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Sensitivity Analysis of a Smooth Muscle Cell Electrophysiological Model

机译:平滑肌细胞电生理模型的敏感性分析

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Cardiac smooth muscle cell mathematical models are increasingly being used in clinical decision making and drug testing. The cell models also have the potential to assist interpretation and extending of our multi-scale experimental findings. Components of the models interact with each other to regulate model behavior in a non-linear manner. To permit meaningful deployment of the models, it is therefore a necessity to understand the regulatory significance of model components' parameters on the model's behavior. In this study, the regulation of mean intra-cellular calcium and mean membrane potential (model behavior) by underlying model parameters (regulators) in a smooth muscle cell mathematical model was quantified using two sensitivity analysis methods. It was found that extracellular electrolytes and gating kinetics are prime model behavior regulators. A representative case relevant to widespread hypertension focusing on the L-type channel's parameters is presented. This sensitivity analysis will guide our future data driven modelling efforts.
机译:心脏平滑肌细胞数学模型越来越多地用于临床决策和药物检测。细胞模型还具有协助解释和延伸我们的多规模实验结果的潜力。模型的组件彼此相互作用以以非线性方式调节模型行为。为了允许有意义的模型部署,因此需要了解模型组件参数对模型行为的监管意义。在本研究中,使用两个灵敏度分析方法量化了平滑肌细胞数学模型中的潜在模型参数(调节剂)的平均细胞内钙和平均膜电位(模型行为)的调节。发现细胞外电解质和门控动力学是主要模型行为调节剂。提出了与广泛的高血压关注L型通道参数相关的代表性案例。这种敏感性分析将指导我们未来的数据驱动建模努力。

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