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Characterization of K-Complexes and Slow Wave Activity in a Neural Mass Model
NREM sleep is characterized by two hallmarks, namely K-complexes (KCs) during sleep stage N2 and cortical slow oscillations (SOs) during sleep stage N3. While the underlying dynamics on the neuronal level is well known and can be easily measured, the resulting behavior on the macroscopic population...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4230734/ https://www.ncbi.nlm.nih.gov/pubmed/25392991 http://dx.doi.org/10.1371/journal.pcbi.1003923 |
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author | Weigenand, Arne Schellenberger Costa, Michael Ngo, Hong-Viet Victor Claussen, Jens Christian Martinetz, Thomas |
author_facet | Weigenand, Arne Schellenberger Costa, Michael Ngo, Hong-Viet Victor Claussen, Jens Christian Martinetz, Thomas |
author_sort | Weigenand, Arne |
collection | PubMed |
description | NREM sleep is characterized by two hallmarks, namely K-complexes (KCs) during sleep stage N2 and cortical slow oscillations (SOs) during sleep stage N3. While the underlying dynamics on the neuronal level is well known and can be easily measured, the resulting behavior on the macroscopic population level remains unclear. On the basis of an extended neural mass model of the cortex, we suggest a new interpretation of the mechanisms responsible for the generation of KCs and SOs. As the cortex transitions from wake to deep sleep, in our model it approaches an oscillatory regime via a Hopf bifurcation. Importantly, there is a canard phenomenon arising from a homoclinic bifurcation, whose orbit determines the shape of large amplitude SOs. A KC corresponds to a single excursion along the homoclinic orbit, while SOs are noise-driven oscillations around a stable focus. The model generates both time series and spectra that strikingly resemble real electroencephalogram data and points out possible differences between the different stages of natural sleep. |
format | Online Article Text |
id | pubmed-4230734 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-42307342014-11-18 Characterization of K-Complexes and Slow Wave Activity in a Neural Mass Model Weigenand, Arne Schellenberger Costa, Michael Ngo, Hong-Viet Victor Claussen, Jens Christian Martinetz, Thomas PLoS Comput Biol Research Article NREM sleep is characterized by two hallmarks, namely K-complexes (KCs) during sleep stage N2 and cortical slow oscillations (SOs) during sleep stage N3. While the underlying dynamics on the neuronal level is well known and can be easily measured, the resulting behavior on the macroscopic population level remains unclear. On the basis of an extended neural mass model of the cortex, we suggest a new interpretation of the mechanisms responsible for the generation of KCs and SOs. As the cortex transitions from wake to deep sleep, in our model it approaches an oscillatory regime via a Hopf bifurcation. Importantly, there is a canard phenomenon arising from a homoclinic bifurcation, whose orbit determines the shape of large amplitude SOs. A KC corresponds to a single excursion along the homoclinic orbit, while SOs are noise-driven oscillations around a stable focus. The model generates both time series and spectra that strikingly resemble real electroencephalogram data and points out possible differences between the different stages of natural sleep. Public Library of Science 2014-11-13 /pmc/articles/PMC4230734/ /pubmed/25392991 http://dx.doi.org/10.1371/journal.pcbi.1003923 Text en © 2014 Weigenand 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Weigenand, Arne Schellenberger Costa, Michael Ngo, Hong-Viet Victor Claussen, Jens Christian Martinetz, Thomas Characterization of K-Complexes and Slow Wave Activity in a Neural Mass Model |
title | Characterization of K-Complexes and Slow Wave Activity in a Neural Mass Model |
title_full | Characterization of K-Complexes and Slow Wave Activity in a Neural Mass Model |
title_fullStr | Characterization of K-Complexes and Slow Wave Activity in a Neural Mass Model |
title_full_unstemmed | Characterization of K-Complexes and Slow Wave Activity in a Neural Mass Model |
title_short | Characterization of K-Complexes and Slow Wave Activity in a Neural Mass Model |
title_sort | characterization of k-complexes and slow wave activity in a neural mass model |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4230734/ https://www.ncbi.nlm.nih.gov/pubmed/25392991 http://dx.doi.org/10.1371/journal.pcbi.1003923 |
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