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Detection of T-wave Alternans in ECG Signals Using FRFT and Tensor Decomposition
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作者 Chuanbin Ge Shuli Zhao Yi Xin 《Journal of Beijing Institute of Technology》 EI CAS 2021年第3期290-294,共5页
T-wave alternans(TWA)refers to the periodic beat-to-beat variation in the amplitude of T-wave in the electrocardiogram(ECG)signal in an ABAB-pattern.TWA has been proven to be a very important indicator of malignant ar... T-wave alternans(TWA)refers to the periodic beat-to-beat variation in the amplitude of T-wave in the electrocardiogram(ECG)signal in an ABAB-pattern.TWA has been proven to be a very important indicator of malignant arrhythmia risk stratification.A new method to detect TWA by combining fractional Fourier transform(FRFT)and tensor decomposition is proposed.First,the T-wave vector is extracted from the ECG of each heartbeat,and its FRFT amplitudes at multiple orders are arranged to form a T-wave matrix.Then,a third-order tensor is composed of T-wave matrices of several consecutive heart beats.After tensor decomposition,projection matrices are obtained in three dimensions.The complexity of the projection matrix is measured by Shannon entropy to obtain feature vector to detect the presence of TWA.Results show that the sensitivity,specificity,and accuracy of the algorithm on the MIT-BIH database are 91.16%,94.25%,and 92.68%,respectively.This method effectively utilizes the fractional domain information of ECG,and shows the promising potential of the FRFT in ECG signal processing. 展开更多
关键词 t-wave alternans(twa) electrocardiogram(ECG) fractional Fourier transform tensor decomposition
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The Relationship between T-Wave Alternans and Adverse Cardiac Events in Patients with Congenital Long QT Syndrome:A Systematic Review and Meta-Analysis
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作者 Ying Yang Tingting Lv +1 位作者 Siyuan Li Ping Zhang 《Congenital Heart Disease》 SCIE 2022年第5期557-567,共11页
Background:T-wave alternans(TWA)is a risk factor of ventricular arrhythmias or sudden cardiac death(SCD)in patients with ischemic cardiomyopathy.Nevertheless,the relationship between TWA and adverse cardiac events(ACE... Background:T-wave alternans(TWA)is a risk factor of ventricular arrhythmias or sudden cardiac death(SCD)in patients with ischemic cardiomyopathy.Nevertheless,the relationship between TWA and adverse cardiac events(ACE)in patients with congenital long QT syndrome(LQT)remains controversial.Methods:A systematic electronic search of PubMed,Embase and the Cochrane Library was conducted from database inception dates to 28 April 2021 and assessed the relationship between TWA and ACE in patients with LQTS.Sub-group analysis evaluated the association between microvolt TWA(MTWA)and ACE in different monitoring models and ECGlead numbers.Results:A pooled analysis of seven studies of 625 patients with LQTS showed that TWA was significantly associated with ACE(OR 3.16,95%CI 1.86–5.37,P<0.001).Advanced analysis showed that macroscopic TWA was significantly related to ACE(OR 6.01,95%CI 2.96–12.21,P<0.001),while MTWA did not(OR 0.92,95%CI 0.37–2.30,P=0.85).Sub-group analysis