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Nonlinear effects of intrinsic dynamics on temporal encoding in a model of avian auditory cortex

Neurons exhibit diverse intrinsic dynamics, which govern how they integrate synaptic inputs to produce spikes. Intrinsic dynamics are often plastic during development and learning, but the effects of these changes on stimulus encoding properties are not well known. To examine this relationship, we s...

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Detalles Bibliográficos
Autores principales: Fehrman, Christof, Robbins, Tyler D., Meliza, C. Daniel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7932506/
https://www.ncbi.nlm.nih.gov/pubmed/33617539
http://dx.doi.org/10.1371/journal.pcbi.1008768
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author Fehrman, Christof
Robbins, Tyler D.
Meliza, C. Daniel
author_facet Fehrman, Christof
Robbins, Tyler D.
Meliza, C. Daniel
author_sort Fehrman, Christof
collection PubMed
description Neurons exhibit diverse intrinsic dynamics, which govern how they integrate synaptic inputs to produce spikes. Intrinsic dynamics are often plastic during development and learning, but the effects of these changes on stimulus encoding properties are not well known. To examine this relationship, we simulated auditory responses to zebra finch song using a linear-dynamical cascade model, which combines a linear spectrotemporal receptive field with a dynamical, conductance-based neuron model, then used generalized linear models to estimate encoding properties from the resulting spike trains. We focused on the effects of a low-threshold potassium current (K(LT)) that is present in a subset of cells in the zebra finch caudal mesopallium and is affected by early auditory experience. We found that K(LT) affects both spike adaptation and the temporal filtering properties of the receptive field. The direction of the effects depended on the temporal modulation tuning of the linear (input) stage of the cascade model, indicating a strongly nonlinear relationship. These results suggest that small changes in intrinsic dynamics in tandem with differences in synaptic connectivity can have dramatic effects on the tuning of auditory neurons.
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spelling pubmed-79325062021-03-15 Nonlinear effects of intrinsic dynamics on temporal encoding in a model of avian auditory cortex Fehrman, Christof Robbins, Tyler D. Meliza, C. Daniel PLoS Comput Biol Research Article Neurons exhibit diverse intrinsic dynamics, which govern how they integrate synaptic inputs to produce spikes. Intrinsic dynamics are often plastic during development and learning, but the effects of these changes on stimulus encoding properties are not well known. To examine this relationship, we simulated auditory responses to zebra finch song using a linear-dynamical cascade model, which combines a linear spectrotemporal receptive field with a dynamical, conductance-based neuron model, then used generalized linear models to estimate encoding properties from the resulting spike trains. We focused on the effects of a low-threshold potassium current (K(LT)) that is present in a subset of cells in the zebra finch caudal mesopallium and is affected by early auditory experience. We found that K(LT) affects both spike adaptation and the temporal filtering properties of the receptive field. The direction of the effects depended on the temporal modulation tuning of the linear (input) stage of the cascade model, indicating a strongly nonlinear relationship. These results suggest that small changes in intrinsic dynamics in tandem with differences in synaptic connectivity can have dramatic effects on the tuning of auditory neurons. Public Library of Science 2021-02-22 /pmc/articles/PMC7932506/ /pubmed/33617539 http://dx.doi.org/10.1371/journal.pcbi.1008768 Text en © 2021 Fehrman et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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
Fehrman, Christof
Robbins, Tyler D.
Meliza, C. Daniel
Nonlinear effects of intrinsic dynamics on temporal encoding in a model of avian auditory cortex
title Nonlinear effects of intrinsic dynamics on temporal encoding in a model of avian auditory cortex
title_full Nonlinear effects of intrinsic dynamics on temporal encoding in a model of avian auditory cortex
title_fullStr Nonlinear effects of intrinsic dynamics on temporal encoding in a model of avian auditory cortex
title_full_unstemmed Nonlinear effects of intrinsic dynamics on temporal encoding in a model of avian auditory cortex
title_short Nonlinear effects of intrinsic dynamics on temporal encoding in a model of avian auditory cortex
title_sort nonlinear effects of intrinsic dynamics on temporal encoding in a model of avian auditory cortex
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7932506/
https://www.ncbi.nlm.nih.gov/pubmed/33617539
http://dx.doi.org/10.1371/journal.pcbi.1008768
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