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The role of dimensionality in neuronal network dynamics

Recent results from network theory show that complexity affects several dynamical properties of networks that favor synchronization. Here we show that synchronization in 2D and 3D neuronal networks is significantly different. Using dissociated hippocampal neurons we compared properties of cultures g...

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Autores principales: Ulloa Severino, Francesco Paolo, Ban, Jelena, Song, Qin, Tang, Mingliang, Bianconi, Ginestra, Cheng, Guosheng, Torre, Vincent
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4939604/
https://www.ncbi.nlm.nih.gov/pubmed/27404281
http://dx.doi.org/10.1038/srep29640
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author Ulloa Severino, Francesco Paolo
Ban, Jelena
Song, Qin
Tang, Mingliang
Bianconi, Ginestra
Cheng, Guosheng
Torre, Vincent
author_facet Ulloa Severino, Francesco Paolo
Ban, Jelena
Song, Qin
Tang, Mingliang
Bianconi, Ginestra
Cheng, Guosheng
Torre, Vincent
author_sort Ulloa Severino, Francesco Paolo
collection PubMed
description Recent results from network theory show that complexity affects several dynamical properties of networks that favor synchronization. Here we show that synchronization in 2D and 3D neuronal networks is significantly different. Using dissociated hippocampal neurons we compared properties of cultures grown on a flat 2D substrates with those formed on 3D graphene foam scaffolds. Both 2D and 3D cultures had comparable glia to neuron ratio and the percentage of GABAergic inhibitory neurons. 3D cultures because of their dimension have many connections among distant neurons leading to small-world networks and their characteristic dynamics. After one week, calcium imaging revealed moderately synchronous activity in 2D networks, but the degree of synchrony of 3D networks was higher and had two regimes: a highly synchronized (HS) and a moderately synchronized (MS) regime. The HS regime was never observed in 2D networks. During the MS regime, neuronal assemblies in synchrony changed with time as observed in mammalian brains. After two weeks, the degree of synchrony in 3D networks decreased, as observed in vivo. These results show that dimensionality determines properties of neuronal networks and that several features of brain dynamics are a consequence of its 3D topology.
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spelling pubmed-49396042016-07-14 The role of dimensionality in neuronal network dynamics Ulloa Severino, Francesco Paolo Ban, Jelena Song, Qin Tang, Mingliang Bianconi, Ginestra Cheng, Guosheng Torre, Vincent Sci Rep Article Recent results from network theory show that complexity affects several dynamical properties of networks that favor synchronization. Here we show that synchronization in 2D and 3D neuronal networks is significantly different. Using dissociated hippocampal neurons we compared properties of cultures grown on a flat 2D substrates with those formed on 3D graphene foam scaffolds. Both 2D and 3D cultures had comparable glia to neuron ratio and the percentage of GABAergic inhibitory neurons. 3D cultures because of their dimension have many connections among distant neurons leading to small-world networks and their characteristic dynamics. After one week, calcium imaging revealed moderately synchronous activity in 2D networks, but the degree of synchrony of 3D networks was higher and had two regimes: a highly synchronized (HS) and a moderately synchronized (MS) regime. The HS regime was never observed in 2D networks. During the MS regime, neuronal assemblies in synchrony changed with time as observed in mammalian brains. After two weeks, the degree of synchrony in 3D networks decreased, as observed in vivo. These results show that dimensionality determines properties of neuronal networks and that several features of brain dynamics are a consequence of its 3D topology. Nature Publishing Group 2016-07-11 /pmc/articles/PMC4939604/ /pubmed/27404281 http://dx.doi.org/10.1038/srep29640 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Ulloa Severino, Francesco Paolo
Ban, Jelena
Song, Qin
Tang, Mingliang
Bianconi, Ginestra
Cheng, Guosheng
Torre, Vincent
The role of dimensionality in neuronal network dynamics
title The role of dimensionality in neuronal network dynamics
title_full The role of dimensionality in neuronal network dynamics
title_fullStr The role of dimensionality in neuronal network dynamics
title_full_unstemmed The role of dimensionality in neuronal network dynamics
title_short The role of dimensionality in neuronal network dynamics
title_sort role of dimensionality in neuronal network dynamics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4939604/
https://www.ncbi.nlm.nih.gov/pubmed/27404281
http://dx.doi.org/10.1038/srep29640
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