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Cross-frequency transfer in a stochastically driven mesoscopic neuronal model

The brain is known to operate in multiple coexisting frequency bands. Increasing experimental evidence suggests that interactions between those distinct bands play a crucial role in brain processes, but the dynamical mechanisms underlying this cross-frequency coupling are still under investigation....

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Autores principales: Jedynak, Maciej, Pons, Antonio J., Garcia-Ojalvo, Jordi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4329722/
https://www.ncbi.nlm.nih.gov/pubmed/25762921
http://dx.doi.org/10.3389/fncom.2015.00014
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author Jedynak, Maciej
Pons, Antonio J.
Garcia-Ojalvo, Jordi
author_facet Jedynak, Maciej
Pons, Antonio J.
Garcia-Ojalvo, Jordi
author_sort Jedynak, Maciej
collection PubMed
description The brain is known to operate in multiple coexisting frequency bands. Increasing experimental evidence suggests that interactions between those distinct bands play a crucial role in brain processes, but the dynamical mechanisms underlying this cross-frequency coupling are still under investigation. Two approaches have been proposed to address this issue. In the first one distinct nonlinear oscillators representing the brain rhythms involved are coupled actively (bidirectionally), whereas in the second one the oscillators are coupled unidirectionally and thus the driving between them is passive. Here we elaborate the latter approach by implementing a stochastically driven network of coupled neural mass models that operate in the alpha range. This model exhibits a broadband power spectrum with 1/f(b) form, similar to those observed experimentally. Our results show that such a model is able to reproduce recent experimental observations on the effect of slow rocking on the alpha activity associated with sleep. This suggests that passive driving can account for cross-frequency transfer in the brain, as a result of the complex nonlinear dynamics of its underlying oscillators.
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spelling pubmed-43297222015-03-11 Cross-frequency transfer in a stochastically driven mesoscopic neuronal model Jedynak, Maciej Pons, Antonio J. Garcia-Ojalvo, Jordi Front Comput Neurosci Neuroscience The brain is known to operate in multiple coexisting frequency bands. Increasing experimental evidence suggests that interactions between those distinct bands play a crucial role in brain processes, but the dynamical mechanisms underlying this cross-frequency coupling are still under investigation. Two approaches have been proposed to address this issue. In the first one distinct nonlinear oscillators representing the brain rhythms involved are coupled actively (bidirectionally), whereas in the second one the oscillators are coupled unidirectionally and thus the driving between them is passive. Here we elaborate the latter approach by implementing a stochastically driven network of coupled neural mass models that operate in the alpha range. This model exhibits a broadband power spectrum with 1/f(b) form, similar to those observed experimentally. Our results show that such a model is able to reproduce recent experimental observations on the effect of slow rocking on the alpha activity associated with sleep. This suggests that passive driving can account for cross-frequency transfer in the brain, as a result of the complex nonlinear dynamics of its underlying oscillators. Frontiers Media S.A. 2015-02-16 /pmc/articles/PMC4329722/ /pubmed/25762921 http://dx.doi.org/10.3389/fncom.2015.00014 Text en Copyright © 2015 Jedynak, Pons and Garcia-Ojalvo. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Jedynak, Maciej
Pons, Antonio J.
Garcia-Ojalvo, Jordi
Cross-frequency transfer in a stochastically driven mesoscopic neuronal model
title Cross-frequency transfer in a stochastically driven mesoscopic neuronal model
title_full Cross-frequency transfer in a stochastically driven mesoscopic neuronal model
title_fullStr Cross-frequency transfer in a stochastically driven mesoscopic neuronal model
title_full_unstemmed Cross-frequency transfer in a stochastically driven mesoscopic neuronal model
title_short Cross-frequency transfer in a stochastically driven mesoscopic neuronal model
title_sort cross-frequency transfer in a stochastically driven mesoscopic neuronal model
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4329722/
https://www.ncbi.nlm.nih.gov/pubmed/25762921
http://dx.doi.org/10.3389/fncom.2015.00014
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