showed that MTWA recorded in 24 h continuous ECG(OR 6.79,95%CI 0.80–57.75,P=0.08)might have a stronger association with ACE than recorded in stress ECG(OR 0.28,95%CI 0.07–1.10,P=0.07).No difference was observed between MTWA measured in multi-lead ECG and limited ECG leads(P=0.15).Conclusions:Macroscopic TWA was significantly related to ACE in patients with LQTS.In terms of MTWA,MTWA recorded in 24 h continuous ECG might have a stronger association with ACE than stress ECG,but still deserves further evaluation. 展开更多
关键词 t-wave alternans long QT syndrome adverse cardiac events META-ANALYSIS
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Adaptive Match-Filtering: A Biomedical Application to Identify T-Wave Alternans
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作者 Laura Burattini Giovanni Ottaviano +1 位作者 Francesco Di Nardo Sandro Fioretti 《Natural Science》 2014年第10期709-718,共10页
T-wave alternans (TWA), consisting in an alternation of the electrocardiographic (ECG) repolarization segment (T-wave), is a promising index of the risk of sudden cardiac death. By definition, it is characterized by a... T-wave alternans (TWA), consisting in an alternation of the electrocardiographic (ECG) repolarization segment (T-wave), is a promising index of the risk of sudden cardiac death. By definition, it is characterized by a frequency component, termed fTWA, that matches half heart rate. The heart-rate adaptive match filter (AMF) based method is a technique for automatic TWA identification from the digital ECG. Aim of the present study was to provide a complete technical description of the filter able to explain its methodological principles. The AMF is usually realized as a 6th order Butterworth filter with a narrow (0.12 Hz) passing band centered in fTWA. It is applied in a bidirectional fashion, so that final filtering order is 12. While extracting the TWA component, the AMF simultaneously filters out every ECG component including noise and artefacts, and thus results are very robust. Goodness of the technique was tested using 8 synthetic ECG tracings corrupted by typical noisy factors, such as white random noise, baseline wanderings, heart-rate variability, and others. Six ECG tracings were affected by 100 μV TWA, whereas two were not. Results indicate that the AMF-based method is able to prevent false-positive and false-negative detections and, thus, represents a useful tool for a reliable TWA identification. 展开更多
关键词 ADAPTIVE FILTERING Digital ECG t-wave alternans SUDDEN Cardiac DEATH
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On the basis of the morphology of the T-wave alternans: A Poincare mapping method research
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作者 Hui Guo Jie Zhao +1 位作者 Fei Li Tiantian Li 《Journal of Biomedical Science and Engineering》 2013年第4期504-507,共4页
