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Diversity and Noise Effects in a Model of Homeostatic Regulation of the Sleep-Wake Cycle

Recent advances in sleep neurobiology have allowed development of physiologically based mathematical models of sleep regulation that account for the neuronal dynamics responsible for the regulation of sleep-wake cycles and allow detailed examination of the underlying mechanisms. Neuronal systems in...

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Autores principales: Patriarca, Marco, Postnova, Svetlana, Braun, Hans A., Hernández-García, Emilio, Toral, Raúl
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3426568/
https://www.ncbi.nlm.nih.gov/pubmed/22927806
http://dx.doi.org/10.1371/journal.pcbi.1002650
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author Patriarca, Marco
Postnova, Svetlana
Braun, Hans A.
Hernández-García, Emilio
Toral, Raúl
author_facet Patriarca, Marco
Postnova, Svetlana
Braun, Hans A.
Hernández-García, Emilio
Toral, Raúl
author_sort Patriarca, Marco
collection PubMed
description Recent advances in sleep neurobiology have allowed development of physiologically based mathematical models of sleep regulation that account for the neuronal dynamics responsible for the regulation of sleep-wake cycles and allow detailed examination of the underlying mechanisms. Neuronal systems in general, and those involved in sleep regulation in particular, are noisy and heterogeneous by their nature. It has been shown in various systems that certain levels of noise and diversity can significantly improve signal encoding. However, these phenomena, especially the effects of diversity, are rarely considered in the models of sleep regulation. The present paper is focused on a neuron-based physiologically motivated model of sleep-wake cycles that proposes a novel mechanism of the homeostatic regulation of sleep based on the dynamics of a wake-promoting neuropeptide orexin. Here this model is generalized by the introduction of intrinsic diversity and noise in the orexin-producing neurons, in order to study the effect of their presence on the sleep-wake cycle. A simple quantitative measure of the quality of a sleep-wake cycle is introduced and used to systematically study the generalized model for different levels of noise and diversity. The model is shown to exhibit a clear diversity-induced resonance: that is, the best wake-sleep cycle turns out to correspond to an intermediate level of diversity at the synapses of the orexin-producing neurons. On the other hand, only a mild evidence of stochastic resonance is found, when the level of noise is varied. These results show that disorder, especially in the form of quenched diversity, can be a key-element for an efficient or optimal functioning of the homeostatic regulation of the sleep-wake cycle. Furthermore, this study provides an example of a constructive role of diversity in a neuronal system that can be extended beyond the system studied here.
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spelling pubmed-34265682012-08-27 Diversity and Noise Effects in a Model of Homeostatic Regulation of the Sleep-Wake Cycle Patriarca, Marco Postnova, Svetlana Braun, Hans A. Hernández-García, Emilio Toral, Raúl PLoS Comput Biol Research Article Recent advances in sleep neurobiology have allowed development of physiologically based mathematical models of sleep regulation that account for the neuronal dynamics responsible for the regulation of sleep-wake cycles and allow detailed examination of the underlying mechanisms. Neuronal systems in general, and those involved in sleep regulation in particular, are noisy and heterogeneous by their nature. It has been shown in various systems that certain levels of noise and diversity can significantly improve signal encoding. However, these phenomena, especially the effects of diversity, are rarely considered in the models of sleep regulation. The present paper is focused on a neuron-based physiologically motivated model of sleep-wake cycles that proposes a novel mechanism of the homeostatic regulation of sleep based on the dynamics of a wake-promoting neuropeptide orexin. Here this model is generalized by the introduction of intrinsic diversity and noise in the orexin-producing neurons, in order to study the effect of their presence on the sleep-wake cycle. A simple quantitative measure of the quality of a sleep-wake cycle is introduced and used to systematically study the generalized model for different levels of noise and diversity. The model is shown to exhibit a clear diversity-induced resonance: that is, the best wake-sleep cycle turns out to correspond to an intermediate level of diversity at the synapses of the orexin-producing neurons. On the other hand, only a mild evidence of stochastic resonance is found, when the level of noise is varied. These results show that disorder, especially in the form of quenched diversity, can be a key-element for an efficient or optimal functioning of the homeostatic regulation of the sleep-wake cycle. Furthermore, this study provides an example of a constructive role of diversity in a neuronal system that can be extended beyond the system studied here. Public Library of Science 2012-08-23 /pmc/articles/PMC3426568/ /pubmed/22927806 http://dx.doi.org/10.1371/journal.pcbi.1002650 Text en © 2012 Patriarca 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
Patriarca, Marco
Postnova, Svetlana
Braun, Hans A.
Hernández-García, Emilio
Toral, Raúl
Diversity and Noise Effects in a Model of Homeostatic Regulation of the Sleep-Wake Cycle
title Diversity and Noise Effects in a Model of Homeostatic Regulation of the Sleep-Wake Cycle
title_full Diversity and Noise Effects in a Model of Homeostatic Regulation of the Sleep-Wake Cycle
title_fullStr Diversity and Noise Effects in a Model of Homeostatic Regulation of the Sleep-Wake Cycle
title_full_unstemmed Diversity and Noise Effects in a Model of Homeostatic Regulation of the Sleep-Wake Cycle
title_short Diversity and Noise Effects in a Model of Homeostatic Regulation of the Sleep-Wake Cycle
title_sort diversity and noise effects in a model of homeostatic regulation of the sleep-wake cycle
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3426568/
https://www.ncbi.nlm.nih.gov/pubmed/22927806
http://dx.doi.org/10.1371/journal.pcbi.1002650
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