Eigenleads: ECG Leads for Maximizing Information Capture and Improving SNR

被引:15
作者
Finlay, Dewar D. [1 ]
Nugent, Chris D. [1 ]
Donnelly, Mark P. [1 ]
Lux, Robert L. [2 ]
机构
[1] Univ Ulster, Sch Comp & Math, Jordanstown BT37 0QB, North Ireland
[2] Univ Utah, Sch Med, Salt Lake City, UT 84112 USA
来源
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE | 2010年 / 14卷 / 01期
关键词
EASI leads; ECG; SNR; SURFACE POTENTIAL MAPS; 12-LEAD ELECTROCARDIOGRAM; REDUNDANCY REDUCTION; IMPROVED DISPLAY; SELECTION; DISEASE;
D O I
10.1109/TITB.2009.2022933
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
There is currently much interest in exploring new ways to optimize ECG acquisition. In the current study, we have investigated optimal configurations of ECG leads with respect to: 1) best signal magnitude (maximal signal variance) and 2) best reconstruction of the total body surface potential distribution and the 12-lead ECG. Principal component analysis was applied to a set of 117-lead body surface potential maps (BSPMs) recorded from 559 subjects. Three bipolar leads, referred to as "eigenleads," were identified from the extrema on the resulting eigenvectors. Recording sites for the three leads were largely located in the precordial region. The magnitude of the signals recorded from the eigenleads was calculated on a set of 185 unseen subjects. The accuracy of the eigenleads in the reconstruction of BSPMs and the 12-lead ECG was also assessed for each subject. These results were compared to existing limited lead systems. It was found that, when compared to conventional leads, eigenleads could be used to increase signal strength (rms voltage) by 27.9%, 39.0%, and 20.3% for P-waves, QRS segments, and STT segments, respectively. Although the eigenleads were not able to reconstruct total body surface information as well as the 12-lead ECG (24.4 mu V versus 20.2 mu V), the eigenleads did perform comparably with other limited lead systems in the estimation of the 12-lead ECG. In particular, the eigenleads performed well in the reconstruction of precordial leads in comparison to the EASI lead system and a limited lead system made up of a subset of precordial leads. The proposed leads are a suitable alternative limited leads system, and can be used to improve SNR. More work is needed to test the practicality of such leads.
引用
收藏
页码:69 / 78
页数:10
相关论文
共 25 条
[1]  
[Anonymous], 1991, A User's Guide to Principal Components
[2]   Flexible technologies and smart clothing for citizen medicine, home healthcare, and disease prevention [J].
Axisa, F ;
Schmitt, PM ;
Gehin, C ;
Delhomme, G ;
McAdams, E ;
Dittmar, A .
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2005, 9 (03) :325-336
[3]   SELECTION OF NUMBER AND POSITIONS OF MEASURING LOCATIONS FOR ELECTROCARDIOGRAPHY [J].
BARR, RC ;
SPACH, MS ;
HERMANGI.GS .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1971, BM18 (02) :125-&
[4]   DERIVING THE 12-LEAD ELECTROCARDIOGRAM FROM 4 (EASI) ELECTRODES [J].
DOWER, GE ;
YAKUSH, A ;
NAZZAL, SB ;
JUTZY, RV ;
RUIZ, CE .
JOURNAL OF ELECTROCARDIOLOGY, 1988, 21 :S182-S187
[5]  
Drew BJ, 2007, J ELECTROCARDIOL, V40, P380
[6]   Practice standards for electrocardiographic monitoring in hospital settings - An American Heart Association Scientific Statement from the councils on cardiovascular nursing, clinical cardiology, and cardiovascular disease in the young [J].
Drew, BJ ;
Califf, RM ;
Funk, M ;
Kaufman, ES ;
Krucoff, MW ;
Laks, MM ;
Macfarlane, PW ;
Sommargren, C ;
Swiryn, S ;
Van Hare, GF .
CIRCULATION, 2004, 110 (17) :2721-2746
[7]   REDUNDANCY REDUCTION FOR IMPROVED DISPLAY AND ANALYSIS OF BODY-SURFACE POTENTIAL MAPS .2. TEMPORAL COMPRESSION [J].
EVANS, AK ;
LUX, RL ;
BURGESS, MJ ;
WYATT, RF ;
ABILDSKOV, JA .
CIRCULATION RESEARCH, 1981, 49 (01) :197-203
[8]   Improved EASI coefficients:: Their derivation, values, and performance [J].
Feild, DQ ;
Feldman, CL ;
Horácek, BM .
JOURNAL OF ELECTROCARDIOLOGY, 2002, 35 :23-33
[9]  
FINLAY DD, 2006, BMC MED INFORM DECIS, V6, pR30
[10]   Synthesising the 12-lead electrocardiogram: Trends and challenges [J].
Finlay, Dewar D. ;
Nugent, Chris D. ;
Kellett, John G. ;
Donnelly, Mark P. ;
MCCullaah, Paul J. ;
Black, Norman D. .
EUROPEAN JOURNAL OF INTERNAL MEDICINE, 2007, 18 (08) :566-570