Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1782380538005291008 |
---|---|
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. |
format | Online Article Text |
id | pubmed-4497656 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT sweeneyyann adiffusivehomeostaticsignalmaintainsneuralheterogeneityandresponsivenessincorticalnetworks AT hellgrenkotaleskijeanette adiffusivehomeostaticsignalmaintainsneuralheterogeneityandresponsivenessincorticalnetworks AT hennigmatthiash adiffusivehomeostaticsignalmaintainsneuralheterogeneityandresponsivenessincorticalnetworks AT sweeneyyann diffusivehomeostaticsignalmaintainsneuralheterogeneityandresponsivenessincorticalnetworks AT hellgrenkotaleskijeanette diffusivehomeostaticsignalmaintainsneuralheterogeneityandresponsivenessincorticalnetworks AT hennigmatthiash diffusivehomeostaticsignalmaintainsneuralheterogeneityandresponsivenessincorticalnetworks |