Identification of Patients with Myocardial Infarction

被引:13
|
作者
Correa, Raul [1 ]
Arini, Pedro D. [2 ,3 ]
Correa, Lorena S. [1 ]
Valentinuzzi, Max [3 ]
Laciar, Eric [1 ]
机构
[1] Univ Nacl San Juan, Fac Ingn, Gabinete Tecnol Med, Av Libertador Gen San Martin 1109 O J5400ARL, San Juan, Argentina
[2] Consejo Nacl Invest Cient & Tecn, Inst Argentino Matemat IAM Alberto P Calderon, RA-1033 Buenos Aires, DF, Argentina
[3] Univ Buenos Aires, Fac Ingn, Inst Ingn Biomed IIBM, Buenos Aires, DF, Argentina
关键词
Myocardial infarction; electrocardiography; vectorcardiography; discriminant analysis; QRS-T ANGLE; ANGIOPLASTY; DEATH; ECG;
D O I
10.3414/ME15-01-0101
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Background: The largest morbidity and mortality group worldwide continues to be that suffering Myocardial Infarction (MI). The use of vectorcardiography (VCG) and electrocardiography (ECG) has improved the diagnosis and characterization of this cardiac condition. Objectives: Herein, we applied a novel ECG-VCG combination technique to identifying 95 patients with MI and to differentiating them from 52 healthy reference subjects. Subsequently, and with a similar method, the location of the infarcted area permitted patient classification. Methods: We analyzed five depolarization and four repolarization indexes, say: a) volume; b) planar area; c) QRS loop perimeter; d) QRS vector difference; e - g) Area under the QRS complex, ST segment and T-wave in the (X, Y, Z) leads; h) ST-T Vector Magnitude Difference; i) T-wave Vector Magnitude Difference; and j) the spatial angle between the QRS complex and the T-wave. For classification, patients were divided into two groups according to the infarcted area, that is, anterior or inferior sectors (MI-ant and MI-inf, respectively). Results: Our results indicate that several ECG and VCG parameters show significant differences (p-value<0.05) between Healthy and MI subjects, and between MI-ant and MI-inf. Moreover, combining five parameters, it was possible to classify the MI and healthy subjects with a sensitivity = 95.8%, a specificity = 94.2%, and an accuracy = 95.2%, after applying a linear discriminant classifier method. Similarly, combining eight indexes, we could separate out the MI patients in MI-ant vs MI-inf with a sensitivity = 89.8%, 84.8%, respectively, and an accuracy = 89.8%. Conclusions: The new multivariable MI patient identification and localization technique, based on ECG and VCG combination indexes, offered excellent performance to differentiating populations with MI from healthy subjects. Furthermore, this technique might be applicable to estimating the infarcted area localization. In addition, the proposed method would be an alternative diagnostic technique in the emergency room.
引用
收藏
页码:242 / 249
页数:8
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