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A Population of In Silico Models to Face the Variability of Human Induced Pluripotent Stem Cell-derived Cardiomyocytes: the hERG Block Case Study

机译:硅模型中的人口面对人诱导多能干细胞衍生心肌细胞的可变性:Herg块案例研究

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Human induced pluripotent stem cell-derived cardiomyocytes (hiPSC-CMs) are characterized by an extreme variability, which cannot be reproduced by a single in silico model. Here we present a population of hiPSC-CM models, calibrated using six different experimental datasets. By sampling the maximum conductances of 11 ionic currents, 10000 parameter sets were obtained. The experimental data-based calibration selected 1355 in silico models to be included in the final population. Such population reproduces the experimental data variability and it is used to assess the different responses to a 90% I_(Kr) block. Three different profiles emerged: models still normally beating (562), action potentials with EADs (336) and repolarization failures (457). The models still beating after 800 s since I_(Kr) block showed a mean ΔAPD_(90) of 723±12 ms. We observed significant differences among these three classes in the maximum conductances of I_(CaL), I_(Kr), I_(Ks), I_(K1), I_(NaCa) and I_(NaK), supporting the idea that hiPSC-CM belonging to the same control population can however show dramatically different responses to an external perturbation, due to the physiological variability. This has to be taken in proper consideration in the perspective of using hiPSC-CMs for safety pharmacology assays.
机译:人诱导的多能干细胞衍生的心肌细胞(HIPSC-CMS)的特征在于极端可变性,其不能通过单一的硅模型再现。在这里,我们呈现了一群HIPSC-CM模型,使用六个不同的实验数据集进行校准。通过采样11离子电流的最大电导,获得10000个参数集。基于实验数据的校准在硅模型中选择了1355,以包含在最终群体中。这种人群再现实验数据变异性,它用于评估90%I_(KR)块的不同响应。出现了三种不同的曲线:仍然常常跳动(562),使用EADS(336)和复极失败(457)的动作电位。由于I_(KR)块以后仍在跳动的模型显示为723±12 ms的平均值ΔAPD_(90)。我们在i_(cal),i_(kr),i_(ks),i_(k1),i_(naca)和i_(naca)和i_(nak)中,支持Hipsc-cm的想法,观察到这三个类别的显着差异。然而,由于生理变异性,所属于相同的控制群可以显着显示对外部扰动的响应。这必须在使用HIPSC-CMS进行安全药理学测定的角度考虑这一点。

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