Title :
Detection of autonomic abnormality in obstructive sleep apnea using a nonlinear model of heart-rate variability
Author :
Jo, J.A. ; Khoo, M.C.K. ; Blasi, A. ; Baydu, A. ; Juarez, R.
Author_Institution :
Dept. of Biomed. Eng., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
Respiration, R-R interval (RRI), blood pressure (BP) and other polysomnographic variables were recorded in 8 normals and 9 patients with untreated obstructive sleep apnea syndrome (OSAS) in wakefulness, stage 2 and rapid eye-movement sleep. A preprogrammed ventilator produced randomized breathing sequences, which induced corresponding RRI and BP fluctuations, without the need for voluntary control. Using a Volterra-Wiener model and the Laguerre expansion technique, we estimated the parameters that characterize linear as well as the second order effects of respiration ("RSA") and arterial blood pressure ("ABR") on heart rate. RSA and ABR gains were significantly lower in OSA than normals. During sleep, ABR gain increased in normals but remained unchanged in OSA. Summary statistics and spectral analysis also indicated reduced parasympathetic and elevated sympathetic activity in OSAS. The nonlinear effects of respiration and especially blood pressure on heart rate fluctuations were also suppressed in OSAS patients.
Keywords :
biocontrol; blood pressure measurement; electrocardiography; medical signal detection; neurophysiology; parameter estimation; patient diagnosis; physiological models; pneumodynamics; sleep; 10 min; 174.1 to 185.1 lb; 2 Hz; 200 Hz; 234.8 to 254.8 lb; 42.1 to 47.7 y; 48.13 to 52.07 y; Laguerre expansion technique; R-R interval; Volterra-Wiener model; arterial blood pressure; autonomic abnormality detection; autonomic control; biocontrol; blood pressure measurement; cardiovascular model; heart rate; heart-rate variability; linear effects; neurophysiology; nonlinear model; obstructive sleep apnea; parameters estimation; parasympathetic activity; patient diagnosis; pneumodynamics; polysomnographic variables; randomized breathing sequences; rapid eye-movement sleep; respiration; second order effects; spectral analysis; stage 2 sleep; sympathetic activity; ventilator; wakefulness; Arterial blood pressure; Blood pressure; Fluctuations; Heart rate; Heart rate variability; Parameter estimation; Rail to rail inputs; Sleep apnea; Spectral analysis; Statistical analysis;
Conference_Titel :
Engineering in Medicine and Biology, 2002. 24th Annual Conference and the Annual Fall Meeting of the Biomedical Engineering Society EMBS/BMES Conference, 2002. Proceedings of the Second Joint
Print_ISBN :
0-7803-7612-9
DOI :
10.1109/IEMBS.2002.1106533