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A Thalamocortical Neural Mass Model of the EEG during NREM Sleep and Its Response to Auditory Stimulation

Few models exist that accurately reproduce the complex rhythms of the thalamocortical system that are apparent in measured scalp EEG and at the same time, are suitable for large-scale simulations of brain activity. Here, we present a neural mass model of the thalamocortical system during natural non...

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Autores principales: Schellenberger Costa, Michael, Weigenand, Arne, Ngo, Hong-Viet V., Marshall, Lisa, Born, Jan, Martinetz, Thomas, Claussen, Jens Christian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5008627/
https://www.ncbi.nlm.nih.gov/pubmed/27584827
http://dx.doi.org/10.1371/journal.pcbi.1005022
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author Schellenberger Costa, Michael
Weigenand, Arne
Ngo, Hong-Viet V.
Marshall, Lisa
Born, Jan
Martinetz, Thomas
Claussen, Jens Christian
author_facet Schellenberger Costa, Michael
Weigenand, Arne
Ngo, Hong-Viet V.
Marshall, Lisa
Born, Jan
Martinetz, Thomas
Claussen, Jens Christian
author_sort Schellenberger Costa, Michael
collection PubMed
description Few models exist that accurately reproduce the complex rhythms of the thalamocortical system that are apparent in measured scalp EEG and at the same time, are suitable for large-scale simulations of brain activity. Here, we present a neural mass model of the thalamocortical system during natural non-REM sleep, which is able to generate fast sleep spindles (12–15 Hz), slow oscillations (<1 Hz) and K-complexes, as well as their distinct temporal relations, and response to auditory stimuli. We show that with the inclusion of detailed calcium currents, the thalamic neural mass model is able to generate different firing modes, and validate the model with EEG-data from a recent sleep study in humans, where closed-loop auditory stimulation was applied. The model output relates directly to the EEG, which makes it a useful basis to develop new stimulation protocols.
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spelling pubmed-50086272016-09-27 A Thalamocortical Neural Mass Model of the EEG during NREM Sleep and Its Response to Auditory Stimulation Schellenberger Costa, Michael Weigenand, Arne Ngo, Hong-Viet V. Marshall, Lisa Born, Jan Martinetz, Thomas Claussen, Jens Christian PLoS Comput Biol Research Article Few models exist that accurately reproduce the complex rhythms of the thalamocortical system that are apparent in measured scalp EEG and at the same time, are suitable for large-scale simulations of brain activity. Here, we present a neural mass model of the thalamocortical system during natural non-REM sleep, which is able to generate fast sleep spindles (12–15 Hz), slow oscillations (<1 Hz) and K-complexes, as well as their distinct temporal relations, and response to auditory stimuli. We show that with the inclusion of detailed calcium currents, the thalamic neural mass model is able to generate different firing modes, and validate the model with EEG-data from a recent sleep study in humans, where closed-loop auditory stimulation was applied. The model output relates directly to the EEG, which makes it a useful basis to develop new stimulation protocols. Public Library of Science 2016-09-01 /pmc/articles/PMC5008627/ /pubmed/27584827 http://dx.doi.org/10.1371/journal.pcbi.1005022 Text en © 2016 Schellenberger Costa 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Schellenberger Costa, Michael
Weigenand, Arne
Ngo, Hong-Viet V.
Marshall, Lisa
Born, Jan
Martinetz, Thomas
Claussen, Jens Christian
A Thalamocortical Neural Mass Model of the EEG during NREM Sleep and Its Response to Auditory Stimulation
title A Thalamocortical Neural Mass Model of the EEG during NREM Sleep and Its Response to Auditory Stimulation
title_full A Thalamocortical Neural Mass Model of the EEG during NREM Sleep and Its Response to Auditory Stimulation
title_fullStr A Thalamocortical Neural Mass Model of the EEG during NREM Sleep and Its Response to Auditory Stimulation
title_full_unstemmed A Thalamocortical Neural Mass Model of the EEG during NREM Sleep and Its Response to Auditory Stimulation
title_short A Thalamocortical Neural Mass Model of the EEG during NREM Sleep and Its Response to Auditory Stimulation
title_sort thalamocortical neural mass model of the eeg during nrem sleep and its response to auditory stimulation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5008627/
https://www.ncbi.nlm.nih.gov/pubmed/27584827
http://dx.doi.org/10.1371/journal.pcbi.1005022
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