Presently T-wave alternans (TWA) has become a clinical index of non-invasive diagnosis for heart sudden death prediction, and detecting T-wave alternate accurately is particularly important. This paper introduces an a... Presently T-wave alternans (TWA) has become a clinical index of non-invasive diagnosis for heart sudden death prediction, and detecting T-wave alternate accurately is particularly important. This paper introduces an algorithm for detecting TWA using Poincare mapping method which is a technique for nonlinear dynamic systems to display periodic behavior. Sample series of beat to beat cycles were selected to prepare Poincare mapping method. Vector Angle Index (VAI), which is the mean of the difference between θi (the angle between the line connecting the i point to the origin and the X axis) and 45 degrees was used to present the presence or absence of TWA. The value of 0.9 rad ≤ VAI ≤ 1.03 rad is accepted as a level determinative for presence of TWA. VAI via Poincare mapping method (PM) is used for correlation analysis with T-wave alternans voltage (Vtwa) by way of the spectral method (SM). The cross-correlation coefficient between Vtwa and VAI is γ = 0.8601. The algorithm can identify the absence and presence of TWA accurately and provide idea for further study of TWA-PM. 展开更多
关键词 t-wave alternans POINCARE Mapping METHOD Spectral METHOD Vector Angle Index (VAI)
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Application of T-Wave Alternans in Evaluation of Prognosis in Patients with Intracerebral Hemorrhage
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作者 Xian Li Xianglin Cheng 《Yangtze Medicine》 2017年第3期127-132,共6页
Objective: To explore the application value of electrocardiograph (ECG) T-wave Alternans (TWA) anomaly in acute stage of intracerebral hemorrhage patients. Methods: We choose 1175 intracerebral hemorrhage patients who... Objective: To explore the application value of electrocardiograph (ECG) T-wave Alternans (TWA) anomaly in acute stage of intracerebral hemorrhage patients. Methods: We choose 1175 intracerebral hemorrhage patients whose conventional 12-lead ECG has TWA in our hospital from January 2011 to December 2015, 751 patients without TWA in the same period as the control group, compared the volume of intracerebral hemorrhage, bleeding site and mortality between the 2 groups. Results: In TWA group, 247 cases died, 361 cases with massive intracerebral hemorrhage, 298 cases with brain stem hemorrhage;in TWA negative group (control group), 41 cases died, 93 cases with massive brain hemorrhage, 64 cases with brain stem hemorrhage. There are statistical differences between two groups (P Conclusion: The occurrence of TWA is significantly related to the volume of bleeding, the bleeding site and mortality, and can be used as an important parameter in the prognosis of intracerebral hemorrhage. 展开更多
关键词 INTRACEREBRAL HEMORRHAGE t-wave alternans PROGNOSIS
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Microvolt T-wave alternans complemented with electrophysiologic study for prediction of ventricular tachyarrhythmias in patients with arrhythmogenic right ventricular cardiomyopathy: a long-term follow-up study 被引量:3
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作者 She-Liang Xue Xiao-Feng Hou +8 位作者 Kang-Yun Sun Yao Wang Zhi-Yong Qian Quan-Peng Wang Si-Peng Shen Hong-Li Yin Rong Zhang Hai-Ping Yin Jian-Gang Zou 《Chinese Medical Journal》 SCIE CAS CSCD 2019年第12期1406-1413,共8页
