Automatic detection of ST-T complex changes on the ECG using filtered RMS difference series:: Application to ambulatory ischemia monitoring

被引:56
作者
García, J
Sörnmo, L
Olmos, S
Laguna, P
机构
[1] Univ Zaragoza, Dept Elect Engn & Commun, Commmun Technol Grp, Zaragoza 50015, Spain
[2] Lund Univ, Dept Appl Elect, Signal Proc Grp, S-22100 Lund, Sweden
关键词
automatic ischemia detection; EGG; ST-T complex changes; ST segment deviations;
D O I
10.1109/10.867943
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
A new detector is presented which finds changes in the repolarization phase (ST-T complex) of the cardiac cycle, It operates by applying a detection algorithm to the filtered root mean square (rms) series of differences between the beat segment (ST segment or ST-T complex) and an average pattern segment. The detector has been validated using the European ST-T database, which contains ST-T complex episodes manually annotated by cardiologists, resulting in sensitivity/positive predictivity of 85/86%, and 85/76%, for ST segment deviations and ST-T complex changes, respectively, The proposed detector has a performance similar to those which have a more complicated structure. The detector has the advantage of finding both ST segment deviations and entire ST-T complex changes thereby providing a wider characterization of the potential ischemic events. A post-processing stage, based on a cross-correlation analysis for the episodes in the rms series, is presented. With this stage subclinical events with repetitive pattern were found in around 20% of the recordings and improved the performance to 90/85%, and 89/76%, for ST segment and ST-T complex changes, respectively.
引用
收藏
页码:1195 / 1201
页数:7
相关论文
共 33 条
[1]   COMPUTERIZED ANALYSIS OF ST SEGMENT CHANGES IN AMBULATORY ELECTROCARDIOGRAMS [J].
AKSELROD, S ;
NORYMBERG, M ;
PELED, I ;
KARABELNIK, E ;
GREEN, MS .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 1987, 25 (05) :513-519
[2]  
ANDERSON CM, 1981, COMPUT CARDIOL, P225
[3]  
BADILINI F, 1996, NONINVASIVE ELECTROC, P357
[4]  
BAYES A, 1997, CLIN ELECTROCARDIOGR
[5]   PROGNOSTIC-SIGNIFICANCE OF THE INITIAL ELECTROCARDIOGRAPHIC PATTERN IN A 1ST ACUTE ANTERIOR WALL MYOCARDIAL-INFARCTION [J].
BIRNBAUM, Y ;
SCLAROVSKY, S ;
BLUM, A ;
MAGER, A ;
GABBAY, U .
CHEST, 1993, 103 (06) :1681-1687
[6]  
BIRNBAUM Y, 1997, ANN NONINVAS ELECTRO, V2, P279
[7]  
Clark K. W., 1980, Computers in Cardiology, P27
[8]   COMPUTER-SYSTEM FOR ANALYSIS OF ST SEGMENT CHANGES ON 24 HOUR HOLTER MONITOR TAPES - COMPARISON WITH OTHER AVAILABLE SYSTEMS [J].
GALLINO, A ;
CHIERCHIA, S ;
SMITH, G ;
CROOM, M ;
MORGAN, M ;
MARCHESI, C ;
MASERI, A .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 1984, 4 (02) :245-252
[9]   Identification of the occluded artery in patients with myocardial ischemia induced by prolonged percutaneous transluminal coronary angioplasty using traditional vs transformed ECG-based indexes [J].
García, J ;
Wagner, G ;
Sörnmo, L ;
Lander, P ;
Laguna, P .
COMPUTERS AND BIOMEDICAL RESEARCH, 1999, 32 (05) :470-482
[10]   Comparative study of local and Karhunen-Loeve-based ST-T indexes in recordings from human subjects with induced myocardial ischemia [J].
García, J ;
Lander, P ;
Sörnmo, L ;
Olmos, S ;
Wagner, G ;
Laguna, P .
COMPUTERS AND BIOMEDICAL RESEARCH, 1998, 31 (04) :271-292