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Neural field model to reconcile structure with function in primary visual cortex

Voltage-sensitive dye imaging experiments in primary visual cortex (V1) have shown that local, oriented visual stimuli elicit stable orientation-selective activation within the stimulus retinotopic footprint. The cortical activation dynamically extends far beyond the retinotopic footprint, but the p...

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Detalles Bibliográficos
Autores principales: Rankin, James, Chavane, Frédéric
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5669491/
https://www.ncbi.nlm.nih.gov/pubmed/29065120
http://dx.doi.org/10.1371/journal.pcbi.1005821
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author Rankin, James
Chavane, Frédéric
author_facet Rankin, James
Chavane, Frédéric
author_sort Rankin, James
collection PubMed
description Voltage-sensitive dye imaging experiments in primary visual cortex (V1) have shown that local, oriented visual stimuli elicit stable orientation-selective activation within the stimulus retinotopic footprint. The cortical activation dynamically extends far beyond the retinotopic footprint, but the peripheral spread stays non-selective—a surprising finding given a number of anatomo-functional studies showing the orientation specificity of long-range connections. Here we use a computational model to investigate this apparent discrepancy by studying the expected population response using known published anatomical constraints. The dynamics of input-driven localized states were simulated in a planar neural field model with multiple sub-populations encoding orientation. The realistic connectivity profile has parameters controlling the clustering of long-range connections and their orientation bias. We found substantial overlap between the anatomically relevant parameter range and a steep decay in orientation selective activation that is consistent with the imaging experiments. In this way our study reconciles the reported orientation bias of long-range connections with the functional expression of orientation selective neural activity. Our results demonstrate this sharp decay is contingent on three factors, that long-range connections are sufficiently diffuse, that the orientation bias of these connections is in an intermediate range (consistent with anatomy) and that excitation is sufficiently balanced by inhibition. Conversely, our modelling results predict that, for reduced inhibition strength, spurious orientation selective activation could be generated through long-range lateral connections. Furthermore, if the orientation bias of lateral connections is very strong, or if inhibition is particularly weak, the network operates close to an instability leading to unbounded cortical activation.
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spelling pubmed-56694912017-11-18 Neural field model to reconcile structure with function in primary visual cortex Rankin, James Chavane, Frédéric PLoS Comput Biol Research Article Voltage-sensitive dye imaging experiments in primary visual cortex (V1) have shown that local, oriented visual stimuli elicit stable orientation-selective activation within the stimulus retinotopic footprint. The cortical activation dynamically extends far beyond the retinotopic footprint, but the peripheral spread stays non-selective—a surprising finding given a number of anatomo-functional studies showing the orientation specificity of long-range connections. Here we use a computational model to investigate this apparent discrepancy by studying the expected population response using known published anatomical constraints. The dynamics of input-driven localized states were simulated in a planar neural field model with multiple sub-populations encoding orientation. The realistic connectivity profile has parameters controlling the clustering of long-range connections and their orientation bias. We found substantial overlap between the anatomically relevant parameter range and a steep decay in orientation selective activation that is consistent with the imaging experiments. In this way our study reconciles the reported orientation bias of long-range connections with the functional expression of orientation selective neural activity. Our results demonstrate this sharp decay is contingent on three factors, that long-range connections are sufficiently diffuse, that the orientation bias of these connections is in an intermediate range (consistent with anatomy) and that excitation is sufficiently balanced by inhibition. Conversely, our modelling results predict that, for reduced inhibition strength, spurious orientation selective activation could be generated through long-range lateral connections. Furthermore, if the orientation bias of lateral connections is very strong, or if inhibition is particularly weak, the network operates close to an instability leading to unbounded cortical activation. Public Library of Science 2017-10-24 /pmc/articles/PMC5669491/ /pubmed/29065120 http://dx.doi.org/10.1371/journal.pcbi.1005821 Text en © 2017 Rankin, Chavane 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
Rankin, James
Chavane, Frédéric
Neural field model to reconcile structure with function in primary visual cortex
title Neural field model to reconcile structure with function in primary visual cortex
title_full Neural field model to reconcile structure with function in primary visual cortex
title_fullStr Neural field model to reconcile structure with function in primary visual cortex
title_full_unstemmed Neural field model to reconcile structure with function in primary visual cortex
title_short Neural field model to reconcile structure with function in primary visual cortex
title_sort neural field model to reconcile structure with function in primary visual cortex
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5669491/
https://www.ncbi.nlm.nih.gov/pubmed/29065120
http://dx.doi.org/10.1371/journal.pcbi.1005821
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