A Multilead Scheme Based on Periodic Component Analysis for T-Wave Alternans Analysis in the ECG

被引:43
作者
Monasterio, Violeta [1 ,2 ]
Clifford, Gari D. [3 ]
Laguna, Pablo [1 ,2 ]
Pablo Martinez, Juan [1 ,2 ]
机构
[1] Univ Zaragoza, Aragon Inst Engn Res, Commun Technol Grp, Zaragoza, Spain
[2] CIBER BBN, Zaragoza, Spain
[3] Univ Oxford, Dept Engn Sci, Inst Biomed Engn, Oxford OX1 3PJ, England
关键词
Electrocardiogram; T-wave alternans; Multilead analysis; Periodic component analysis; ELECTRICAL ALTERNANS; HEART-RATE; REPOLARIZATION; VULNERABILITY; RISK;
D O I
10.1007/s10439-010-0029-z
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
T-wave alternans (TWA) is a cardiac phenomenon that appears in the electrocardiogram (ECG) and is associated with the mechanisms leading to sudden cardiac death (SCD). In this study, we propose the use of a multilead TWA analysis scheme that combines the Laplacian likelihood ratio (LLR) method and periodic component analysis (pi CA), an eigenvalue decomposition technique whose aim is to extract the most periodic sources of the signal. The proposed scheme is evaluated in different scenarios-from synthetic signals to stress test ECGs and is compared to other reported schemes based on the LLR method. Results demonstrate that the pi CA-based scheme provides a superior ability to detect TWA than previously reported schemes, and has the potential to improve the prognostic value of testing for TWA.
引用
收藏
页码:2532 / 2541
页数:10
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