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A Supervisory Control Theory Approach to Control Gene Regulatory Networks

机译:一种控制基因调控网络的监督控制理论方法

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The ability to control the behavior of intracellular networks has relevant applications, ranging from an optimized synthesis of metabolites in bacteria to the cure of human diseases. To implement a controller in vivo, one may insert synthetic biomolecules into the cell being controlled. This paper develops a formal approach, based on Supervisory Control Theory (SCT), to guide the design of synthetic genes that control the dynamics of gene regulatory networks, major players in cell dynamics, so that a set of specifications is achieved. Such a systematic procedure is important to make the control of large networks by synthetic molecules feasible. In our approach, we assume that the behavior of gene networks can be abstracted by finite state machines, where each state corresponds to a set of gene expression levels and the events are associated with the activation/repression of genes. We then extend the SCT framework to address the so-called state attraction problem, for the case where the controller is allowed to: a) enable/disable events, b) force events, and c) preempt the occurrence of some (possibly all) plant events.
机译:控制细胞内网络行为的能力具有相关的应用,从细菌中代谢物的优化合成到人类疾病的治愈。为了在体内实施控制器,可以将合成生物分子插入被控制的细胞中。本文开发了一种基于监督控制理论(SCT)的形式化方法,以指导合成基因的设计,该合成基因控制着基因调控网络(细胞动力学的主要参与者)的动态,从而实现了一组规范。这样的系统程序对于使合成分子对大型网络的控制变得可行很重要。在我们的方法中,我们假设可以通过有限状态机来抽象基因网络的行为,其中每个状态对应于一组基因表达水平,并且这些事件与基因的激活/抑制相关。然后,对于允许控制器执行以下操作的情况,我们扩展了SCT框架以解决所谓的状态吸引问题:a)启用/禁用事件,b)强制事件,以及c)避免某些(可能是全部)事件的发生植物事件。

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