• DocumentCode
    1020
  • Title

    Heart Rate Turbulence Analysis Based on Photoplethysmography

  • Author

    Gil, Esteban ; Laguna, P. ; Martinez, Juan Pablo ; Barquero-Perez, O. ; Garcia-Alberola, A. ; Sornmo, Leif

  • Author_Institution
    Commun. Technol. Group (GTC), Univ. de Zaragoza, Zaragoza, Spain
  • Volume
    60
  • Issue
    11
  • fYear
    2013
  • fDate
    Nov. 2013
  • Firstpage
    3149
  • Lastpage
    3155
  • Abstract
    The goal of this paper is to determine whether the photoplethysmography (PPG) can replace the ECG-based detection of heart rate turbulence. Using the PPG, classification of ventricular premature beats (VPBs) is accomplished with a linear classifier. The two conventional parameters turbulence onset and slope are studied together with a recently introduced parameter characterizing turbulence shape. Performance is studied on a dataset with 4131 VPBs, recorded from a total of 27 patients in different clinical contexts (hemodialysis treatment, intensive care monitoring, and electrophysiological study). The sensitivity/specificity of VPB classification was found to be 90.5/99.9%, with an accuracy of 99.3%, suggesting that classification of VPBs can be reliable made from the PPG. The main difference between the two types of turbulence analysis stems from the fact that the pulse transit time varies largely immediately after the VPB. Out of the 22 patients which had a sufficient number of VPBs, the outcome of the ECG- and PPG-based analysis was identical in 21. It is concluded that the PPG may serve as a surrogate technique for the ECG in turbulence analysis.
  • Keywords
    bioelectric phenomena; biomedical optical imaging; image classification; medical image processing; patient monitoring; patient treatment; photoplethysmography; turbulence; ECG-based analysis; ECG-based detection; PPG-based analysis; VPB classification; clinical contexts; conventional parameter turbulence onset; conventional parameter turbulence slope; electrophysiological study; heart rate turbulence analysis; hemodialysis treatment; intensive care monitoring; linear classification; parameter characterizing turbulence shape; photoplethysmography; pulse transit time; turbulence analysis; ventricular premature beat classification; Blood pressure; Databases; Electrocardiography; Heart rate; Monitoring; Photoplethysmography; Heart rate turbulence (HRT); hemodialysis; photoplethysmography (PPG); pulse rate turbulence (PRT); pulse transit time (PTT); ventricular premature beat (VPB); Databases, Factual; Heart Rate; Humans; Models, Biological; Photoplethysmography; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Ventricular Premature Complexes;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2013.2270083
  • Filename
    6544224