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Advances and challenges in logical modeling of cell cycle regulation: perspective for multi-scale integrative yeast cell models

机译:细胞周期调控逻辑模型的进展与挑战:多尺度整合酵母细胞模型的前景

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摘要

The eukaryotic cell cycle is robustly designed, with interacting molecules organized within a definite topology that ensures temporal precision of its phase transitions. Its underlying dynamics are regulated by molecular switches, for which remarkable insights have been provided by genetic and molecular biology efforts. In a number of cases, this information has been made predictive, through computational models. These models have allowed for the identification of novel molecular mechanisms, later validated experimentally. Logical modeling represents one of the youngest approaches to address cell cycle regulation. We summarize the advances that this type of modeling has achieved to reproduce and predict cell cycle dynamics. Furthermore, we present the challenge that this type of modeling is now ready to tackle: its integration with intracellular networks, and its formalisms, to understand crosstalks underlying systems level properties, ultimate aim of multi-scale models. Specifically, we discuss and illustrate how such an integration may be realized, by integrating a minimal logical model of the cell cycle with a metabolic network.
机译:真核细胞周期经过精心设计,在确定的拓扑结构内组织相互作用的分子,以确保其相变的时间精度。它的基本动力学受分子开关的调节,遗传和分子生​​物学的努力为之提供了卓著的见解。在许多情况下,通过计算模型可以使此信息具有预测性。这些模型允许鉴定新的分子机制,随后通过实验进行验证。逻辑建模代表了解决细胞周期调控的最年轻方法之一。我们总结了这种类型的建模在复制和预测细胞周期动力学方面所取得的进展。此外,我们提出了这种类型的建模现在可以解决的挑战:其与细胞内网络的集成及其形式,以了解潜在的系统级特性的串扰,多尺度模型的最终目标。具体而言,我们讨论并说明了如何通过将细胞周期的最小逻辑模型与代谢网络进行整合来实现这种整合。

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