Title :
Instantaneous monitoring of sleep fragmentation by point process heart rate variability and respiratory dynamics
Author :
Citi, Luca ; Bianchi, Matt T. ; Klerman, Elizabeth B. ; Barbieri, Riccardo
Author_Institution :
Med. Sch., Massachusetts Gen. Hosp., Dept. of Anesthesia, Critical Care & Pain Med., Harvard Univ., Boston, MA, USA
fDate :
Aug. 30 2011-Sept. 3 2011
Abstract :
We present a novel, automatic point-process approach that is able to provide continuous, instantaneous estimates of heart rate variability (HRV) and respiratory sinus arrhythmia (RSA) in long duration data recordings such as those during an entire night of sleep. We analyze subjects with and without sleep apnea who underwent diagnostic polysomnography. The proposed algorithm is able to quantify multi-scale high time resolution autonomic signatures of sleep fragmentation, such as arousals and stage transitions, throughout an entire night. Results demonstrate the ability of our methods to track fast dynamic transitions from sleep to wake and between REM sleep and other sleep stages, providing resolution details not available in sleep scoring summaries. An automatic threshold-based procedure is further able to detect brief arousals, with the instantaneous indices characterizing specific arousal dynamic signatures.
Keywords :
electrocardiography; electroencephalography; electromyography; medical disorders; medical signal processing; patient diagnosis; patient monitoring; pneumodynamics; sleep; HRV; REM sleep; RSA; arousals; diagnostic polysomnography; instantaneous monitoring; multiscale high time resolution autonomic signatures; point process heart rate variability; respiratory dynamics; respiratory sinus arrhythmia; sleep apnea; sleep fragmentation; stage transitions; wake; Electrocardiography; Frequency estimation; Hafnium; Heart rate variability; Indexes; Sleep apnea; Algorithms; Arrhythmias, Cardiac; Heart Rate; Humans; Monitoring, Physiologic; Respiration; Sleep Deprivation; Sleep, REM; Wakefulness;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6091906