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Modelling variability in cardiac electrophysiology: a moment-matching approach

机译:心脏电生理中的可变性建模:矩匹配法

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摘要

The variability observed in action potential (AP) cardiomyocyte measurements is the consequence of many different sources of randomness. Often ignored, this variability may be studied to gain insight into the cell ionic properties. In this paper, we focus on the study of ionic channel conductances and describe a methodology to estimate their probability density function (PDF) from AP recordings. The method relies on the matching of observable statistical moments and on the maximum entropy principle. We present four case studies using synthetic and sets of experimental AP measurements from human and canine cardiomyocytes. In each case, the proposed methodology is applied to infer the PDF of key conductances from the exhibited variability. The estimated PDFs are discussed and, when possible, compared to the true distributions. We conclude that it is possible to extract relevant information from the variability in AP measurements and discuss the limitations and possible implications of the proposed approach.
机译:在动作电位(AP)心肌细胞测量中观察到的变异性是许多不同来源的随机性的结果。通常会忽略此可变性,以深入了解细胞离子特性。在本文中,我们专注于离子通道电导的研究,并描述了一种根据AP记录估算其概率密度函数(PDF)的方法。该方法依赖于可观察到的统计矩的匹配和最大熵原理。我们目前使用人类和犬心肌细胞的合成AP和实验AP测量集进行四个案例研究。在每种情况下,所提出的方法均适用于根据所显示的可变性推断关键电导的PDF。讨论了估计的PDF,并在可能的情况下将其与真实分布进行比较。我们得出结论,可以从AP测量的可变性中提取相关信息,并讨论所提出方法的局限性和可能的​​含义。

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