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Mechanisms of Seizure Propagation in 2-Dimensional Centre-Surround Recurrent Networks

Understanding how seizures spread throughout the brain is an important problem in the treatment of epilepsy, especially for implantable devices that aim to avert focal seizures before they spread to, and overwhelm, the rest of the brain. This paper presents an analysis of the speed of propagation in...

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Detalles Bibliográficos
Autores principales: Hall, David, Kuhlmann, Levin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3742758/
https://www.ncbi.nlm.nih.gov/pubmed/23967201
http://dx.doi.org/10.1371/journal.pone.0071369
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author Hall, David
Kuhlmann, Levin
author_facet Hall, David
Kuhlmann, Levin
author_sort Hall, David
collection PubMed
description Understanding how seizures spread throughout the brain is an important problem in the treatment of epilepsy, especially for implantable devices that aim to avert focal seizures before they spread to, and overwhelm, the rest of the brain. This paper presents an analysis of the speed of propagation in a computational model of seizure-like activity in a 2-dimensional recurrent network of integrate-and-fire neurons containing both excitatory and inhibitory populations and having a difference of Gaussians connectivity structure, an approximation to that observed in cerebral cortex. In the same computational model network, alternative mechanisms are explored in order to simulate the range of seizure-like activity propagation speeds (0.1–100 mm/s) observed in two animal-slice-based models of epilepsy: (1) low extracellular [Image: see text], which creates excess excitation and (2) introduction of gamma-aminobutyric acid (GABA) antagonists, which reduce inhibition. Moreover, two alternative connection topologies are considered: excitation broader than inhibition, and inhibition broader than excitation. It was found that the empirically observed range of propagation velocities can be obtained for both connection topologies. For the case of the GABA antagonist model simulation, consistent with other studies, it was found that there is an effective threshold in the degree of inhibition below which waves begin to propagate. For the case of the low extracellular [Image: see text] model simulation, it was found that activity-dependent reductions in inhibition provide a potential explanation for the emergence of slowly propagating waves. This was simulated as a depression of inhibitory synapses, but it may also be achieved by other mechanisms. This work provides a localised network understanding of the propagation of seizures in 2-dimensional centre-surround networks that can be tested empirically.
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spelling pubmed-37427582013-08-21 Mechanisms of Seizure Propagation in 2-Dimensional Centre-Surround Recurrent Networks Hall, David Kuhlmann, Levin PLoS One Research Article Understanding how seizures spread throughout the brain is an important problem in the treatment of epilepsy, especially for implantable devices that aim to avert focal seizures before they spread to, and overwhelm, the rest of the brain. This paper presents an analysis of the speed of propagation in a computational model of seizure-like activity in a 2-dimensional recurrent network of integrate-and-fire neurons containing both excitatory and inhibitory populations and having a difference of Gaussians connectivity structure, an approximation to that observed in cerebral cortex. In the same computational model network, alternative mechanisms are explored in order to simulate the range of seizure-like activity propagation speeds (0.1–100 mm/s) observed in two animal-slice-based models of epilepsy: (1) low extracellular [Image: see text], which creates excess excitation and (2) introduction of gamma-aminobutyric acid (GABA) antagonists, which reduce inhibition. Moreover, two alternative connection topologies are considered: excitation broader than inhibition, and inhibition broader than excitation. It was found that the empirically observed range of propagation velocities can be obtained for both connection topologies. For the case of the GABA antagonist model simulation, consistent with other studies, it was found that there is an effective threshold in the degree of inhibition below which waves begin to propagate. For the case of the low extracellular [Image: see text] model simulation, it was found that activity-dependent reductions in inhibition provide a potential explanation for the emergence of slowly propagating waves. This was simulated as a depression of inhibitory synapses, but it may also be achieved by other mechanisms. This work provides a localised network understanding of the propagation of seizures in 2-dimensional centre-surround networks that can be tested empirically. Public Library of Science 2013-08-13 /pmc/articles/PMC3742758/ /pubmed/23967201 http://dx.doi.org/10.1371/journal.pone.0071369 Text en © 2013 Hall, Kuhlmann 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
Hall, David
Kuhlmann, Levin
Mechanisms of Seizure Propagation in 2-Dimensional Centre-Surround Recurrent Networks
title Mechanisms of Seizure Propagation in 2-Dimensional Centre-Surround Recurrent Networks
title_full Mechanisms of Seizure Propagation in 2-Dimensional Centre-Surround Recurrent Networks
title_fullStr Mechanisms of Seizure Propagation in 2-Dimensional Centre-Surround Recurrent Networks
title_full_unstemmed Mechanisms of Seizure Propagation in 2-Dimensional Centre-Surround Recurrent Networks
title_short Mechanisms of Seizure Propagation in 2-Dimensional Centre-Surround Recurrent Networks
title_sort mechanisms of seizure propagation in 2-dimensional centre-surround recurrent networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3742758/
https://www.ncbi.nlm.nih.gov/pubmed/23967201
http://dx.doi.org/10.1371/journal.pone.0071369
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