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A Diffusive Homeostatic Signal Maintains Neural Heterogeneity and Responsiveness in Cortical Networks

Gaseous neurotransmitters such as nitric oxide (NO) provide a unique and often overlooked mechanism for neurons to communicate through diffusion within a network, independent of synaptic connectivity. NO provides homeostatic control of intrinsic excitability. Here we conduct a theoretical investigat...

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Detalles Bibliográficos
Autores principales: Sweeney, Yann, Hellgren Kotaleski, Jeanette, Hennig, Matthias H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4497656/
https://www.ncbi.nlm.nih.gov/pubmed/26158556
http://dx.doi.org/10.1371/journal.pcbi.1004389
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author Sweeney, Yann
Hellgren Kotaleski, Jeanette
Hennig, Matthias H.
author_facet Sweeney, Yann
Hellgren Kotaleski, Jeanette
Hennig, Matthias H.
author_sort Sweeney, Yann
collection PubMed
description Gaseous neurotransmitters such as nitric oxide (NO) provide a unique and often overlooked mechanism for neurons to communicate through diffusion within a network, independent of synaptic connectivity. NO provides homeostatic control of intrinsic excitability. Here we conduct a theoretical investigation of the distinguishing roles of NO-mediated diffusive homeostasis in comparison with canonical non-diffusive homeostasis in cortical networks. We find that both forms of homeostasis provide a robust mechanism for maintaining stable activity following perturbations. However, the resulting networks differ, with diffusive homeostasis maintaining substantial heterogeneity in activity levels of individual neurons, a feature disrupted in networks with non-diffusive homeostasis. This results in networks capable of representing input heterogeneity, and linearly responding over a broader range of inputs than those undergoing non-diffusive homeostasis. We further show that these properties are preserved when homeostatic and Hebbian plasticity are combined. These results suggest a mechanism for dynamically maintaining neural heterogeneity, and expose computational advantages of non-local homeostatic processes.
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spelling pubmed-44976562015-07-14 A Diffusive Homeostatic Signal Maintains Neural Heterogeneity and Responsiveness in Cortical Networks Sweeney, Yann Hellgren Kotaleski, Jeanette Hennig, Matthias H. PLoS Comput Biol Research Article Gaseous neurotransmitters such as nitric oxide (NO) provide a unique and often overlooked mechanism for neurons to communicate through diffusion within a network, independent of synaptic connectivity. NO provides homeostatic control of intrinsic excitability. Here we conduct a theoretical investigation of the distinguishing roles of NO-mediated diffusive homeostasis in comparison with canonical non-diffusive homeostasis in cortical networks. We find that both forms of homeostasis provide a robust mechanism for maintaining stable activity following perturbations. However, the resulting networks differ, with diffusive homeostasis maintaining substantial heterogeneity in activity levels of individual neurons, a feature disrupted in networks with non-diffusive homeostasis. This results in networks capable of representing input heterogeneity, and linearly responding over a broader range of inputs than those undergoing non-diffusive homeostasis. We further show that these properties are preserved when homeostatic and Hebbian plasticity are combined. These results suggest a mechanism for dynamically maintaining neural heterogeneity, and expose computational advantages of non-local homeostatic processes. Public Library of Science 2015-07-09 /pmc/articles/PMC4497656/ /pubmed/26158556 http://dx.doi.org/10.1371/journal.pcbi.1004389 Text en © 2015 Sweeney 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Sweeney, Yann
Hellgren Kotaleski, Jeanette
Hennig, Matthias H.
A Diffusive Homeostatic Signal Maintains Neural Heterogeneity and Responsiveness in Cortical Networks
title A Diffusive Homeostatic Signal Maintains Neural Heterogeneity and Responsiveness in Cortical Networks
title_full A Diffusive Homeostatic Signal Maintains Neural Heterogeneity and Responsiveness in Cortical Networks
title_fullStr A Diffusive Homeostatic Signal Maintains Neural Heterogeneity and Responsiveness in Cortical Networks
title_full_unstemmed A Diffusive Homeostatic Signal Maintains Neural Heterogeneity and Responsiveness in Cortical Networks
title_short A Diffusive Homeostatic Signal Maintains Neural Heterogeneity and Responsiveness in Cortical Networks
title_sort diffusive homeostatic signal maintains neural heterogeneity and responsiveness in cortical networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4497656/
https://www.ncbi.nlm.nih.gov/pubmed/26158556
http://dx.doi.org/10.1371/journal.pcbi.1004389
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