Background: The long-term predicted value of microvolt T-wave alternans (MTWA) for ventricular tachyarrhythmia in patients with arrhythmogenic right ventricular cardiomyopathy (ARVC) remains unclear. Our study explore... Background: The long-term predicted value of microvolt T-wave alternans (MTWA) for ventricular tachyarrhythmia in patients with arrhythmogenic right ventricular cardiomyopathy (ARVC) remains unclear. Our study explored the characteristics of MTWA and its prognostic value when combined with an electrophysiologic study (EPS) in patients with ARVC. Methods: All patients underwent non-invasive MTWA examination with modified moving average (MMA) analysis and an EPS. A positive event was defined as the first occurrence of sudden cardiac death, documented sustained ventricular tachycardia (VT), ventricular fibrillation, or the administration of appropriate implantable cardioverter defibrillator therapy including shock or antitachycardia pacing. Results: Thirty-five patients with ARVC (age 38.6 ± 11.0 years;28 males) with preserved left ventricular (LV) function were recruited. The maximal TWA value (MaxValt) was 17.0 (11.0–27.0)μV. Sustained VT was induced in 22 patients by the EPS. During a median follow-up of 99.9 ± 7.7 months, 15 patients had positive clinical events. When inducible VT was combined with the MaxValt, the area under the curve improved from 0.739 to 0.797. The receiver operating characteristic curve showed that a MaxValt of 23.5 μV was the optimal cutoff value to identify positive events. The multivariate Cox regression model for survival showed that MTWA (MaxValt, hazard ratio [HR], 1.06;95% confidence interval [CI], 1.01–1.11;P = 0.01) and inducible VT (HR, 5.98;95% CI, 1.33–26.8;P = 0.01) independently predicted positive events in patients with ARVC. Conclusions: MTWA assessment with MMA analysis complemented by an EPS might provide improved prognostic ability in patients with ARVC with preserved LV function during long-term follow-up. 展开更多
关键词 Modified moving AVERAGE analysis Microvolt t-wave alternans Electrophysiologic study VENTRICULAR TACHYARRHYTHMIA Arrhythmogenic right VENTRICULAR CARDIOMYOPATHY
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基于T波最大值的T波电交替分析法 被引量:10
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作者 赵捷 华玫 《生物医学工程学杂志》 EI CAS CSCD 北大核心 2005年第5期951-955,共5页
提出了一种基于T波最大值T波电交替(T-wave alternans,TWA)的快速傅氏变换(Fast fouriertransform,FFT)分析法。该方法能在减少抽样频率的条件下,保证计算精度。基于T波最大值的方法还解决了固定T波的取样点随着心率的变化而变化问题。... 提出了一种基于T波最大值T波电交替(T-wave alternans,TWA)的快速傅氏变换(Fast fouriertransform,FFT)分析法。该方法能在减少抽样频率的条件下,保证计算精度。基于T波最大值的方法还解决了固定T波的取样点随着心率的变化而变化问题。该方法对连续128个正常心跳周期的ST-T结构中的T波最大值进行FFT变换,进而可以得到其功率谱曲线图。该功率谱图可反映TWA。 展开更多
关键词 心电图 快速傅氏变换 小波 T波电交替 T波电交替 最大值 FOURIER 傅氏变换 ST-T 心跳周期 计算精度 功率谱 FFT
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改进的谱分析法定量估算T波电交替的研究 被引量:8
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作者 余辉 李恒达 +1 位作者 张力新 杜非 《中国生物医学工程学报》 CAS CSCD 北大核心 2011年第2期213-219,共7页
T波交替现象已成为医生用于评估心脏病人的指标之一。但TWA检测中的定量问题尚未解决。本研究在传统谱分析方法的基础上进行了改进,采用定长积分平均的方式替代原有的单参照点模式,数据结果表明改进后算法的时域抗干扰能力有了显著的提... T波交替现象已成为医生用于评估心脏病人的指标之一。但TWA检测中的定量问题尚未解决。本研究在传统谱分析方法的基础上进行了改进,采用定长积分平均的方式替代原有的单参照点模式,数据结果表明改进后算法的时域抗干扰能力有了显著的提高。采用线性模型人工合成TWA信号进行仿真研究,针对非理想状态下的TWA信号,基于实际情况中生理信号的多变性和不均匀性,修正了David S.Rosenbaum等人的估算式,提出了一种新的TWA定量分析方法,测试结果表明在信噪比大于10 dB时,估算的TWA幅值的绝对误差控制在±5μV以内。 展开更多
关键词 心电图 T波交替 改进的谱分析法 人工合成模拟心电信号 定长积分平均方法
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非高斯条件下基于粒子滤波的T波交替检测算法 被引量:3
