↓ Skip to main content

PLOS

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

Overview of attention for article published in PLoS Computational Biology, August 2012
Altmetric Badge

Mentioned by

facebook
1 Facebook page
googleplus
1 Google+ user

Citations

dimensions_citation
19 Dimensions

Readers on

mendeley
26 Mendeley
citeulike
1 CiteULike
Title
Diversity and Noise Effects in a Model of Homeostatic Regulation of the Sleep-Wake Cycle
Published in
PLoS Computational Biology, August 2012
DOI 10.1371/journal.pcbi.1002650
Pubmed ID
Authors

Marco Patriarca, Svetlana Postnova, Hans A. Braun, Emilio Hernández-García, Raúl Toral

Abstract

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.

Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 26 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
United Kingdom 1 4%
Spain 1 4%
India 1 4%
Unknown 23 88%

Demographic breakdown

Readers by professional status Count As %
Researcher 5 19%
Professor 4 15%
Student > Bachelor 3 12%
Student > Ph. D. Student 3 12%
Professor > Associate Professor 2 8%
Other 5 19%
Unknown 4 15%
Readers by discipline Count As %
Physics and Astronomy 5 19%
Engineering 4 15%
Agricultural and Biological Sciences 3 12%
Nursing and Health Professions 1 4%
Psychology 1 4%
Other 4 15%
Unknown 8 31%