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Formation of neural networks with structural and functional features consistent with small-world network topology on surface-grafted polymer particles
In vitro electrophysiological investigation of neural activity at a network level holds tremendous potential for elucidating underlying features of brain function (and dysfunction). In standard neural network modelling systems, however, the fundamental three-dimensional (3D) character of the brain i...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6837210/ https://www.ncbi.nlm.nih.gov/pubmed/31824715 http://dx.doi.org/10.1098/rsos.191086 |
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author | Valderhaug, Vibeke Devold Glomm, Wilhelm Robert Sandru, Eugenia Mariana Yasuda, Masahiro Sandvig, Axel Sandvig, Ioanna |
author_facet | Valderhaug, Vibeke Devold Glomm, Wilhelm Robert Sandru, Eugenia Mariana Yasuda, Masahiro Sandvig, Axel Sandvig, Ioanna |
author_sort | Valderhaug, Vibeke Devold |
collection | PubMed |
description | In vitro electrophysiological investigation of neural activity at a network level holds tremendous potential for elucidating underlying features of brain function (and dysfunction). In standard neural network modelling systems, however, the fundamental three-dimensional (3D) character of the brain is a largely disregarded feature. This widely applied neuroscientific strategy affects several aspects of the structure–function relationships of the resulting networks, altering network connectivity and topology, ultimately reducing the translatability of the results obtained. As these model systems increase in popularity, it becomes imperative that they capture, as accurately as possible, fundamental features of neural networks in the brain, such as small-worldness. In this report, we combine in vitro neural cell culture with a biologically compatible scaffolding substrate, surface-grafted polymer particles (PPs), to develop neural networks with 3D topology. Furthermore, we investigate their electrophysiological network activity through the use of 3D multielectrode arrays. The resulting neural network activity shows emergent behaviour consistent with maturing neural networks capable of performing computations, i.e. activity patterns suggestive of both information segregation (desynchronized single spikes and local bursts) and information integration (network spikes). Importantly, we demonstrate that the resulting PP-structured neural networks show both structural and functional features consistent with small-world network topology. |
format | Online Article Text |
id | pubmed-6837210 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-68372102019-12-10 Formation of neural networks with structural and functional features consistent with small-world network topology on surface-grafted polymer particles Valderhaug, Vibeke Devold Glomm, Wilhelm Robert Sandru, Eugenia Mariana Yasuda, Masahiro Sandvig, Axel Sandvig, Ioanna R Soc Open Sci Cellular and Molecular Biology In vitro electrophysiological investigation of neural activity at a network level holds tremendous potential for elucidating underlying features of brain function (and dysfunction). In standard neural network modelling systems, however, the fundamental three-dimensional (3D) character of the brain is a largely disregarded feature. This widely applied neuroscientific strategy affects several aspects of the structure–function relationships of the resulting networks, altering network connectivity and topology, ultimately reducing the translatability of the results obtained. As these model systems increase in popularity, it becomes imperative that they capture, as accurately as possible, fundamental features of neural networks in the brain, such as small-worldness. In this report, we combine in vitro neural cell culture with a biologically compatible scaffolding substrate, surface-grafted polymer particles (PPs), to develop neural networks with 3D topology. Furthermore, we investigate their electrophysiological network activity through the use of 3D multielectrode arrays. The resulting neural network activity shows emergent behaviour consistent with maturing neural networks capable of performing computations, i.e. activity patterns suggestive of both information segregation (desynchronized single spikes and local bursts) and information integration (network spikes). Importantly, we demonstrate that the resulting PP-structured neural networks show both structural and functional features consistent with small-world network topology. The Royal Society 2019-10-23 /pmc/articles/PMC6837210/ /pubmed/31824715 http://dx.doi.org/10.1098/rsos.191086 Text en © 2019 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Cellular and Molecular Biology Valderhaug, Vibeke Devold Glomm, Wilhelm Robert Sandru, Eugenia Mariana Yasuda, Masahiro Sandvig, Axel Sandvig, Ioanna Formation of neural networks with structural and functional features consistent with small-world network topology on surface-grafted polymer particles |
title | Formation of neural networks with structural and functional features consistent with small-world network topology on surface-grafted polymer particles |
title_full | Formation of neural networks with structural and functional features consistent with small-world network topology on surface-grafted polymer particles |
title_fullStr | Formation of neural networks with structural and functional features consistent with small-world network topology on surface-grafted polymer particles |
title_full_unstemmed | Formation of neural networks with structural and functional features consistent with small-world network topology on surface-grafted polymer particles |
title_short | Formation of neural networks with structural and functional features consistent with small-world network topology on surface-grafted polymer particles |
title_sort | formation of neural networks with structural and functional features consistent with small-world network topology on surface-grafted polymer particles |
topic | Cellular and Molecular Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6837210/ https://www.ncbi.nlm.nih.gov/pubmed/31824715 http://dx.doi.org/10.1098/rsos.191086 |
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