Detection of autonomic abnormality in obstructive sleep apnea using a nonlinear model of heart-rate variability

被引:0
|
作者
Jo, JA [1 ]
Khoo, MCK [1 ]
Blasi, A [1 ]
Baydur, A [1 ]
Juarez, R [1 ]
机构
[1] Univ So Calif, Dept Biomed Engn, Los Angeles, CA 90089 USA
关键词
autonomic control; sleep apnea; system identification; cardiovascular model; heart rate variability;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:1554 / 1555
页数:2
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