首页> 外文会议>Computing in Cardiology 2012.;vol. 39. >Calibration of human cardiac ion current models to patch clamp measurement data
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Calibration of human cardiac ion current models to patch clamp measurement data

机译:校准人体心脏离子电流模型以贴片钳测量数据

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Generally, models of cardiac electrophysiology describe physiologic conditions in detail. However, other conditions, such as drug interactions or mutations of ion channels are of interest for research. Therefore, the simulated ion currents have to be fitted to measured voltage or patch clamp data. In this work, three different methods for the model parametrization were compared: one based on Powell's algorithm implemented in a modular C++ framework and two optimization techniques realized in Matlab. The latter two approaches differed in solving the ordinary differential equations describing the channel gating. They can either be approximated numerically or solved analytically, since the transmembrane voltage is a piecewise constant function during the applied clamp protocol. All three methods were compared regarding computing time and quality of the fit using least squares. The modular C++ framework was slower than the numerical Matlab method, which took longer than the analytical one. The quality of the fit was similar for almost all analyzed methods. Therefore, the analytical method grants a fast and reliable solution for the calibration of ion current models for applications with constant membrane voltage, as e.g. in case of voltage or patch clamp data.
机译:通常,心脏电生理模型详细描述了生理状况。但是,其他条件,例如药物相互作用或离子通道突变等也值得研究。因此,必须将模拟离子电流与测量电压或膜片钳数据拟合。在这项工作中,对模型参数化的三种不同方法进行了比较:一种是基于在模块化C ++框架中实现的Powell算法的,另一种是在Matlab中实现的优化技术。后两种方法在求解描述通道选通的常微分方程方面有所不同。由于跨膜电压在所施加的钳位方案期间是分段常数函数,因此它们可以用数字近似或解析地求解。比较了使用最小二乘法计算时间和拟合质量的所有三种方法。模块化C ++框架比数值Matlab方法慢,后者比分析方法花费的时间更长。几乎所有分析方法的拟合质量均相似。因此,该分析方法为校准具有恒定膜电压的应用中的离子电流模型提供了一种快速而可靠的解决方案,例如:如果有电压或膜片钳数据。

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