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Autonomic nervous system changes detected with peripheral sensors in the setting of epileptic seizures

A better understanding of the early detection of seizures is highly desirable as identification of an impending seizure may afford improved treatments, such as antiepileptic drug chronotherapy, or timely warning to patients. While epileptic seizures are known to often manifest also with autonomic ne...

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Autores principales: Vieluf, Solveig, Reinsberger, Claus, El Atrache, Rima, Jackson, Michele, Schubach, Sarah, Ufongene, Claire, Loddenkemper, Tobias, Meisel, Christian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7360606/
https://www.ncbi.nlm.nih.gov/pubmed/32665704
http://dx.doi.org/10.1038/s41598-020-68434-z
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author Vieluf, Solveig
Reinsberger, Claus
El Atrache, Rima
Jackson, Michele
Schubach, Sarah
Ufongene, Claire
Loddenkemper, Tobias
Meisel, Christian
author_facet Vieluf, Solveig
Reinsberger, Claus
El Atrache, Rima
Jackson, Michele
Schubach, Sarah
Ufongene, Claire
Loddenkemper, Tobias
Meisel, Christian
author_sort Vieluf, Solveig
collection PubMed
description A better understanding of the early detection of seizures is highly desirable as identification of an impending seizure may afford improved treatments, such as antiepileptic drug chronotherapy, or timely warning to patients. While epileptic seizures are known to often manifest also with autonomic nervous system (ANS) changes, it is not clear whether ANS markers, if recorded from a wearable device, are also informative about an impending seizure with statistically significant sensitivity and specificity. Using statistical testing with seizure surrogate data and a unique dataset of continuously recorded multi-day wristband data including electrodermal activity (EDA), temperature (TEMP) and heart rate (HR) from 66 people with epilepsy (9.9 ± 5.8 years; 27 females; 161 seizures) we investigated differences between inter- and preictal periods in terms of mean, variance, and entropy of these signals. We found that signal mean and variance do not differentiate between inter- and preictal periods in a statistically meaningful way. EDA signal entropy was found to be increased prior to seizures in a small subset of patients. Findings may provide novel insights into the pathophysiology of epileptic seizures with respect to ANS function, and, while further validation and investigation of potential causes of the observed changes are needed, indicate that epilepsy-related state changes may be detectable using peripheral wearable devices. Detection of such changes with wearable devices may be more feasible for everyday monitoring than utilizing an electroencephalogram.
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spelling pubmed-73606062020-07-16 Autonomic nervous system changes detected with peripheral sensors in the setting of epileptic seizures Vieluf, Solveig Reinsberger, Claus El Atrache, Rima Jackson, Michele Schubach, Sarah Ufongene, Claire Loddenkemper, Tobias Meisel, Christian Sci Rep Article A better understanding of the early detection of seizures is highly desirable as identification of an impending seizure may afford improved treatments, such as antiepileptic drug chronotherapy, or timely warning to patients. While epileptic seizures are known to often manifest also with autonomic nervous system (ANS) changes, it is not clear whether ANS markers, if recorded from a wearable device, are also informative about an impending seizure with statistically significant sensitivity and specificity. Using statistical testing with seizure surrogate data and a unique dataset of continuously recorded multi-day wristband data including electrodermal activity (EDA), temperature (TEMP) and heart rate (HR) from 66 people with epilepsy (9.9 ± 5.8 years; 27 females; 161 seizures) we investigated differences between inter- and preictal periods in terms of mean, variance, and entropy of these signals. We found that signal mean and variance do not differentiate between inter- and preictal periods in a statistically meaningful way. EDA signal entropy was found to be increased prior to seizures in a small subset of patients. Findings may provide novel insights into the pathophysiology of epileptic seizures with respect to ANS function, and, while further validation and investigation of potential causes of the observed changes are needed, indicate that epilepsy-related state changes may be detectable using peripheral wearable devices. Detection of such changes with wearable devices may be more feasible for everyday monitoring than utilizing an electroencephalogram. Nature Publishing Group UK 2020-07-14 /pmc/articles/PMC7360606/ /pubmed/32665704 http://dx.doi.org/10.1038/s41598-020-68434-z Text en © The Author(s) 2020 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Vieluf, Solveig
Reinsberger, Claus
El Atrache, Rima
Jackson, Michele
Schubach, Sarah
Ufongene, Claire
Loddenkemper, Tobias
Meisel, Christian
Autonomic nervous system changes detected with peripheral sensors in the setting of epileptic seizures
title Autonomic nervous system changes detected with peripheral sensors in the setting of epileptic seizures
title_full Autonomic nervous system changes detected with peripheral sensors in the setting of epileptic seizures
title_fullStr Autonomic nervous system changes detected with peripheral sensors in the setting of epileptic seizures
title_full_unstemmed Autonomic nervous system changes detected with peripheral sensors in the setting of epileptic seizures
title_short Autonomic nervous system changes detected with peripheral sensors in the setting of epileptic seizures
title_sort autonomic nervous system changes detected with peripheral sensors in the setting of epileptic seizures
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7360606/
https://www.ncbi.nlm.nih.gov/pubmed/32665704
http://dx.doi.org/10.1038/s41598-020-68434-z
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