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Toward Multi-Input Control: A Dual-Feedback Loop Model of the Mammalian Circadian Clock ?

机译:迈向多输入控制:哺乳动物昼夜节律时钟的双反馈环路模型

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Many mathematical models have been used to describe the mammalian circadian clock, ranging from phase-only models to complex systems of differential equations. Here, we develop a 14 state model of the molecular clock, which provides sufficient detail to consider multi-input control. Assuming mass action and Michaelis-Menten kinetics, we derive a model of the transcription-translation feedback loops in the mammalian clock. Using a genetic algorithm, we fit the parameters of the model to capture the appropriate peak to trough ratios, relative abundances, and phase differences of the model species. We show that this in silico model captures much of the behavior that is observed in vitro under knockout conditions of different molecular species, validating our model. Thus, this model gives a simple but valid model of both feedback loops in the mammalian clock, providing the opportunity for enhanced control of both the phase and amplitude of the clock through multi-input control in a combination of small molecules which act on the species in both the positive and negative feedback loops.
机译:从仅相位模型到微分方程的复杂系统,许多数学模型已用于描述哺乳动物生物钟。在这里,我们开发了分子时钟的14状态模型,该模型提供了足够的细节来考虑多输入控制。假设质量作用和Michaelis-Menten动力学,我们得出了哺乳动物时钟中转录-翻译反馈环的模型。使用遗传算法,我们拟合模型的参数,以捕获模型物种的适当峰谷比,相对丰度和相差。我们表明,这种计算机模拟模型捕获了在不同分子种类的敲除条件下体外观察到的许多行为,从而验证了我们的模型。因此,该模型为哺乳动物时钟中的两个反馈回路提供了一个简单而有效的模型,从而为通过作用于该物种的小分子组合中的多输入控制提供了增强控制时钟相位和幅度的机会。在正反馈回路和负反馈回路中。

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