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Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents

Sensory receptors determine the type and the quantity of information available for perception. Here, we quantified and characterized the information transferred by primary afferents in the rat whisker system using neural system identification. Quantification of “how much” information is conveyed by...

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Autores principales: Chagas, André M., Theis, Lucas, Sengupta, Biswa, Stüttgen, Maik C., Bethge, Matthias, Schwarz, Cornelius
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3852094/
https://www.ncbi.nlm.nih.gov/pubmed/24367295
http://dx.doi.org/10.3389/fncir.2013.00190
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author Chagas, André M.
Theis, Lucas
Sengupta, Biswa
Stüttgen, Maik C.
Bethge, Matthias
Schwarz, Cornelius
author_facet Chagas, André M.
Theis, Lucas
Sengupta, Biswa
Stüttgen, Maik C.
Bethge, Matthias
Schwarz, Cornelius
author_sort Chagas, André M.
collection PubMed
description Sensory receptors determine the type and the quantity of information available for perception. Here, we quantified and characterized the information transferred by primary afferents in the rat whisker system using neural system identification. Quantification of “how much” information is conveyed by primary afferents, using the direct method (DM), a classical information theoretic tool, revealed that primary afferents transfer huge amounts of information (up to 529 bits/s). Information theoretic analysis of instantaneous spike-triggered kinematic stimulus features was used to gain functional insight on “what” is coded by primary afferents. Amongst the kinematic variables tested—position, velocity, and acceleration—primary afferent spikes encoded velocity best. The other two variables contributed to information transfer, but only if combined with velocity. We further revealed three additional characteristics that play a role in information transfer by primary afferents. Firstly, primary afferent spikes show preference for well separated multiple stimuli (i.e., well separated sets of combinations of the three instantaneous kinematic variables). Secondly, neurons are sensitive to short strips of the stimulus trajectory (up to 10 ms pre-spike time), and thirdly, they show spike patterns (precise doublet and triplet spiking). In order to deal with these complexities, we used a flexible probabilistic neuron model fitting mixtures of Gaussians to the spike triggered stimulus distributions, which quantitatively captured the contribution of the mentioned features and allowed us to achieve a full functional analysis of the total information rate indicated by the DM. We found that instantaneous position, velocity, and acceleration explained about 50% of the total information rate. Adding a 10 ms pre-spike interval of stimulus trajectory achieved 80–90%. The final 10–20% were found to be due to non-linear coding by spike bursts.
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spelling pubmed-38520942013-12-23 Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents Chagas, André M. Theis, Lucas Sengupta, Biswa Stüttgen, Maik C. Bethge, Matthias Schwarz, Cornelius Front Neural Circuits Neuroscience Sensory receptors determine the type and the quantity of information available for perception. Here, we quantified and characterized the information transferred by primary afferents in the rat whisker system using neural system identification. Quantification of “how much” information is conveyed by primary afferents, using the direct method (DM), a classical information theoretic tool, revealed that primary afferents transfer huge amounts of information (up to 529 bits/s). Information theoretic analysis of instantaneous spike-triggered kinematic stimulus features was used to gain functional insight on “what” is coded by primary afferents. Amongst the kinematic variables tested—position, velocity, and acceleration—primary afferent spikes encoded velocity best. The other two variables contributed to information transfer, but only if combined with velocity. We further revealed three additional characteristics that play a role in information transfer by primary afferents. Firstly, primary afferent spikes show preference for well separated multiple stimuli (i.e., well separated sets of combinations of the three instantaneous kinematic variables). Secondly, neurons are sensitive to short strips of the stimulus trajectory (up to 10 ms pre-spike time), and thirdly, they show spike patterns (precise doublet and triplet spiking). In order to deal with these complexities, we used a flexible probabilistic neuron model fitting mixtures of Gaussians to the spike triggered stimulus distributions, which quantitatively captured the contribution of the mentioned features and allowed us to achieve a full functional analysis of the total information rate indicated by the DM. We found that instantaneous position, velocity, and acceleration explained about 50% of the total information rate. Adding a 10 ms pre-spike interval of stimulus trajectory achieved 80–90%. The final 10–20% were found to be due to non-linear coding by spike bursts. Frontiers Media S.A. 2013-12-05 /pmc/articles/PMC3852094/ /pubmed/24367295 http://dx.doi.org/10.3389/fncir.2013.00190 Text en Copyright © 2013 Chagas, Theis, Sengupta, Stüttgen, Bethge and Schwarz. http://creativecommons.org/licenses/by/3.0/ 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
Chagas, André M.
Theis, Lucas
Sengupta, Biswa
Stüttgen, Maik C.
Bethge, Matthias
Schwarz, Cornelius
Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents
title Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents
title_full Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents
title_fullStr Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents
title_full_unstemmed Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents
title_short Functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents
title_sort functional analysis of ultra high information rates conveyed by rat vibrissal primary afferents
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3852094/
https://www.ncbi.nlm.nih.gov/pubmed/24367295
http://dx.doi.org/10.3389/fncir.2013.00190
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