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A unified physiological framework of transitions between seizures, sustained ictal activity and depolarization block at the single neuron level
The majority of seizures recorded in humans and experimental animal models can be described by a generic phenomenological mathematical model, the Epileptor. In this model, seizure-like events (SLEs) are driven by a slow variable and occur via saddle node (SN) and homoclinic bifurcations at seizure o...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8818009/ https://www.ncbi.nlm.nih.gov/pubmed/35031915 http://dx.doi.org/10.1007/s10827-022-00811-1 |
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author | Depannemaecker, Damien Ivanov, Anton Lillo, Davide Spek, Len Bernard, Christophe Jirsa, Viktor |
author_facet | Depannemaecker, Damien Ivanov, Anton Lillo, Davide Spek, Len Bernard, Christophe Jirsa, Viktor |
author_sort | Depannemaecker, Damien |
collection | PubMed |
description | The majority of seizures recorded in humans and experimental animal models can be described by a generic phenomenological mathematical model, the Epileptor. In this model, seizure-like events (SLEs) are driven by a slow variable and occur via saddle node (SN) and homoclinic bifurcations at seizure onset and offset, respectively. Here we investigated SLEs at the single cell level using a biophysically relevant neuron model including a slow/fast system of four equations. The two equations for the slow subsystem describe ion concentration variations and the two equations of the fast subsystem delineate the electrophysiological activities of the neuron. Using extracellular K(+) as a slow variable, we report that SLEs with SN/homoclinic bifurcations can readily occur at the single cell level when extracellular K(+) reaches a critical value. In patients and experimental models, seizures can also evolve into sustained ictal activity (SIA) and depolarization block (DB), activities which are also parts of the dynamic repertoire of the Epileptor. Increasing extracellular concentration of K(+) in the model to values found during experimental status epilepticus and DB, we show that SIA and DB can also occur at the single cell level. Thus, seizures, SIA, and DB, which have been first identified as network events, can exist in a unified framework of a biophysical model at the single neuron level and exhibit similar dynamics as observed in the Epileptor. Author Summary: Epilepsy is a neurological disorder characterized by the occurrence of seizures. Seizures have been characterized in patients in experimental models at both macroscopic and microscopic scales using electrophysiological recordings. Experimental works allowed the establishment of a detailed taxonomy of seizures, which can be described by mathematical models. We can distinguish two main types of models. Phenomenological (generic) models have few parameters and variables and permit detailed dynamical studies often capturing a majority of activities observed in experimental conditions. But they also have abstract parameters, making biological interpretation difficult. Biophysical models, on the other hand, use a large number of variables and parameters due to the complexity of the biological systems they represent. Because of the multiplicity of solutions, it is difficult to extract general dynamical rules. In the present work, we integrate both approaches and reduce a detailed biophysical model to sufficiently low-dimensional equations, and thus maintaining the advantages of a generic model. We propose, at the single cell level, a unified framework of different pathological activities that are seizures, depolarization block, and sustained ictal activity. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10827-022-00811-1. |
format | Online Article Text |
id | pubmed-8818009 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-88180092022-02-23 A unified physiological framework of transitions between seizures, sustained ictal activity and depolarization block at the single neuron level Depannemaecker, Damien Ivanov, Anton Lillo, Davide Spek, Len Bernard, Christophe Jirsa, Viktor J Comput Neurosci Original Article The majority of seizures recorded in humans and experimental animal models can be described by a generic phenomenological mathematical model, the Epileptor. In this model, seizure-like events (SLEs) are driven by a slow variable and occur via saddle node (SN) and homoclinic bifurcations at seizure onset and offset, respectively. Here we investigated SLEs at the single cell level using a biophysically relevant neuron model including a slow/fast system of four equations. The two equations for the slow subsystem describe ion concentration variations and the two equations of the fast subsystem delineate the electrophysiological activities of the neuron. Using extracellular K(+) as a slow variable, we report that SLEs with SN/homoclinic bifurcations can readily occur at the single cell level when extracellular K(+) reaches a critical value. In patients and experimental models, seizures can also evolve into sustained ictal activity (SIA) and depolarization block (DB), activities which are also parts of the dynamic repertoire of the Epileptor. Increasing extracellular concentration of K(+) in the model to values found during experimental status epilepticus and DB, we show that SIA and DB can also occur at the single cell level. Thus, seizures, SIA, and DB, which have been first identified as network events, can exist in a unified framework of a biophysical model at the single neuron level and exhibit similar dynamics as observed in the Epileptor. Author Summary: Epilepsy is a neurological disorder characterized by the occurrence of seizures. Seizures have been characterized in patients in experimental models at both macroscopic and microscopic scales using electrophysiological recordings. Experimental works allowed the establishment of a detailed taxonomy of seizures, which can be described by mathematical models. We can distinguish two main types of models. Phenomenological (generic) models have few parameters and variables and permit detailed dynamical studies often capturing a majority of activities observed in experimental conditions. But they also have abstract parameters, making biological interpretation difficult. Biophysical models, on the other hand, use a large number of variables and parameters due to the complexity of the biological systems they represent. Because of the multiplicity of solutions, it is difficult to extract general dynamical rules. In the present work, we integrate both approaches and reduce a detailed biophysical model to sufficiently low-dimensional equations, and thus maintaining the advantages of a generic model. We propose, at the single cell level, a unified framework of different pathological activities that are seizures, depolarization block, and sustained ictal activity. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10827-022-00811-1. Springer US 2022-01-15 2022 /pmc/articles/PMC8818009/ /pubmed/35031915 http://dx.doi.org/10.1007/s10827-022-00811-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article Depannemaecker, Damien Ivanov, Anton Lillo, Davide Spek, Len Bernard, Christophe Jirsa, Viktor A unified physiological framework of transitions between seizures, sustained ictal activity and depolarization block at the single neuron level |
title | A unified physiological framework of transitions between seizures, sustained ictal activity and depolarization block at the single neuron level |
title_full | A unified physiological framework of transitions between seizures, sustained ictal activity and depolarization block at the single neuron level |
title_fullStr | A unified physiological framework of transitions between seizures, sustained ictal activity and depolarization block at the single neuron level |
title_full_unstemmed | A unified physiological framework of transitions between seizures, sustained ictal activity and depolarization block at the single neuron level |
title_short | A unified physiological framework of transitions between seizures, sustained ictal activity and depolarization block at the single neuron level |
title_sort | unified physiological framework of transitions between seizures, sustained ictal activity and depolarization block at the single neuron level |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8818009/ https://www.ncbi.nlm.nih.gov/pubmed/35031915 http://dx.doi.org/10.1007/s10827-022-00811-1 |
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