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Non-monotonic Response to Monotonic Stimulus: Regulation of Glyoxylate Shunt Gene-Expression Dynamics in Mycobacterium tuberculosis

机译:对单调刺激的非单调响应:结核分枝杆菌中乙醛酸分流基因表达动态的调节。

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摘要

Understanding how dynamical responses of biological networks are constrained by underlying network topology is one of the fundamental goals of systems biology. Here we employ monotone systems theory to formulate a theorem stating necessary conditions for non-monotonic time-response of a biochemical network to a monotonic stimulus. We apply this theorem to analyze the non-monotonic dynamics of the σB-regulated glyoxylate shunt gene expression in Mycobacterium tuberculosis cells exposed to hypoxia. We first demonstrate that the known network structure is inconsistent with observed dynamics. To resolve this inconsistency we employ the formulated theorem, modeling simulations and optimization along with follow-up dynamic experimental measurements. We show a requirement for post-translational modulation of σB activity in order to reconcile the network dynamics with its topology. The results of this analysis make testable experimental predictions and demonstrate wider applicability of the developed methodology to a wide class of biological systems.
机译:了解生物网络的动态响应如何受到底层网络拓扑结构的约束是系统生物学的基本目标之一。在这里,我们采用单调系统理论来制定一个定理,说明一个生化网络对单调刺激的非单调时间响应的必要条件。我们应用该定理来分析低氧条件下结核分枝杆菌细胞中σ B 调节的乙醛酸分流基因表达的非单调动力学。我们首先证明已知的网络结构与观察到的动力学不一致。为了解决这种矛盾,我们采用了公式化的定理,建模仿真和优化以及后续的动态实验测量。我们展示了对σ B 活动的翻译后调制的要求,以便使网络动态与其拓扑保持一致。该分析结果可进行可预测的实验预测,并证明了所开发方法论在广泛的生物系统中的广泛适用性。

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