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Uncertainty Modelling and Stability Robustness Analysis of Nucleic Acid-Based Feedback Control Systems

机译:基于核酸的反馈控制系统的不确定度建模和稳定性鲁棒性分析

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Recent advances in nucleic acid-based chemistry have highlighted its potential for the implementation of biomolecular feedback circuits. Here, we focus on a proposed design framework, which is able to approximate the input-output behaviour of key linear operators used in feedback control circuits by combining three elementary chemical reactions. The implementation of such circuits using DNA strand displacement introduces non-linear internal dynamics due to annihilation reactions among different molecular species. In addition, experimental implementation of in silico designs introduces significant levels of uncertainty and variability in reaction rate constants and equilibrium concentrations. Previous work using this framework has overlooked the practical implications of these issues for the construction of nucleic acid-based feedback control circuits. Here, we analyse the impact of these nonlinearities and uncertainties on the stability of a biomolecular feedback loop. We show that a rigorous analysis of its nucleic acid-based implementation requires an investigation of the associated non-linear dynamics, to decide on realisable parameters and acceptable equilibrium concentrations. We also show how the level of experimental uncertainty that is tolerated by the feedback circuit can be quantified using the structured singular value. Our results constitute a first step towards the development of a rigorous robustness analysis framework for nucleic acid-based feedback control circuits.
机译:基于核酸的化学的最新进展突显了其在实施生物分子反馈电路方面的潜力。在这里,我们集中于一个提出的设计框架,该框架能够通过结合三个基本化学反应来近似用于反馈控制电路中的关键线性算子的输入-输出行为。由于不同分子种类之间的an灭反应,使用DNA链位移实现此类电路会引入非线性内部动力学。另外,计算机设计的实验实施在反应速率常数和平衡浓度方面引入了显着水平的不确定性和可变性。使用该框架的先前工作已经忽略了这些问题对于基于核酸的反馈控制电路的构造的实际含义。在这里,我们分析了这些非线性和不确定性对生物分子反馈回路稳定性的影响。我们表明,对其基于核酸的实施进行严格的分析需要对相关的非线性动力学进行调查,以决定可实现的参数和可接受的平衡浓度。我们还展示了如何使用结构化的奇异值来量化反馈电路所容许的实验不确定性水平。我们的结果构成了开发针对基于核酸的反馈控制电路的严格鲁棒性分析框架的第一步。

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