory neuron |
title | Estimation of the synaptic input firing rates and characterization of the stimulation effects in an auditory neuron |
title_full | Estimation of the synaptic input firing rates and characterization of the stimulation effects in an auditory neuron |
title_fullStr | Estimation of the synaptic input firing rates and characterization of the stimulation effects in an auditory neuron |
title_full_unstemmed | Estimation of the synaptic input firing rates and characterization of the stimulation effects in an auditory neuron |
title_short | Estimation of the synaptic input firing rates and characterization of the stimulation effects in an auditory neuron |
title_sort | estimation of the synaptic input firing rates and characterization of the stimulation effects in an auditory neuron |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4435043/ https://www.ncbi.nlm.nih.gov/pubmed/26042025 http://dx.doi.org/10.3389/fncom.2015.00059 |
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