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一类基于蒙特卡罗的统计算法,用于有效检测复极离散度的变化。

A class of Monte-Carlo-based statistical algorithms for efficient detection of repolarization alternans.

机构信息

Division of Cardiology, Emory University School of Medicine, Atlanta, GA 30322, USA.

出版信息

IEEE Trans Biomed Eng. 2012 Jul;59(7):1882-91. doi: 10.1109/TBME.2012.2192733. Epub 2012 Apr 3.

Abstract

Cardiac repolarization alternans is an electrophysiologic condition identified by a beat-to-beat fluctuation in action potential waveform. It has been mechanistically linked to instances of T-wave alternans, a clinically defined ECG alternation in T-wave morphology, and associated with the onset of cardiac reentry and sudden cardiac death. Many alternans detection algorithms have been proposed in the past, but the majority have been designed specifically for use with T-wave alternans. Action potential duration (APD) signals obtained from experiments (especially those derived from optical mapping) possess unique characteristics, which requires the development and use of a more appropriate alternans detection method. In this paper, we present a new class of algorithms, based on the Monte Carlo method, for the detection and quantitative measurement of alternans. Specifically, we derive a set of algorithms (one an analytical and more efficient version of the other) and compare its performance with the standard spectral method and the generalized likelihood ratio test algorithm using synthetic APD sequences and optical mapping data obtained from an alternans control experiment. We demonstrate the benefits of the new algorithm in the presence of Gaussian and Laplacian noise and frame-shift errors. The proposed algorithms are well suited for experimental applications, and furthermore, have low complexity and are implementable using fixed-point arithmetic, enabling potential use with implantable cardiac devices.

摘要

心脏复极交替是一种电生理状态,其特征为动作电位波形的逐搏波动。它与 T 波交替(T 波形态的临床定义的心电图交替)在机制上有关联,并与心脏折返和心源性猝死的发生有关。过去已经提出了许多复极交替检测算法,但大多数算法都是专门为 T 波交替设计的。从实验中获得的动作电位持续时间(APD)信号(特别是那些来自光学映射的信号)具有独特的特征,这需要开发和使用更合适的交替检测方法。在本文中,我们提出了一类基于蒙特卡罗方法的新算法,用于检测和定量测量交替。具体来说,我们推导出了一组算法(一个是另一个的分析和更有效的版本),并使用合成 APD 序列和从交替控制实验中获得的光学映射数据,将其性能与标准谱方法和广义似然比检验算法进行了比较。我们证明了新算法在高斯和拉普拉斯噪声以及帧移位误差存在下的优势。所提出的算法非常适合实验应用,并且复杂度低,可使用定点算法实现,从而可用于植入式心脏设备。

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本文引用的文献

1
Repolarization alternans reveals vulnerability to human atrial fibrillation.复极离散度交替现象揭示了人类心房颤动的脆弱性。
Circulation. 2011 Jun 28;123(25):2922-30. doi: 10.1161/CIRCULATIONAHA.110.977827. Epub 2011 Jun 6.
2
Control of action potential duration alternans in canine cardiac ventricular tissue.控制犬心肌组织动作电位时程离散度。
IEEE Trans Biomed Eng. 2011 Apr;58(4):894-904. doi: 10.1109/TBME.2010.2089984. Epub 2010 Oct 28.
5
Detecting space-time alternating biological signals close to the bifurcation point.检测接近分岔点的时空调变生物信号。
IEEE Trans Biomed Eng. 2010 Feb;57(2):316-24. doi: 10.1109/TBME.2009.2028652. Epub 2009 Aug 18.
6
Dynamical mechanism for subcellular alternans in cardiac myocytes.心肌细胞亚细胞交替变化的动力学机制。
Circ Res. 2009 Aug 14;105(4):335-42. doi: 10.1161/CIRCRESAHA.109.197590. Epub 2009 Jul 23.
8
T-wave alternans testing for ventricular arrhythmias.用于检测室性心律失常的T波交替检测法。
Prog Cardiovasc Dis. 2008 Sep-Oct;51(2):118-27. doi: 10.1016/j.pcad.2007.11.001.
10
Dynamic origin of spatially discordant alternans in cardiac tissue.心脏组织中空间不协调交替现象的动态起源
Biophys J. 2007 Jan 15;92(2):448-60. doi: 10.1529/biophysj.106.091009. Epub 2006 Oct 27.

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