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
相关论文
共 27 条
[1]  
[Anonymous], 2006, ARTECH HOUSE BOSTON
[2]   Coronary artery disease diagnosis based on exercise electrocardiogram indexes from repolarisation, depolarisation and heart rate variability [J].
Bailón, R ;
Mateo, J ;
Olmos, S ;
Serran, P ;
García, J ;
del Río, A ;
Ferreira, IJ ;
Laguna, P .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2003, 41 (05) :561-571
[3]   Interpretation and classification of microvolt T wave alternans tests [J].
Bloomfield, DM ;
Hohnloser, SH ;
Cohen, RJ .
JOURNAL OF CARDIOVASCULAR ELECTROPHYSIOLOGY, 2002, 13 (05) :502-512
[4]   Prognostic utility of microvolt T-wave alternans in risk stratification of patients with ischemic cardiomyopathy [J].
Chow, T ;
Kereiakes, DJ ;
Bartone, C ;
Booth, T ;
Schloss, EJ ;
Waller, T ;
Chung, ES ;
Menon, S ;
Nallamothu, BK ;
Chan, PS .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2006, 47 (09) :1820-1827
[5]   An artificial vector model for generating abnormal electrocardiographic rhythms [J].
Clifford, Gari D. ;
Nemati, Shamim ;
Sameni, Reza .
PHYSIOLOGICAL MEASUREMENT, 2010, 31 (05) :595-609
[6]   The ABCD (Alternans Before Cardioverter Defibrillator) Trial [J].
Costantini, Otto ;
Hohnloser, Stefan H. ;
Kirk, Malcolm M. ;
Lerman, Bruce B. ;
Baker, James H., II ;
Sethuraman, Barathi ;
Dettmer, Mary M. ;
Rosenbaum, David S. .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2009, 53 (06) :471-479
[7]   Explaining the clinical manifestations of T wave alternans in patients at risk for sudden cardiac death [J].
Cutler, Michael J. ;
Rosenbaum, David S. .
HEART RHYTHM, 2009, 6 (03) :S22-S28
[8]   Comparison of Quantitative T-Wave Alternans Profiles of Healthy Subjects and ICD Patients [J].
Garcia, Euler de Vilhena ;
Samesima, Nelson ;
Pereira Filho, Horacio G. ;
Quadros, Cristina M. ;
Cavalcante da Silva, Luis Tenorio ;
Martinelli Filho, Martino ;
Zacharias Hannouche, Maria Luciana ;
Mathias, Wilson ;
Pastore, Carlos Alberto .
ANNALS OF NONINVASIVE ELECTROCARDIOLOGY, 2009, 14 (02) :108-118
[9]   Quantitative assessment of microvolt T-wave alternans in patients with congestive heart failure [J].
Klingenheben, T ;
Ptaszynski, P ;
Hohnloser, SH .
JOURNAL OF CARDIOVASCULAR ELECTROPHYSIOLOGY, 2005, 16 (06) :620-624
[10]   Characterization of repolarization alternans during ischemia:: Time-course and spatial analysis [J].
Martínez, JP ;
Olmos, S ;
Wagner, G ;
Laguna, P .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2006, 53 (04) :701-711