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Coupled analytical and numerical approach to uncovering new regulatory mechanisms of intracellular processes

机译:耦合分析和数值方法揭示细胞内过程的新调控机制

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The paper deals with the analysis of signaling pathways aimed at uncovering new regulatory processes regulating cell responses. First, general issues of comparing simulation and experimental data are discussed, and various aspects of data normalization are covered. Then, a model of a particular signaling pathway, induced by Interferon-β, is briefly introduced. It serves as an example illustrating how mathematical modeling can be used for inferring the structure of a regulatory system governing the dynamics of intracellular processes. In this pathway, experimental results suggest that a hitherto unknown process is responsible for a decrease in the levels of one of the important molecules used in the pathway. Then, equilibrium points of the model are analyzed, allowing the rejection of all but one explanation of the phenomena observed experimentally. Numerical simulations confirm that the model can mimic the dynamics of the processes in the pathway under consideration. Finally, some remarks about the applicability of the method based on an analysis of equilibrium points are made.
机译:本文涉及信号通路的分析,旨在发现调节细胞应答的新调控过程。首先,讨论了比较模拟数据和实验数据的一般问题,并涵盖了数据标准化的各个方面。然后,简要介绍了由干扰素-β诱导的特定信号通路的模型。它作为示例说明如何使用数学模型来推断控制细胞内过程动力学的调节系统的结构。在该途径中,实验结果表明,迄今为止未知的过程是导致途径中使用的重要分子之一水平降低的原因。然后,对模型的平衡点进行分析,从而除了实验观察到的现象的一种解释之外,可以拒绝所有其他解释。数值模拟证实该模型可以模拟所考虑路径中的过程动力学。最后,对基于平衡点分析的方法的适用性作了一些评论。

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