Skip to main content
bioRxiv
  • Home
  • About
  • Submit
  • ALERTS / RSS
Advanced Search
New Results

A taxonomy of seizure dynamotypes

Maria Luisa Saggio, Dakota Crisp, Jared Scott, Phillippa J. Karoly, Levin Kuhlmann, Mitsuyoshi Nakatani, Tomohiko Murai, Matthias Dümpelmann, Andreas Schulze-Bonhage, Akio Ikeda, View ORCID ProfileMark Cook, Stephen V. Gliske, Jack Lin, View ORCID ProfileChristophe Bernard, View ORCID ProfileViktor Jirsa, View ORCID ProfileWilliam Stacey
doi: https://doi.org/10.1101/2020.02.08.940072
Maria Luisa Saggio
1INS, Institut de Neurosciences des Systèmes, Inserm, Aix Marseille Université, Marseille, France
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Dakota Crisp
2Department of Biomedical Engineering, BioInterfaces Institute, University of Michigan, Ann Arbor, MI, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jared Scott
2Department of Biomedical Engineering, BioInterfaces Institute, University of Michigan, Ann Arbor, MI, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Phillippa J. Karoly
3Department of Biomedical Engineering, The University of Melbourne, Melbourne, Australia
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Levin Kuhlmann
4Centre for Human Psychopharmacology, Swinburne University of Technology, Hawthorn, Australia
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Mitsuyoshi Nakatani
1INS, Institut de Neurosciences des Systèmes, Inserm, Aix Marseille Université, Marseille, France
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Tomohiko Murai
5Kyoto University Graduate School of Medicine, Kyoto, Japan
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Matthias Dümpelmann
6Epilepsy Center, University of Freiburg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Andreas Schulze-Bonhage
6Epilepsy Center, University of Freiburg, Germany
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Akio Ikeda
5Kyoto University Graduate School of Medicine, Kyoto, Japan
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Mark Cook
7Department of Medicine, The University of Melbourne, Melbourne, Australia
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Mark Cook
Stephen V. Gliske
8Department of Neurology, University of Michigan, Ann Arbor, MI, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jack Lin
8Department of Neurology, University of Michigan, Ann Arbor, MI, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Christophe Bernard
1INS, Institut de Neurosciences des Systèmes, Inserm, Aix Marseille Université, Marseille, France
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Christophe Bernard
Viktor Jirsa
1INS, Institut de Neurosciences des Systèmes, Inserm, Aix Marseille Université, Marseille, France
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Viktor Jirsa
William Stacey
2Department of Biomedical Engineering, BioInterfaces Institute, University of Michigan, Ann Arbor, MI, USA
8Department of Neurology, University of Michigan, Ann Arbor, MI, USA
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for William Stacey
  • For correspondence: william.stacey@umich.edu
  • Abstract
  • Full Text
  • Info/History
  • Metrics
  • Preview PDF
Loading

ABSTRACT

Seizures are a disruption of normal brain activity present across a vast range of species, diseases, and conditions. Here we introduce an organizing principle that leads to the first objective Taxonomy of Seizure Dynamics (TSD) based on bifurcation theory, and applied it to the analysis of EEG data. The “dynamotype” of a seizure is the part of its dynamic composition that defines its observable characteristics, including how it starts, evolves and terminates. Analyzing over 2000 focal-onset seizures recorded from 7 epilepsy centers on five continents, we find evidence of all 16 dynamotypes predicted in TSD. We demonstrate that patients’ dynamotypes evolve during their lifetime and display complex but systematic variations including hierarchy (certain dynamotypes are more common), non-bijectivity (a patient may display multiple dynamotypes) and pairing preference (multiple dynamotypes may occur during one seizure). TSD not only provides a way to stratify patients in complement to present practical classifications but also guides biophysically based mechanistic approaches and provides a language to describe the most critical features of seizure dynamics.

Impact statement Taxonomy of Seizure Dynamics (TSD) provides a rigorous method for classifying and quantifying seizures and a principled framework for understanding seizure initiation and propagation.

Competing Interest Statement

The authors have declared no competing interest.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
Back to top
PreviousNext
Posted May 16, 2020.
Download PDF
Email

Thank you for your interest in spreading the word about bioRxiv.

NOTE: Your email address is requested solely to identify you as the sender of this article.

Enter multiple addresses on separate lines or separate them with commas.
A taxonomy of seizure dynamotypes
(Your Name) has forwarded a page to you from bioRxiv
(Your Name) thought you would like to see this page from the bioRxiv website.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Share
A taxonomy of seizure dynamotypes
Maria Luisa Saggio, Dakota Crisp, Jared Scott, Phillippa J. Karoly, Levin Kuhlmann, Mitsuyoshi Nakatani, Tomohiko Murai, Matthias Dümpelmann, Andreas Schulze-Bonhage, Akio Ikeda, Mark Cook, Stephen V. Gliske, Jack Lin, Christophe Bernard, Viktor Jirsa, William Stacey
bioRxiv 2020.02.08.940072; doi: https://doi.org/10.1101/2020.02.08.940072
Digg logo Reddit logo Twitter logo CiteULike logo Facebook logo Google logo Mendeley logo
Citation Tools
A taxonomy of seizure dynamotypes
Maria Luisa Saggio, Dakota Crisp, Jared Scott, Phillippa J. Karoly, Levin Kuhlmann, Mitsuyoshi Nakatani, Tomohiko Murai, Matthias Dümpelmann, Andreas Schulze-Bonhage, Akio Ikeda, Mark Cook, Stephen V. Gliske, Jack Lin, Christophe Bernard, Viktor Jirsa, William Stacey
bioRxiv 2020.02.08.940072; doi: https://doi.org/10.1101/2020.02.08.940072

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Subject Area

  • Neuroscience
  • Bioinformatics
Subject Areas
All Articles
  • Animal Behavior and Cognition (2633)
  • Biochemistry (5221)
  • Bioengineering (3643)
  • Bioinformatics (15711)
  • Biophysics (7213)
  • Cancer Biology (5593)
  • Cell Biology (8045)
  • Clinical Trials (138)
  • Developmental Biology (4735)
  • Ecology (7462)
  • Epidemiology (2059)
  • Evolutionary Biology (10520)
  • Genetics (7698)
  • Genomics (10082)
  • Immunology (5148)
  • Microbiology (13823)
  • Molecular Biology (5354)
  • Neuroscience (30577)
  • Paleontology (211)
  • Pathology (871)
  • Pharmacology and Toxicology (1519)
  • Physiology (2234)
  • Plant Biology (4983)
  • Scientific Communication and Education (1036)
  • Synthetic Biology (1379)
  • Systems Biology (4130)
  • Zoology (803)