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Design of Boolean networks based on prescribed singleton attractors

机译:基于规定单调吸引子的布尔网络设计

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Attractors in gene regulatory networks represent cell types or states of cells. In system biology and synthetic biology, it is important to generate gene regulatory networks with desired attractors. In this paper, we focus on a singleton attractor, which is also called a fixed point. Using a Boolean network (BN) model, we consider the problem of finding Boolean functions such that the system has desired singleton attractors and has no undesired singleton attractors. To solve this problem, we propose a matrix-based representation of BNs. Using this representation, the problem of finding Boolean functions can be rewritten as an integer linear programming problem. Furthermore, the effectiveness of the proposed method is shown by a numerical example on a WNT5A network, which is related to melanoma. The proposed method provides us a basic method for design of gene regulatory networks.
机译:基因调控网络中的吸引子代表细胞类型或细胞状态。在系统生物学和合成生物学中,重要的是产生具有所需吸引子的基因调控网络。在本文中,我们集中于单例吸引子,这也称为不动点。使用布尔网络(BN)模型,我们考虑发现布尔函数的问题,这样系统具有所需的单例吸引子,而没有不希望的单例吸引子。为了解决此问题,我们提出了基于矩阵的BN表示。使用此表示,可以将查找布尔函数的问题重写为整数线性规划问题。此外,通过与黑色素瘤有关的WNT5A网络上的数字示例显示了所提出方法的有效性。所提出的方法为我们设计基因调控网络提供了一种基本方法。

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