DocumentCode
2318672
Title
Dynamic analysis of multi lead ECG recordings for detection and categorization of respiratory events during sleep
Author
Maier, C. ; Rödler, V. ; Laguna, P. ; Dickhaus, H.
Author_Institution
Heilbronn Univ., Heilbronn
fYear
2007
fDate
Sept. 30 2007-Oct. 3 2007
Firstpage
493
Lastpage
496
Abstract
Our study compares three methods for extraction of respiratory information from single- and multi-lead ECG (QRS-area, Lead-pair loop-area/angle and vector-loop alignment). Polysomnograms and 8-channel Holter-ECGs were simultaneously registered in 90 patients. In 469 segments of 1-5 min duration (total duration: 1553 min), we assessed the similarity of ECG-derived signals with respiratory movements and air-flow by correlation analysis. Moreover, the accuracy for second-by-second detection of central apnea was determined by means of ROC-analysis. Our results show that multi-lead information can substantially improve the quality of ECG-derived respiration. Angle and area of the 2D-QRS-loop spanned by pairs of two leads provided the most consistent and robust estimates, especially in the presence of arrhythmia. Detection of central apnea from the median envelope of the lead-pair loop-angles was possible with 85% sensitivity and 89% specificity.
Keywords
bioelectric potentials; correlation methods; electrocardiography; medical signal detection; medical signal processing; pneumodynamics; sleep; 8-channel Holter-ECG; QRS-area; ROC-analysis; air-flow; arrhythmia; central apnea detection; correlation analysis; lead-pair loop-angle; lead-pair loop-area; multilead ECG recordings; polysomnograms; respiratory events; sleep; time 1 min to 5 min; time 1553 min; vector-loop alignment; Abdomen; Atrial fibrillation; Data mining; Electrocardiography; Envelope detectors; Event detection; Fluid flow measurement; Heart; Motion measurement; Sleep;
fLanguage
English
Publisher
ieee
Conference_Titel
Computers in Cardiology, 2007
Conference_Location
Durham, NC
ISSN
0276-6547
Print_ISBN
978-1-4244-2533-4
Electronic_ISBN
0276-6547
Type
conf
DOI
10.1109/CIC.2007.4745530
Filename
4745530
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