Evaluation of frequency and time-frequency spectral analysis of heart rate variability as a diagnostic marker of the sleep apnoea syndrome

被引:97
作者
Hilton, MF
Bates, RA
Godfrey, KR
Chappell, MJ [1 ]
Cayton, RM
机构
[1] Univ Warwick, Sch Engn, Coventry CV4 7AL, W Midlands, England
[2] Harvard Univ, Sch Med, Brigham & Womens Hosp, Neuroendocrine & Sleep Disorders Sect, Boston, MA 02115 USA
[3] Birmingham Heartlands Hosp, Dept Resp Physiol, Birmingham B9 5ST, W Midlands, England
[4] Univ Warwick, Dept Stat, Coventry CV4 7AL, W Midlands, England
基金
英国工程与自然科学研究理事会;
关键词
apnoea; sleep; heart rate variability; spectral analysis; oximetry; receiver operator characteristic;
D O I
10.1007/BF02513379
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The sleep apnoea/hypopnoea syndrome (SAHS) elicits a unique heart rate rhythm that may provide the basis for an effective screening tool. The study uses the receiver operator characteristic (ROC) to assess the diagnostic potential of spectral analysis of heart rate variability (HRV) using two methods, the discrete Fourier transform (DFT) and the discrete harmonic wavelet transform (DHWT). These two methods are compared over different sleep stages and spectral frequency bands. The HRV results are subsequently compared with those of the current screening method of oximetry. For both the DFT and the DHWT, the most diagnostically accurate frequency range for HRV spectral power calculations is found to be 0.019-0.036Hz (denoted by AB(2)). Using AB(2), 15min sections of non-REM sleep data in 40 subjects produce ROC areas, for the DFT, DHWT and oximetry, of 0.94, 0.97 and 0.67, respectively. In REM sleep, ROC areas are 0.78, 0.79 and 0.71, respectively. In non-REM sleep, spectral analysis of HRV appears to be a significantly better indicator of the SAHS than the current screening method of oximetry, and, in REM sleep, it is comparable with oximetry. The advantage of the DHWT over the DFT is that it produces a greater time resolution and is computationally more efficient. The DHWT does not require the precondition of stationarity or interpolation of raw HRV data.
引用
收藏
页码:760 / 769
页数:10
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