4.5 Article

Screening for Obstructive Sleep Apnea by Cyclic Variation of Heart Rate

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LIPPINCOTT WILLIAMS & WILKINS
DOI: 10.1161/CIRCEP.110.958009

关键词

diagnosis; electrocardiography; heart rate; sleep apnea

资金

  1. Japan Society for the Promotion of Science (JSPS), Japan
  2. Ministry of Health, Labor and Welfare, Japan [20B-7]

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Background-Despite the adverse cardiovascular consequences of obstructive sleep apnea, the majority of patients remain undiagnosed. To explore an efficient ECG-based screening tool for obstructive sleep apnea, we examined the usefulness of automated detection of cyclic variation of heart rate (CVHR) in a large-scale controlled clinical setting. Methods and Results-We developed an algorithm of autocorrelated wave detection with adaptive threshold (ACAT). The algorithm was optimized with 63 sleep studies in a training cohort, and its performance was confirmed with 70 sleep studies of the Physionet Apnea-ECG database. We then applied the algorithm to ECGs extracted from all-night polysomnograms in 862 consecutive subjects referred for diagnostic sleep study. The number of CVHR per hour (the CVHR index) closely correlated(r=0.84) with the apnea-hypopnea index, although the absolute agreement with the apnea-hypopnea index was modest (the upper and lower limits of agreement, 21 per hour and -19 per hour) with periodic leg movement causing most of the disagreement (P < 0.001). The CVHR index showed a good performance in identifying the patients with an apnea-hypopnea index >= 15 per hour (area under the receiver-operating characteristic curve, 0.913; 83% sensitivity and 88% specificity, with the predetermined cutoff threshold of CVHR index >= 15 per hour). The classification performance was unaffected by older age (>= 65 years) or cardiac autonomic dysfunction (SD of normal-to-normal R-R intervals over the entire length of recording < 65 ms; area under the receiver-operating characteristic curve, 0.915 and 0.911, respectively). Conclusions-The automated detection of CVHR with the ACAT algorithm provides a powerful ECG-based screening tool for moderate-to-severe obstructive sleep apnea, even in older subjects and in those with cardiac autonomic dysfunction. (Circ Arrhythm Electrophysiol. 2011;4:64-72.)

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