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作者 佘黎煌 张石 王鸿雁 《电子学报》 EI CAS CSCD 北大核心 2014年第2期223-229,共7页
针对动态心电图中非稳态、非线性和非高斯T波交替检测(T-wave alternans,TWA)的稳健检测问题,本文首先提出了一个TWA的非线性、拉普拉斯噪声的状态空间模型,然后采用粒子滤波方法对动态心电信号中的T波交替幅值进行估计,实现了心电信号... 针对动态心电图中非稳态、非线性和非高斯T波交替检测(T-wave alternans,TWA)的稳健检测问题,本文首先提出了一个TWA的非线性、拉普拉斯噪声的状态空间模型,然后采用粒子滤波方法对动态心电信号中的T波交替幅值进行估计,实现了心电信号中T波交替的定性和定量分析.仿真结果表明,在加入高斯噪声和非高斯噪声情况下,与经典的SM和MMA方法进行对比,本文提出的算法准确度和稳健性表现最好,并且本文算法能准确地实时地跟踪非稳态的TWA现象. 展开更多
关键词 心电信号 T波交替 粒子滤波 拉普拉斯噪声
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基于粒子群和非参数检验的T波交替联合检测方法 被引量:1
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作者 佘黎煌 卢丽 +1 位作者 张石 王明全 《东北大学学报(自然科学版)》 EI CAS CSCD 北大核心 2013年第3期326-329,共4页
为了提高TWA检测方法的准确性和鲁棒性,提出了基于粒子群与秩和检验的T波交替联合检测方法.通过基于高斯核的心电图模型,利用粒子群算法来最优提取和对齐T波,提高了T波提取的鲁棒性和可靠性,降低了由于畸变T波引起的TWA误检和漏检.同时... 为了提高TWA检测方法的准确性和鲁棒性,提出了基于粒子群与秩和检验的T波交替联合检测方法.通过基于高斯核的心电图模型,利用粒子群算法来最优提取和对齐T波,提高了T波提取的鲁棒性和可靠性,降低了由于畸变T波引起的TWA误检和漏检.同时,基于非参数方法来定量和定性计算TWA参数,由于无需估计TWA的概率模型,提高了对现实复杂TWA现象检测的鲁棒性.仿真实验表明,测量的幅度与参考的真实值的相关系数达到0.96.标准的TWA数据和实际的心电图数据测试表明,所提出的TWA检测方法具有较高的鲁棒性. 展开更多
关键词 粒子群 秩和检验 T波交替 心电模型 心电图
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T波电交替预测扩张性心肌病患者恶性室性心律失常的作用 被引量:1
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作者 卢海燕 《心脑血管病防治》 2010年第4期263-264,共2页
Objective To explore TWA detection method in electrocardiogram records based on dynamic time-domain method and TWA value for predicting malignant ventricular arrhythmia in patients with DCM.Methods This study included... Objective To explore TWA detection method in electrocardiogram records based on dynamic time-domain method and TWA value for predicting malignant ventricular arrhythmia in patients with DCM.Methods This study included 86 hospitalized patients with DCM during 2006~2008 at Lishui City Central Hospital.According to the type of ventricular arrhythmia,they were divided into malignant ventricular arrhythmia group(28 cases) and non-malignant ventricular arrhythmia group(58 cases).Using time-domain measurement of TWA index,the sensitivity,specificity for TWA index predicting malignant ventricular arrhythmias were analyzed.Results TWA in non-malignant ventricular arrhythmia group and malignant ventricular arrhythmias group was significant difference(P<0.01).When we used Talt ≥7.6μV to predict malignant ventricular arrhythmias in patients with DCM,the sensitivity was 86%,specificity was 83%,positive predictive value was 71%,negative predictive value was 92%.Conclusions Time-domain measurement of TWA in patients with DCM for malignant ventricular arrhythmia has a predictive value. 展开更多
关键词 恶性室性心律失常 扩张性心肌病 T波电交替 预测价值 尖端扭转型室速 患者 收缩功能障碍 扩张型心肌病
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T波电交替及其临床意义
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作者 王晓霞 黄织春 《内蒙古医学杂志》 2009年第5期587-592,共6页
T波电交替(T wave alternans,TWA)是指在规整的心律时,体表心电图上T波形态、极性和振幅的逐搏交替变化。目前大量研究认为T波电交替是人类及动物缺血心肌发生室速、室颤的标志,是预测发生恶性室性心律失常及猝死的有力预测指标。现就T... T波电交替(T wave alternans,TWA)是指在规整的心律时,体表心电图上T波形态、极性和振幅的逐搏交替变化。目前大量研究认为T波电交替是人类及动物缺血心肌发生室速、室颤的标志,是预测发生恶性室性心律失常及猝死的有力预测指标。现就T波电交替的溯源与发展、发生机制、影响因素及临床意义等进行综述。 展开更多
关键词 T波电交替 恶性室性心律失常 临床意义
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基于增强的谱分析和奇异值分解的T波交替检测 被引量:2
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作者 王娟 黄忠朝 刘正春 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2012年第1期177-181,共5页
