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Bifurcation analysis of two coupled Jansen-Rit neural mass models

We investigate how changes in network structure can lead to pathological oscillations similar to those observed in epileptic brain. Specifically, we conduct a bifurcation analysis of a network of two Jansen-Rit neural mass models, representing two cortical regions, to investigate different aspects o...

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Detalles Bibliográficos
Autores principales: Ahmadizadeh, Saeed, Karoly, Philippa J., Nešić, Dragan, Grayden, David B., Cook, Mark J., Soudry, Daniel, Freestone, Dean R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5870965/
https://www.ncbi.nlm.nih.gov/pubmed/29584728
http://dx.doi.org/10.1371/journal.pone.0192842
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author Ahmadizadeh, Saeed
Karoly, Philippa J.
Nešić, Dragan
Grayden, David B.
Cook, Mark J.
Soudry, Daniel
Freestone, Dean R.
author_facet Ahmadizadeh, Saeed
Karoly, Philippa J.
Nešić, Dragan
Grayden, David B.
Cook, Mark J.
Soudry, Daniel
Freestone, Dean R.
author_sort Ahmadizadeh, Saeed
collection PubMed
description We investigate how changes in network structure can lead to pathological oscillations similar to those observed in epileptic brain. Specifically, we conduct a bifurcation analysis of a network of two Jansen-Rit neural mass models, representing two cortical regions, to investigate different aspects of its behavior with respect to changes in the input and interconnection gains. The bifurcation diagrams, along with simulated EEG time series, exhibit diverse behaviors when varying the input, coupling strength, and network structure. We show that this simple network of neural mass models can generate various oscillatory activities, including delta wave activity, which has not been previously reported through analysis of a single Jansen-Rit neural mass model. Our analysis shows that spike-wave discharges can occur in a cortical region as a result of input changes in the other region, which may have important implications for epilepsy treatment. The bifurcation analysis is related to clinical data in two case studies.
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spelling pubmed-58709652018-04-06 Bifurcation analysis of two coupled Jansen-Rit neural mass models Ahmadizadeh, Saeed Karoly, Philippa J. Nešić, Dragan Grayden, David B. Cook, Mark J. Soudry, Daniel Freestone, Dean R. PLoS One Research Article We investigate how changes in network structure can lead to pathological oscillations similar to those observed in epileptic brain. Specifically, we conduct a bifurcation analysis of a network of two Jansen-Rit neural mass models, representing two cortical regions, to investigate different aspects of its behavior with respect to changes in the input and interconnection gains. The bifurcation diagrams, along with simulated EEG time series, exhibit diverse behaviors when varying the input, coupling strength, and network structure. We show that this simple network of neural mass models can generate various oscillatory activities, including delta wave activity, which has not been previously reported through analysis of a single Jansen-Rit neural mass model. Our analysis shows that spike-wave discharges can occur in a cortical region as a result of input changes in the other region, which may have important implications for epilepsy treatment. The bifurcation analysis is related to clinical data in two case studies. Public Library of Science 2018-03-27 /pmc/articles/PMC5870965/ /pubmed/29584728 http://dx.doi.org/10.1371/journal.pone.0192842 Text en © 2018 Ahmadizadeh 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ahmadizadeh, Saeed
Karoly, Philippa J.
Nešić, Dragan
Grayden, David B.
Cook, Mark J.
Soudry, Daniel
Freestone, Dean R.
Bifurcation analysis of two coupled Jansen-Rit neural mass models
title Bifurcation analysis of two coupled Jansen-Rit neural mass models
title_full Bifurcation analysis of two coupled Jansen-Rit neural mass models
title_fullStr Bifurcation analysis of two coupled Jansen-Rit neural mass models
title_full_unstemmed Bifurcation analysis of two coupled Jansen-Rit neural mass models
title_short Bifurcation analysis of two coupled Jansen-Rit neural mass models
title_sort bifurcation analysis of two coupled jansen-rit neural mass models
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5870965/
https://www.ncbi.nlm.nih.gov/pubmed/29584728
http://dx.doi.org/10.1371/journal.pone.0192842
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