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STDP and the distribution of preferred phases in the whisker system

Rats and mice use their whiskers to probe the environment. By rhythmically swiping their whiskers back and forth they can detect the existence of an object, locate it, and identify its texture. Localization can be accomplished by inferring the whisker’s position. Rhythmic neurons that track the phas...

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Autores principales: Sherf, Nimrod, Shamir, Maoz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8480728/
https://www.ncbi.nlm.nih.gov/pubmed/34534208
http://dx.doi.org/10.1371/journal.pcbi.1009353
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author Sherf, Nimrod
Shamir, Maoz
author_facet Sherf, Nimrod
Shamir, Maoz
author_sort Sherf, Nimrod
collection PubMed
description Rats and mice use their whiskers to probe the environment. By rhythmically swiping their whiskers back and forth they can detect the existence of an object, locate it, and identify its texture. Localization can be accomplished by inferring the whisker’s position. Rhythmic neurons that track the phase of the whisking cycle encode information about the azimuthal location of the whisker. These neurons are characterized by preferred phases of firing that are narrowly distributed. Consequently, pooling the rhythmic signal from several upstream neurons is expected to result in a much narrower distribution of preferred phases in the downstream population, which however has not been observed empirically. Here, we show how spike timing dependent plasticity (STDP) can provide a solution to this conundrum. We investigated the effect of STDP on the utility of a neural population to transmit rhythmic information downstream using the framework of a modeling study. We found that under a wide range of parameters, STDP facilitated the transfer of rhythmic information despite the fact that all the synaptic weights remained dynamic. As a result, the preferred phase of the downstream neuron was not fixed, but rather drifted in time at a drift velocity that depended on the preferred phase, thus inducing a distribution of preferred phases. We further analyzed how the STDP rule governs the distribution of preferred phases in the downstream population. This link between the STDP rule and the distribution of preferred phases constitutes a natural test for our theory.
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spelling pubmed-84807282021-09-30 STDP and the distribution of preferred phases in the whisker system Sherf, Nimrod Shamir, Maoz PLoS Comput Biol Research Article Rats and mice use their whiskers to probe the environment. By rhythmically swiping their whiskers back and forth they can detect the existence of an object, locate it, and identify its texture. Localization can be accomplished by inferring the whisker’s position. Rhythmic neurons that track the phase of the whisking cycle encode information about the azimuthal location of the whisker. These neurons are characterized by preferred phases of firing that are narrowly distributed. Consequently, pooling the rhythmic signal from several upstream neurons is expected to result in a much narrower distribution of preferred phases in the downstream population, which however has not been observed empirically. Here, we show how spike timing dependent plasticity (STDP) can provide a solution to this conundrum. We investigated the effect of STDP on the utility of a neural population to transmit rhythmic information downstream using the framework of a modeling study. We found that under a wide range of parameters, STDP facilitated the transfer of rhythmic information despite the fact that all the synaptic weights remained dynamic. As a result, the preferred phase of the downstream neuron was not fixed, but rather drifted in time at a drift velocity that depended on the preferred phase, thus inducing a distribution of preferred phases. We further analyzed how the STDP rule governs the distribution of preferred phases in the downstream population. This link between the STDP rule and the distribution of preferred phases constitutes a natural test for our theory. Public Library of Science 2021-09-17 /pmc/articles/PMC8480728/ /pubmed/34534208 http://dx.doi.org/10.1371/journal.pcbi.1009353 Text en © 2021 Sherf, Shamir https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Sherf, Nimrod
Shamir, Maoz
STDP and the distribution of preferred phases in the whisker system
title STDP and the distribution of preferred phases in the whisker system
title_full STDP and the distribution of preferred phases in the whisker system
title_fullStr STDP and the distribution of preferred phases in the whisker system
title_full_unstemmed STDP and the distribution of preferred phases in the whisker system
title_short STDP and the distribution of preferred phases in the whisker system
title_sort stdp and the distribution of preferred phases in the whisker system
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8480728/
https://www.ncbi.nlm.nih.gov/pubmed/34534208
http://dx.doi.org/10.1371/journal.pcbi.1009353
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