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A novel computational model of the circadian clock in Arabidopsis that incorporates PRR7 and PRR9

机译:拟南芥生物钟的新型计算模型该模型结合了PRR7和PRR9

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摘要

In plants, as in animals, the core mechanism to retain rhythmic gene expression relies on the interaction of multiple feedback loops. In recent years, molecular genetic techniques have revealed a complex network of clock components in Arabidopsis. To gain insight into the dynamics of these interactions, new components need to be integrated into the mathematical model of the plant clock. Our approach accelerates the iterative process of model identification, to incorporate new components, and to systematically test different proposed structural hypotheses. Recent studies indicate that the pseudo-response regulators PRR7 and PRR9 play a key role in the core clock of Arabidopsis. We incorporate PRR7 and PRR9 into an existing model involving the transcription factors TIMING OF CAB (TOC1), LATE ELONGATED HYPOCOTYL (LHY) and CIRCADIAN CLOCK ASSOCIATED (CCA1). We propose candidate models based on experimental hypotheses and identify the computational models with the application of an optimization routine. Validation is accomplished through systematic analysis of various mutant phenotypes. We introduce and apply sensitivity analysis as a novel tool for analyzing and distinguishing the characteristics of proposed architectures, which also allows for further validation of the hypothesized structures.
机译:在植物中,就像在动物中一样,保留有节奏的基因表达的核心机制取决于多个反馈环的相互作用。近年来,分子遗传学技术揭示了拟南芥中复杂的时钟成分网络。为了深入了解这些交互的动态,需要将新组件集成到工厂时钟的数学模型中。我们的方法加快了模型识别的迭代过程,合并了新的组件,并系统地测试了所提出的不同结构假设。最近的研究表明伪响应调节器PRR7和PRR9在拟南芥的核心时钟中起关键作用。我们将PRR7和PRR9纳入到一个现有模型中,该模型涉及转录因子TIMING CAB(TOC1),晚期加长型双胞胎(LHY)和Circadian Clock Associated(CCA1)。我们提出基于实验假设的候选模型,并通过应用优化例程来确定计算模型。验证是通过对各种突变表型的系统分析来完成的。我们介绍并应用敏感性分析作为一种新颖的工具,用于分析和区分所提议的体系结构的特征,这也可以进一步验证假设的结构。

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