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全心建模——电波传导与传播的时空动力学

Whole heart modeling - Spatiotemporal dynamics of electrical wave conduction and propagation.

作者信息

Leonelli Fabio M

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2016 Aug;2016:5575-5578. doi: 10.1109/EMBC.2016.7591990.

Abstract

Cardiac electrical activities are varying in both space and time. Human heart consists of a fractal network of muscle cells, Purkinje fibers, arteries and veins. Whole-heart modeling of electrical wave conduction and propagation involves a greater level of complexity. Our previous work developed a computer model of the anatomically realistic heart and simulated the electrical conduction with the use of cellular automata. However, simplistic assumptions and rules limit its ability to provide an accurate approximation of real-world dynamics on the complex heart surface, due to sensitive dependence of nonlinear dynamical systems on initial conditions. In this paper, we propose new reaction-diffusion methods and pattern recognition tools to simulate and model spatiotemporal dynamics of electrical wave conduction and propagation on the complex heart surface, which include (i) whole heart model; (ii) 2D isometric graphing of 3D heart geometry; (iii) reaction-diffusion modeling of electrical waves in 2D graph, and (iv) spatiotemporal pattern recognition. Experimental results show that the proposed numerical solution has strong potentials to model the space-time dynamics of electrical wave conduction in the whole heart, thereby achieving a better understanding of disease-altered cardiac mechanisms.

摘要

心脏电活动在空间和时间上都是变化的。人类心脏由肌肉细胞、浦肯野纤维、动脉和静脉组成的分形网络构成。心脏电活动传导和传播的全心脏建模涉及更高的复杂性。我们之前的工作开发了一个解剖学上逼真的心脏计算机模型,并使用细胞自动机模拟了电传导。然而,由于非线性动力系统对初始条件的敏感依赖性,简单化的假设和规则限制了其在复杂心脏表面提供真实世界动力学准确近似的能力。在本文中,我们提出了新的反应扩散方法和模式识别工具,以模拟和建模复杂心脏表面电活动传导和传播的时空动力学,其中包括:(i)全心脏模型;(ii)三维心脏几何结构的二维等距绘图;(iii)二维图中电波的反应扩散建模;以及(iv)时空模式识别。实验结果表明,所提出的数值解具有强大的潜力来模拟全心脏电活动传导的时空动力学,从而更好地理解疾病改变的心脏机制。

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