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Amplification of Trial-to-Trial Response Variability by Neurons in Visual Cortex
The visual cortex responds to repeated presentations of the same stimulus with high variability. Because the firing mechanism is remarkably noiseless, the source of this variability is thought to lie in the membrane potential fluctuations that result from summated synaptic input. Here this hypothesi...
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Formato: | Texto |
Lenguaje: | English |
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Public Library of Science
2004
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC509408/ https://www.ncbi.nlm.nih.gov/pubmed/15328535 http://dx.doi.org/10.1371/journal.pbio.0020264 |
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author | Carandini, Matteo |
author_facet | Carandini, Matteo |
author_sort | Carandini, Matteo |
collection | PubMed |
description | The visual cortex responds to repeated presentations of the same stimulus with high variability. Because the firing mechanism is remarkably noiseless, the source of this variability is thought to lie in the membrane potential fluctuations that result from summated synaptic input. Here this hypothesis is tested through measurements of membrane potential during visual stimulation. Surprisingly, trial-to-trial variability of membrane potential is found to be low. The ratio of variance to mean is much lower for membrane potential than for firing rate. The high variability of firing rate is explained by the threshold present in the function that converts inputs into firing rates. Given an input with small, constant noise, this function produces a firing rate with a large variance that grows with the mean. This model is validated on responses recorded both intracellularly and extracellularly. In neurons of visual cortex, thus, a simple deterministic mechanism amplifies the low variability of summated synaptic inputs into the large variability of firing rate. The computational advantages provided by this amplification are not known. |
format | Text |
id | pubmed-509408 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2004 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-5094082004-08-24 Amplification of Trial-to-Trial Response Variability by Neurons in Visual Cortex Carandini, Matteo PLoS Biol Research Article The visual cortex responds to repeated presentations of the same stimulus with high variability. Because the firing mechanism is remarkably noiseless, the source of this variability is thought to lie in the membrane potential fluctuations that result from summated synaptic input. Here this hypothesis is tested through measurements of membrane potential during visual stimulation. Surprisingly, trial-to-trial variability of membrane potential is found to be low. The ratio of variance to mean is much lower for membrane potential than for firing rate. The high variability of firing rate is explained by the threshold present in the function that converts inputs into firing rates. Given an input with small, constant noise, this function produces a firing rate with a large variance that grows with the mean. This model is validated on responses recorded both intracellularly and extracellularly. In neurons of visual cortex, thus, a simple deterministic mechanism amplifies the low variability of summated synaptic inputs into the large variability of firing rate. The computational advantages provided by this amplification are not known. Public Library of Science 2004-09 2004-08-24 /pmc/articles/PMC509408/ /pubmed/15328535 http://dx.doi.org/10.1371/journal.pbio.0020264 Text en Copyright: © 2004 Matteo Carandini. 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 Carandini, Matteo Amplification of Trial-to-Trial Response Variability by Neurons in Visual Cortex |
title | Amplification of Trial-to-Trial Response Variability by Neurons in Visual Cortex |
title_full | Amplification of Trial-to-Trial Response Variability by Neurons in Visual Cortex |
title_fullStr | Amplification of Trial-to-Trial Response Variability by Neurons in Visual Cortex |
title_full_unstemmed | Amplification of Trial-to-Trial Response Variability by Neurons in Visual Cortex |
title_short | Amplification of Trial-to-Trial Response Variability by Neurons in Visual Cortex |
title_sort | amplification of trial-to-trial response variability by neurons in visual cortex |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC509408/ https://www.ncbi.nlm.nih.gov/pubmed/15328535 http://dx.doi.org/10.1371/journal.pbio.0020264 |
work_keys_str_mv | AT carandinimatteo amplificationoftrialtotrialresponsevariabilitybyneuronsinvisualcortex |