Key result
Sleep deprivation for 36 hours decreased medium- and long-range transfer entropy from occipital areas while increasing short-range connectivity in frontal areas after 20 hours.
Why the study?
Does sleep deprivation alter directional information transfer in the brain as measured by EEG transfer entropy in volunteers?
Observational (n=18)
Does sleep deprivation alter directional information transfer in the brain as measured by EEG transfer entropy in volunteers?
Transfer entropy on EEG can effectively measure changes in brain network connectivity during sleep deprivation, showing increased local connectivity and diminished global integration.
Answers are grounded in this paper and cite their sources.
EEG connectivity shifts after sleep deprivation do not alter practice; leaves open validation in patients and links to performance.
Sleep deprivation (SD) has adverse effects on mental and physical health, affecting the cognitive abilities and emotional states. Specifically, cognitive functions and alertness are known to decrease after SD. The aim of this work was to identify the directional information transfer after SD on scalp EEG signals using transfer entropy (TE). Using a robust methodology based on EEG recordings of 18 volunteers deprived from sleep for 36 h, TE and spectral analysis were performed to characterize EEG data acquired every 2 h. Correlation between connectivity measures and subjective somnolence was assessed. In general, TE showed medium- and long-range significant decreases originated at the occipital areas and directed towards different regions, which could be interpreted as the transfer of predictive information from parieto-occipital activity to the rest of the head. Simultaneously, short-range increases were obtained for the frontal areas, following a consistent and robust time course with significant maps after 20 h of sleep deprivation. Changes during sleep deprivation in brain network were measured effectively by TE, which showed increased local connectivity and diminished global integration. TE is an objective measure that could be used as a potential measure of sleep pressure and somnolence with the additional property of directed relationships.
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Alonso et al. (2016) conducted an observational in Sleep deprivation (n=18). Sleep deprivation vs. Baseline or earlier time points was evaluated on Directional information transfer on scalp EEG signals using transfer entropy. Sleep deprivation for 36 hours decreased medium- and long-range transfer entropy from occipital areas while increasing short-range connectivity in frontal areas after 20 hours.
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