Prompt and accurate diagnosis of ventricular arrhythmias with a novel index based on phase space reconstruction of ECG

被引:19
作者
Koulaouzidis, George [1 ,2 ]
Das, Saptarshi [3 ]
Cappiello, Grazia [3 ]
Mazomenos, Evangelos B. [3 ]
Maharatna, Koushik [3 ]
Puddu, Paolo E. [4 ]
Morgan, John M. [1 ]
机构
[1] Univ Hosp Southampton NHS Fdn Trust, Southampton, Hants, England
[2] Univ Hull, Castle Hill Hosp, Hull York Med Sch, Dept Cardiol, Kingston Upon Hull, Yorks, England
[3] Univ Southampton, Sch Elect & Comp Sci, Southampton SO9 5NH, Hants, England
[4] Univ Roma La Sapienza, Dept Cardiovasc Sci, Rome, Italy
关键词
Timely diagnosis; Ventricular arrhythmias; Index; Phase space reconstruction of ECG; NONLINEAR-ANALYSIS; TACHYCARDIA; IDENTIFICATION; FIBRILLATION; DYNAMICS; FEATURES;
D O I
10.1016/j.ijcard.2014.12.067
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Aim: To develop a statistical index based on the phase space reconstruction (PSR) of the electrocardiogram(ECG) for the accurate and timely diagnosis of ventricular tachycardia (VT) and ventricular fibrillation (VF). Methods: Thirty-two ECGs with sinus rhythm (SR) and 32 ECGs with VT/ VF were analyzed using the PSR technique. Firstly, the method of time delay embedding were employed with the insertion of delay "tau" in the original time-series X(t), which produces the Y(t) = X(t - tau). Afterwards, a PSR diagram was reconstructed by plotting Y(t) against X(t). The method of box counting was applied to analyze the behavior of the PSR trajectories. Measures as mean (mu), standard deviation (sigma) and coefficient of variation (CV = sigma/mu), kurtosis (beta) for the box counting of PSR diagrams were reported. Results: During SR, CV was always <0.05, while with the onset of arrhythmia CV increased >0.05. A similar pattern was observed with beta, where <6 was considered as the cut-off point between SR and VT/ VF. Therefore, the upper threshold for SR was considered CVth= 0.05 and beta(th) < 6. For optimisation of the accuracy, a new index (J) was proposed: J - W CV/CVth + (1-W) beta/beta(th). During SR the upper limit of J was the value of 1. Furthermore CV, beta and J crossed the cut-off point timely before the onset of arrhythmia (average time: 4 min 31 s; SD: 2 min 30 s); allowing sufficient time for preventive therapy. Conclusion: The J index improved ECG utility for arrhythmia monitoring and detection utility, allowing the prompt and accurate diagnosis of ventricular arrhythmias. (C) 2014 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:38 / 43
页数:6
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