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
Link To Document :
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