针对传统谱分析方法在T波交替(TWA)检测中对噪声敏感的缺点,提出将增强的谱分析方法和奇异值分解方法结合起来的TWA检测方法.该方法利用奇异值分解得到去除了噪声干扰的心电信号,克服了传统谱分析方法只能检测平稳信号且需要增大心率的... 针对传统谱分析方法在T波交替(TWA)检测中对噪声敏感的缺点,提出将增强的谱分析方法和奇异值分解方法结合起来的TWA检测方法.该方法利用奇异值分解得到去除了噪声干扰的心电信号,克服了传统谱分析方法只能检测平稳信号且需要增大心率的缺点,强调交替水平的重要性,即增强TWA功率谱上0.5cpb处的幅值,实现对TWA的有效分析.研究结果表明:该方法对T波交替数据库中30个人工合成并含有TWA的数据的检出准确率达93.33%,高于传统谱分析方法的TWA阳性检测率,能够提高交替比率.TWA检测率明显高于phys-ionet网站中2008年挑战(TWA检测和定量分析)得分第一的算法实验结果(66.67%),说明该方法具有更强的TWA识别能力. 展开更多
关键词 T波交替(twa) 奇异值分解(SVD) 谱分析 心脏性猝死
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T波电交替计算机检测及其临床研究进展 被引量:1
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作者 王娟 黄忠朝 刘正春 《心血管病学进展》 CAS 2009年第6期970-974,共5页
T波电交替现象可见于长QT综合征、急性心肌缺血、变异型心绞痛、心脏性猝死以及电解质紊乱等。它在预测室性心律失常方面与电生理检查具有高度的一致性,是恶性室性心律失常和心脏性猝死的独立预测指标,是评定恶性心律失常以及心脏性猝... T波电交替现象可见于长QT综合征、急性心肌缺血、变异型心绞痛、心脏性猝死以及电解质紊乱等。它在预测室性心律失常方面与电生理检查具有高度的一致性,是恶性室性心律失常和心脏性猝死的独立预测指标,是评定恶性心律失常以及心脏性猝死的可信、实用的技术之一。现在,T波电交替已经成为了一种廉价、方便的非侵入式心电检测方法。现综述T波电交替的研究背景、产生机制、检测方法及其临床研究,并简要分析了T波电交替的研究方向和发展前景。 展开更多
关键词 T波电交替 T波电交替的检测 心脏性猝死
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冠心病患者T波电交替检测分析 被引量:4
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作者 张鸿青 杨俊 +1 位作者 和世平 王玮 《临床心电学杂志》 2011年第6期411-414,434,共5页
目的采用12导联高分辨率动态心电图(12-HR-HOLTER)对冠心病患者及非冠心病患者作12-HR-HOLTER记录并进行微伏级(uV)TWA时域及频域检测分析,探索12-HR-HOLTER的TWA检测方法和评价指标。方法选择冠心病患者170例为Ⅰ组,其中男112例,女58例... 目的采用12导联高分辨率动态心电图(12-HR-HOLTER)对冠心病患者及非冠心病患者作12-HR-HOLTER记录并进行微伏级(uV)TWA时域及频域检测分析,探索12-HR-HOLTER的TWA检测方法和评价指标。方法选择冠心病患者170例为Ⅰ组,其中男112例,女58例,平均年龄64.49±11.68岁,高血压患者114例为Ⅱ组,其中男45例,女69例,平均年龄63.09±12.57岁,及非心血管病患者67例为Ⅲ组,其中男30例,女37例,平均年龄61.37±9.59岁,分别记录12-HR-HOLTER,并进行TWA检测分析。结果①冠心病组(Ⅰ组)TWA事件明显高于高血压组(Ⅱ组)及非心血管病组(Ⅲ组,177.97±794.99,0.70±2.56,0.63±1.92,p<0.01);②TWA事件主要检测指标为TWA发生阵/次(TWA-E),TWA持续时间(TWA-HOUR)及TWA心搏数(TWA-BEAT);Ⅰ组TWA事件各项指标均明显高于Ⅱ、Ⅲ组(p<0.01);③Ⅱ组及Ⅲ组检出少量TWA事件,二组间各项TWA检测指标均无显著性差异(p>0.05),冠心病组(Ⅰ组)TWA阳性率(16.47%)明显高于Ⅱ、Ⅲ组(0.88%,1.49%,p<0.01)。结论①12-HR-HOLTER记录检测分析方法可对微伏级TWA进行频域和时域检测分析;②冠心病患者TWA的发生率明显高于高血压患者及非心血管病患者;③TWA发生阵/次(TWA-EVENT)、TWA持续时间(TWA-HOUR)及TWA心搏数(TWA-BEAT)等参数可作为TWA检测评价的定量指标。 展开更多
关键词 12导联高分辨率动态心电图 T波电交替 心脏性猝死
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基于形态学的T波交替散点图法的研究
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作者 郭慧 赵捷 +1 位作者 李菲 李田田 《生物医学工程学杂志》 EI CAS CSCD 北大核心 2013年第1期52-55,共4页
本文采用非线性动力学系统中的周期性散点图法来检测T波交替(TWA),即根据散点图的矢量角度指数(VAI)判断TWA是否存在。用美国MIT/BIH标准心律失常数据库和欧洲ST-T心电数据库进行仿真,对由散点图法和谱分析法所得VAI和Vtwa作曲线拟合和... 本文采用非线性动力学系统中的周期性散点图法来检测T波交替(TWA),即根据散点图的矢量角度指数(VAI)判断TWA是否存在。用美国MIT/BIH标准心律失常数据库和欧洲ST-T心电数据库进行仿真,对由散点图法和谱分析法所得VAI和Vtwa作曲线拟合和相关性分析,得到其相关系数γ=0.860 1,这表明该方法对TWA的检测具有很高的准确性,进而为TWA的检测提供了新方法。 展开更多
关键词 T波交替 散点图法 谱分析法 矢量角度指数
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非稳态T波交替检测:一种改进的相关分析方法研究 被引量:1
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作者 严抗辉 万相奎 +1 位作者 李明贵 向定成 《生物医学工程学杂志》 EI CAS CSCD 北大核心 2013年第4期860-865,共6页
T波电交替(TWA)是指体表心电图中T波形态、振幅、极性、持续时间或者整个ST-T波段逐搏交替变化的心电变异现象。相关方法能很好地检测非稳态的TWA,但是它本身对噪声非常敏感。本文在原相关方法计算相关指数的基础上,通过改进TWA发生的... T波电交替(TWA)是指体表心电图中T波形态、振幅、极性、持续时间或者整个ST-T波段逐搏交替变化的心电变异现象。相关方法能很好地检测非稳态的TWA,但是它本身对噪声非常敏感。本文在原相关方法计算相关指数的基础上,通过改进TWA发生的判定条件并采用线性拟合的办法,有很好的抗噪声干扰能力,从而达到了检测非稳态TWA的效果。通过模拟和临床数据试验证实了本方法的有效性。 展开更多
关键词 T波电交替 最小二乘法拟合 相关分析法
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