A library of quantitative markers of seizure severity

Author:

Gascoigne Sarah J.1ORCID,Waldmann Leonard2,Schroeder Gabrielle M.1ORCID,Panagiotopoulou Mariella1,Blickwedel Jess1,Chowdhury Fahmida3,Cronie Alison4,Diehl Beate3ORCID,Duncan John S.3,Falconer Jennifer4,Faulder Ryan1ORCID,Guan Yu5,Leach Veronica4,Livingstone Shona4,Papasavvas Christoforos1,Thomas Rhys H.2ORCID,Wilson Kevin6,Taylor Peter N.137ORCID,Wang Yujiang137

Affiliation:

1. Computational Neurology, Neuroscience & Psychiatry Lab, Interdisciplinary Computing and Complex BioSystems Group, School of Computing Newcastle University Newcastle Upon Tyne UK

2. Technical University Munich Munich Germany

3. UCL Queen Square Institute of Neurology London UK

4. NHS Greater Glasgow and Clyde Glasgow UK

5. Department of Computer Science University of Warwick Warwick UK

6. School of Mathematics, Statistics, and Physics Newcastle University Newcastle Upon Tyne UK

7. Faculty of Medical Sciences Newcastle University Newcastle Upon Tyne UK

Abstract

AbstractObjectiveUnderstanding fluctuations in seizure severity within individuals is important for determining treatment outcomes and responses to therapy, as well as assessing novel treatments for epilepsy. Current methods for grading seizure severity rely on qualitative interpretations from patients and clinicians. Quantitative measures of seizure severity would complement existing approaches to electroencephalographic (EEG) monitoring, outcome monitoring, and seizure prediction. Therefore, we developed a library of quantitative EEG markers that assess the spread and intensity of abnormal electrical activity during and after seizures.MethodsWe analyzed intracranial EEG (iEEG) recordings of 1009 seizures from 63 patients. For each seizure, we computed 16 markers of seizure severity that capture the signal magnitude, spread, duration, and postictal suppression of seizures.ResultsQuantitative EEG markers of seizure severity distinguished focal versus subclinical seizures across patients. In individual patients, 53% had a moderate to large difference (rank sum , ) between focal and subclinical seizures in three or more markers. Circadian and longer term changes in severity were found for the majority of patients.SignificanceWe demonstrate the feasibility of using quantitative iEEG markers to measure seizure severity. Our quantitative markers distinguish between seizure types and are therefore sensitive to established qualitative differences in seizure severity. Our results also suggest that seizure severity is modulated over different timescales. We envisage that our proposed seizure severity library will be expanded and updated in collaboration with the epilepsy research community to include more measures and modalities.

Funder

Engineering and Physical Sciences Research Council

NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research

Publisher

Wiley

Subject

Neurology (clinical),Neurology

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