• 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