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Neural burst codes disguised as rate codes

The burst coding hypothesis posits that the occurrence of sudden high-frequency patterns of action potentials constitutes a salient syllable of the neural code. Many neurons, however, do not produce clearly demarcated bursts, an observation invoked to rule out the pervasiveness of this coding scheme...

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Autores principales: Williams, Ezekiel, Payeur, Alexandre, Gidon, Albert, Naud, Richard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8342467/
https://www.ncbi.nlm.nih.gov/pubmed/34354118
http://dx.doi.org/10.1038/s41598-021-95037-z
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author Williams, Ezekiel
Payeur, Alexandre
Gidon, Albert
Naud, Richard
author_facet Williams, Ezekiel
Payeur, Alexandre
Gidon, Albert
Naud, Richard
author_sort Williams, Ezekiel
collection PubMed
description The burst coding hypothesis posits that the occurrence of sudden high-frequency patterns of action potentials constitutes a salient syllable of the neural code. Many neurons, however, do not produce clearly demarcated bursts, an observation invoked to rule out the pervasiveness of this coding scheme across brain areas and cell types. Here we ask how detrimental ambiguous spike patterns, those that are neither clearly bursts nor isolated spikes, are for neuronal information transfer. We addressed this question using information theory and computational simulations. By quantifying how information transmission depends on firing statistics, we found that the information transmitted is not strongly influenced by the presence of clearly demarcated modes in the interspike interval distribution, a feature often used to identify the presence of burst coding. Instead, we found that neurons having unimodal interval distributions were still able to ascribe different meanings to bursts and isolated spikes. In this regime, information transmission depends on dynamical properties of the synapses as well as the length and relative frequency of bursts. Furthermore, we found that common metrics used to quantify burstiness were unable to predict the degree with which bursts could be used to carry information. Our results provide guiding principles for the implementation of coding strategies based on spike-timing patterns, and show that even unimodal firing statistics can be consistent with a bivariate neural code.
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spelling pubmed-83424672021-08-06 Neural burst codes disguised as rate codes Williams, Ezekiel Payeur, Alexandre Gidon, Albert Naud, Richard Sci Rep Article The burst coding hypothesis posits that the occurrence of sudden high-frequency patterns of action potentials constitutes a salient syllable of the neural code. Many neurons, however, do not produce clearly demarcated bursts, an observation invoked to rule out the pervasiveness of this coding scheme across brain areas and cell types. Here we ask how detrimental ambiguous spike patterns, those that are neither clearly bursts nor isolated spikes, are for neuronal information transfer. We addressed this question using information theory and computational simulations. By quantifying how information transmission depends on firing statistics, we found that the information transmitted is not strongly influenced by the presence of clearly demarcated modes in the interspike interval distribution, a feature often used to identify the presence of burst coding. Instead, we found that neurons having unimodal interval distributions were still able to ascribe different meanings to bursts and isolated spikes. In this regime, information transmission depends on dynamical properties of the synapses as well as the length and relative frequency of bursts. Furthermore, we found that common metrics used to quantify burstiness were unable to predict the degree with which bursts could be used to carry information. Our results provide guiding principles for the implementation of coding strategies based on spike-timing patterns, and show that even unimodal firing statistics can be consistent with a bivariate neural code. Nature Publishing Group UK 2021-08-05 /pmc/articles/PMC8342467/ /pubmed/34354118 http://dx.doi.org/10.1038/s41598-021-95037-z Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Williams, Ezekiel
Payeur, Alexandre
Gidon, Albert
Naud, Richard
Neural burst codes disguised as rate codes
title Neural burst codes disguised as rate codes
title_full Neural burst codes disguised as rate codes
title_fullStr Neural burst codes disguised as rate codes
title_full_unstemmed Neural burst codes disguised as rate codes
title_short Neural burst codes disguised as rate codes
title_sort neural burst codes disguised as rate codes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8342467/
https://www.ncbi.nlm.nih.gov/pubmed/34354118
http://dx.doi.org/10.1038/s41598-021-95037-z
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