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Information-Theoretical Analysis of the Neural Code in the Rodent Temporal Lobe

In the study of the neural code, information-theoretical methods have the advantage of making no assumptions about the probabilistic mapping between stimuli and responses. In the sensory domain, several methods have been developed to quantify the amount of information encoded in neural activity, wit...

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Autores principales: Maidana Capitán, Melisa B., Kropff, Emilio, Samengo, Inés
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513095/
https://www.ncbi.nlm.nih.gov/pubmed/33265660
http://dx.doi.org/10.3390/e20080571
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author Maidana Capitán, Melisa B.
Kropff, Emilio
Samengo, Inés
author_facet Maidana Capitán, Melisa B.
Kropff, Emilio
Samengo, Inés
author_sort Maidana Capitán, Melisa B.
collection PubMed
description In the study of the neural code, information-theoretical methods have the advantage of making no assumptions about the probabilistic mapping between stimuli and responses. In the sensory domain, several methods have been developed to quantify the amount of information encoded in neural activity, without necessarily identifying the specific stimulus or response features that instantiate the code. As a proof of concept, here we extend those methods to the encoding of kinematic information in a navigating rodent. We estimate the information encoded in two well-characterized codes, mediated by the firing rate of neurons, and by the phase-of-firing with respect to the theta-filtered local field potential. In addition, we also consider a novel code, mediated by the delta-filtered local field potential. We find that all three codes transmit significant amounts of kinematic information, and informative neurons tend to employ a combination of codes. Cells tend to encode conjunctions of kinematic features, so that most of the informative neurons fall outside the traditional cell types employed to classify spatially-selective units. We conclude that a broad perspective on the candidate stimulus and response features expands the repertoire of strategies with which kinematic information is encoded.
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spelling pubmed-75130952020-11-09 Information-Theoretical Analysis of the Neural Code in the Rodent Temporal Lobe Maidana Capitán, Melisa B. Kropff, Emilio Samengo, Inés Entropy (Basel) Article In the study of the neural code, information-theoretical methods have the advantage of making no assumptions about the probabilistic mapping between stimuli and responses. In the sensory domain, several methods have been developed to quantify the amount of information encoded in neural activity, without necessarily identifying the specific stimulus or response features that instantiate the code. As a proof of concept, here we extend those methods to the encoding of kinematic information in a navigating rodent. We estimate the information encoded in two well-characterized codes, mediated by the firing rate of neurons, and by the phase-of-firing with respect to the theta-filtered local field potential. In addition, we also consider a novel code, mediated by the delta-filtered local field potential. We find that all three codes transmit significant amounts of kinematic information, and informative neurons tend to employ a combination of codes. Cells tend to encode conjunctions of kinematic features, so that most of the informative neurons fall outside the traditional cell types employed to classify spatially-selective units. We conclude that a broad perspective on the candidate stimulus and response features expands the repertoire of strategies with which kinematic information is encoded. MDPI 2018-08-03 /pmc/articles/PMC7513095/ /pubmed/33265660 http://dx.doi.org/10.3390/e20080571 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Maidana Capitán, Melisa B.
Kropff, Emilio
Samengo, Inés
Information-Theoretical Analysis of the Neural Code in the Rodent Temporal Lobe
title Information-Theoretical Analysis of the Neural Code in the Rodent Temporal Lobe
title_full Information-Theoretical Analysis of the Neural Code in the Rodent Temporal Lobe
title_fullStr Information-Theoretical Analysis of the Neural Code in the Rodent Temporal Lobe
title_full_unstemmed Information-Theoretical Analysis of the Neural Code in the Rodent Temporal Lobe
title_short Information-Theoretical Analysis of the Neural Code in the Rodent Temporal Lobe
title_sort information-theoretical analysis of the neural code in the rodent temporal lobe
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513095/
https://www.ncbi.nlm.nih.gov/pubmed/33265660
http://dx.doi.org/10.3390/e20080571
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