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Increased Stability and Breakdown of Brain Effective Connectivity During Slow-Wave Sleep: Mechanistic Insights from Whole-Brain Computational Modelling

Recent research has found that the human sleep cycle is characterised by changes in spatiotemporal patterns of brain activity. Yet, we are still missing a mechanistic explanation of the local neuronal dynamics underlying these changes. We used whole-brain computational modelling to study the differe...

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Autores principales: Jobst, Beatrice M., Hindriks, Rikkert, Laufs, Helmut, Tagliazucchi, Enzo, Hahn, Gerald, Ponce-Alvarez, Adrián, Stevner, Angus B. A., Kringelbach, Morten L., Deco, Gustavo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5498661/
https://www.ncbi.nlm.nih.gov/pubmed/28680119
http://dx.doi.org/10.1038/s41598-017-04522-x
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author Jobst, Beatrice M.
Hindriks, Rikkert
Laufs, Helmut
Tagliazucchi, Enzo
Hahn, Gerald
Ponce-Alvarez, Adrián
Stevner, Angus B. A.
Kringelbach, Morten L.
Deco, Gustavo
author_facet Jobst, Beatrice M.
Hindriks, Rikkert
Laufs, Helmut
Tagliazucchi, Enzo
Hahn, Gerald
Ponce-Alvarez, Adrián
Stevner, Angus B. A.
Kringelbach, Morten L.
Deco, Gustavo
author_sort Jobst, Beatrice M.
collection PubMed
description Recent research has found that the human sleep cycle is characterised by changes in spatiotemporal patterns of brain activity. Yet, we are still missing a mechanistic explanation of the local neuronal dynamics underlying these changes. We used whole-brain computational modelling to study the differences in global brain functional connectivity and synchrony of fMRI activity in healthy humans during wakefulness and slow-wave sleep. We applied a whole-brain model based on the normal form of a supercritical Hopf bifurcation and studied the dynamical changes when adapting the bifurcation parameter for all brain nodes to best match wakefulness and slow-wave sleep. Furthermore, we analysed differences in effective connectivity between the two states. In addition to significant changes in functional connectivity, synchrony and metastability, this analysis revealed a significant shift of the global dynamic working point of brain dynamics, from the edge of the transition between damped to sustained oscillations during wakefulness, to a stable focus during slow-wave sleep. Moreover, we identified a significant global decrease in effective interactions during slow-wave sleep. These results suggest a mechanism for the empirical functional changes observed during slow-wave sleep, namely a global shift of the brain’s dynamic working point leading to increased stability and decreased effective connectivity.
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spelling pubmed-54986612017-07-10 Increased Stability and Breakdown of Brain Effective Connectivity During Slow-Wave Sleep: Mechanistic Insights from Whole-Brain Computational Modelling Jobst, Beatrice M. Hindriks, Rikkert Laufs, Helmut Tagliazucchi, Enzo Hahn, Gerald Ponce-Alvarez, Adrián Stevner, Angus B. A. Kringelbach, Morten L. Deco, Gustavo Sci Rep Article Recent research has found that the human sleep cycle is characterised by changes in spatiotemporal patterns of brain activity. Yet, we are still missing a mechanistic explanation of the local neuronal dynamics underlying these changes. We used whole-brain computational modelling to study the differences in global brain functional connectivity and synchrony of fMRI activity in healthy humans during wakefulness and slow-wave sleep. We applied a whole-brain model based on the normal form of a supercritical Hopf bifurcation and studied the dynamical changes when adapting the bifurcation parameter for all brain nodes to best match wakefulness and slow-wave sleep. Furthermore, we analysed differences in effective connectivity between the two states. In addition to significant changes in functional connectivity, synchrony and metastability, this analysis revealed a significant shift of the global dynamic working point of brain dynamics, from the edge of the transition between damped to sustained oscillations during wakefulness, to a stable focus during slow-wave sleep. Moreover, we identified a significant global decrease in effective interactions during slow-wave sleep. These results suggest a mechanism for the empirical functional changes observed during slow-wave sleep, namely a global shift of the brain’s dynamic working point leading to increased stability and decreased effective connectivity. Nature Publishing Group UK 2017-07-05 /pmc/articles/PMC5498661/ /pubmed/28680119 http://dx.doi.org/10.1038/s41598-017-04522-x Text en © The Author(s) 2017 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
Jobst, Beatrice M.
Hindriks, Rikkert
Laufs, Helmut
Tagliazucchi, Enzo
Hahn, Gerald
Ponce-Alvarez, Adrián
Stevner, Angus B. A.
Kringelbach, Morten L.
Deco, Gustavo
Increased Stability and Breakdown of Brain Effective Connectivity During Slow-Wave Sleep: Mechanistic Insights from Whole-Brain Computational Modelling
title Increased Stability and Breakdown of Brain Effective Connectivity During Slow-Wave Sleep: Mechanistic Insights from Whole-Brain Computational Modelling
title_full Increased Stability and Breakdown of Brain Effective Connectivity During Slow-Wave Sleep: Mechanistic Insights from Whole-Brain Computational Modelling
title_fullStr Increased Stability and Breakdown of Brain Effective Connectivity During Slow-Wave Sleep: Mechanistic Insights from Whole-Brain Computational Modelling
title_full_unstemmed Increased Stability and Breakdown of Brain Effective Connectivity During Slow-Wave Sleep: Mechanistic Insights from Whole-Brain Computational Modelling
title_short Increased Stability and Breakdown of Brain Effective Connectivity During Slow-Wave Sleep: Mechanistic Insights from Whole-Brain Computational Modelling
title_sort increased stability and breakdown of brain effective connectivity during slow-wave sleep: mechanistic insights from whole-brain computational modelling
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5498661/
https://www.ncbi.nlm.nih.gov/pubmed/28680119
http://dx.doi.org/10.1038/s41598-017-04522-x
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