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Sequential Reprogramming of Biological Network Fate

机译:生物网络命运的顺序重编程

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A major challenge in precision medicine consists in finding the appropriate network rewiring to induce a particular reprogramming of the cell phenotype. The rewiring is caused by specific network action either inhibiting or over-expressing targeted molecules. In some cases, a therapy abides by a time-scheduled drug administration protocol. Furthermore, some diseases are induced by a sequence of mutations leading to a sequence of actions on molecules. In this paper, we extend previous works on abductive-based inference of network reprogramming by investigating the sequential control of Boolean networks. We present a novel theoretical framework and give an upper bound on the size of control sequences as a function of the number of observed variables. We also define an algorithm for inferring minimal parsimonious control sequences allowing to reach a final state satisfying a particular phenotypic property.
机译:精密医学的主要挑战在于找到合适的网络重新布线以诱导细胞表型的特定重编程。重新布线是由抑制或过度表达目标分子的特定网络作用引起的。在某些情况下,疗法会遵守时间表内的药物管理方案。此外,一些疾病是由一系列突变引起的,这些突变导致对分子的一系列作用。在本文中,我们通过研究布尔网络的顺序控制,扩展了先前关于基于归纳法的网络重新编程推理的工作。我们提出了一种新颖的理论框架,并给出了作为观察变量数量的函数的控制序列大小的上限。我们还定义了一种算法,可以推断出最小的简约控制序列,从而可以达到满足特定表型特性的最终状态。

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