Title :
Non-linear recurrence analysis of NREM human sleep microstructure discloses deterministic oscillation patterns related to sleep stage transitions and sleep maintenance
Author :
Priano, L. ; Saccomandi, F. ; Mauro, A. ; Guiot, C.
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
Sleep is a dynamic process aimed at obtaining the required neurophysiological states at certain times, according to circadian and homeostatic needs and despite external or internal interfering stimuli. In this context, peculiar transient synchronized EEG patterns (TSEP) are supposed to play the main role in the building up of EEG synchronization and in the flexible adaptation against perturbations Our study aimed at disclosing and quantifying attractor driven, hidden periodicity or, conversely, chaotic oscillation patterns in the series of these TSEP related to sleep stage transitions and sleep maintenance. At first we devised a multistep algorithm, able to capture TSEP from EEG during sleep in 10 healthy volunteers. The time series of TSEP were then analyzed according to the Recurrence Plot (RP). TSEP series showed to form a pseudo-periodic series which becomes progressively denser and more stable until steady slow wave NREM sleep is reached, but looses stability just before REM sleep starts. This suggests that deterministic oscillatory patterns maybe adequate descriptors of the balance between homeostatic needs for NREM sleep and REM sleep pressure, supported by different cortical neuronal populations interactions.
Keywords :
electroencephalography; medical signal processing; neurophysiology; nonlinear dynamical systems; oscillations; pattern formation; sleep; statistical analysis; synchronisation; EEG synchronization; NREM human sleep microstructure; TSEP time series; attractor driven TSEP; chaotic oscillation TSEP; cortical neuronal population interactions; deterministic oscillation patterns; hidden periodicity TSEP; homeostasis; multistep algorithm; neurophysiological states; nonlinear recurrence analysis; recurrence plot; sleep maintenance; sleep stage transitions; steady slow wave NREM sleep; transient synchronized EEG patterns; Electroencephalography; Image color analysis; Microstructure; Sleep; Time series analysis; Trajectory; Transient analysis; Adult; Biological Clocks; Brain; Electroencephalography; Female; Humans; Male; Polysomnography; Sleep Stages;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5627237