Title :
Analysis of coherence between sleep EEG and ECG signals during and after obstructive sleep apnea events
Author :
Khandoker, Ahsan H. ; Karmakar, Chandan K. ; Palaniswami, Marimuthu
Author_Institution :
Department of Electrical & Electronic Engineering, The University of Melbourne, VIC 3010, Australia
Abstract :
This study presents the first successful preliminary attempt to directly investigate the interactions of power spectra of sleep EEG and ECG signals of patients with obstructive sleep apnea syndrome (OSAS) by coherence analysis. ECG and EEG signals were collected from 8 OSAS patients and 3 healthy subjects. Coherence between two signals over different frequency bands(0-128 Hz) were calculated for normal breathing events, obstructive sleep apnea (OSA) events and events following OSA terminations (with/without arousals) in non-REM as well as REM sleep. Overall coherence of ECG and EEG in REM sleep is higher than that in non-REM sleep. A significant (p=0.0164) difference of coherence in the range of 10–5 Hz was found among normal, OSA and termination events in REM sleep. The results could be useful in detecting OSA events or OSA related arousals to characterize sleep fragmentation from ECG and EEG signals.
Keywords :
Electrocardiography; Electroencephalography; Electromyography; Event detection; Frequency; Heart rate variability; Sampling methods; Senior citizens; Signal analysis; Sleep apnea; Algorithms; Case-Control Studies; Electrocardiography; Electroencephalography; Female; Humans; Male; Middle Aged; Models, Statistical; Monitoring, Physiologic; Sleep; Sleep Apnea, Obstructive; Sleep Stages; Sleep, REM; Time Factors;
Conference_Titel :
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location :
Vancouver, BC
Print_ISBN :
978-1-4244-1814-5
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2008.4650056