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Multivariate discriminant analysis of ECG-based indexes to identify the occluded artery in patients undergoing PTCA

机译:基于ECG的指标鉴别鉴定PTCA患者闭塞动脉的多变量判别分析

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The spatial properties of ischemic changes induced by prolonged percutaneous transluminal coronary angioplasty (PTCA) have been studied. We have also analyzed how they are related to different indexes measured on the ECG (ST level, T-wave amplitude and position, QT interval and QRS duration) or derived from it [integrated measures based on the Karhunen-Loe/spl grave/ve (KL) transform and applied to different ECG intervals]. There were no differences in the most sensitive leads to ischemic changes among the three coronary artery groups [the left anterior descending artery (LAD), right coronary artery (RCA) and left circumflex artery (CIR)] in which the angioplasty was done. The variations during the occlusion period of the different indexes were used in a multivariate discriminant analysis to determine which indexes showed the best discrimination of the three occlusion sites. Occlusions in the CIR were the most difficult to classify. With three local indexes (ST level measured in lead V3, T amplitude in lead I and ST level in lead III), it was possible to correctly classify 76% of patients by the occlusion site, and with three KL-derived indexes (/spl alpha//sub 0//sup STT/ in I, /spl alpha//sub 0//sup QRS/ in V3 and /spl alpha//sub 0//sup QRS/ in I), 83% correct classifications were obtained. Using six indexes for local and KL-derived indexes, the correct classification rate was increased to 85% and 90% of patients, respectively. The use of different ECG measurements (from different intervals) on quasi-orthogonal leads has permitted the identification of the occluded artery in patients undergoing PTCA and may be extended for more general uses.
机译:研究了延长经皮腔冠状动脉血管成形术(PTCA)诱导的缺血变化的空间性质。我们还分析了它们如何与在ECG(ST级,T波幅度和位置,QT间隔和QRS持续时间)上测量的不同指标相关的索引或从其衍生的[基于Karhunen-Loe / SPL Grave / VE的集成度量(kl)转换并应用于不同的心电图间隔。在三个冠状动脉群中,最敏感的导致缺血性变化没有差异[左前期下降动脉(LAD),右冠状动脉(RCA)和左环动脉(CIR)],其中进行血管成形术。在多变量判别分析中使用不同索引的闭塞时间的变化以确定哪些指标显示出三个闭塞位点的最佳辨别。 CIR中的闭塞是最难分类的。具有三个局部指数(在铅V3中测量的ST水平,在铅III中的铅I和ST水平中测量),可以通过闭塞位点正确分类76%的患者,并用三个KL衍生的指数(/ SPL alpha // sub stt / In I,/ spl alpha // sub 0 // sup qrs / v3和/ spl alpha // sub 0 // sup qrs / I),获得了83%的正确分类。使用六个索引用于本地和KL衍生的指数,分别为85%和90%的患者的正确分类率。使用不同的ECG测量(来自不同间隔)对准正交引线,允许鉴定接受PTCA的患者的闭塞动脉,并且可以延长更多一般用途。

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