Atrial Fibrillation Detection Based on Poincaré Plot and P Wave Analysis

G. Tuboly, G. Kozmann, O. Kiss, B. Merkely
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引用次数: 3

Abstract

Atrial fibrillation (AF) is a common supraventricular cardiac arrhythmia characterized by irregular RR intervals and the absence of P waves on the ECG. Since it may significantly increase the risk of stroke, the early diagnosis is crucial which can be supported by today's quickly developing mobile ECG technology. This paper describes an efficient AF detection method which is suitable for the processing of single-channel ECG signals. The algorithm makes the decision about AF based on the Poincaré plot consisting of RR intervals and the presence of the P wave on the average majority cycle. The Poincaré plot analysis was tested earlier on reference ECG signals from the PhysioNet database resulting in the average sensitivity (Se) of 98.69% and average specificity (Sp) of 99.59%. After improving our method by adding P wave analysis, it was built into the WIWE mobile ECG system produced by Sanatmetal Ltd. During clinical validation 29 AF and 315 non-AF WIWE records were processed (mainly to test Sp), 57 of which were non-AF arrhythmia cases. No false decision occurred regarding the clinical measurements in terms of AF.
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基于poincarcarr图和P波分析的心房颤动检测
心房颤动(AF)是一种常见的室上性心律失常,其特征是RR间期不规则和心电图上没有P波。由于它可能显著增加中风的风险,因此早期诊断至关重要,这可以通过当今快速发展的移动心电图技术来支持。本文介绍了一种适用于单通道心电信号处理的高效AF检测方法。该算法根据由RR区间组成的poincar图和P波在平均多数周期上的存在来决定AF。poincar图分析较早前在PhysioNet数据库的参考心电信号上进行了测试,平均灵敏度(Se)为98.69%,平均特异性(Sp)为99.59%。将该方法改进后,加入P波分析,应用于Sanatmetal公司生产的WIWE移动心电系统。临床验证时处理房颤29例、非房颤315例WIWE记录(主要用于检测Sp),其中非房颤心律失常57例。关于房颤的临床测量没有出现错误的判断。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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