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An Algorithm for Detecting Fixed Points of Boolean Network

机译:一种检测布尔网络固定点的算法

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In the applications of Boolean networks to modeling biological systems, an important computational problem is the detection of the fixed points of these networks. There have been various attempts to develop algorithms to address the computation need for large size networks. The existing methods are usually based on known algorithms and thus limited to the situations where these known algorithms can apply. In this paper, we show how to divide the polynomial equation system which defines the fixed points of a Boolean network into subsystems according to the number of variables involved, so that each of these subsystems can be readily solved. After solving these subsystems and thus reducing the number of states involved, we can combine the solutions to obtain all fixed points of the given network. This approach does not depend on other algorithms and it is easy to implement. We show that this method can handle large size Boolean networks, and demonstrate its effectiveness by using MAPLE to compute the fixed points of Boolean networks with hundreds of nodes and thousands of interactions.
机译:在布尔网络应用于建模生物系统中,重要的计算问题是检测这些网络的固定点。已经尝试开发算法以解决大型网络的计算需求。现有方法通常基于已知的算法,因此限于这些已知算法可以应用的情况。在本文中,我们展示了如何根据所涉及的变量的数量将定义布尔网络的固定点定义为子系统的多项式方程系统,从而可以容易地解决这些子系统中的每一个。在解决这些子系统并因此减少所涉及的状态的数量之后,我们可以组合解决方案以获得给定网络的所有固定点。这种方法不依赖于其他算法,并且易于实现。我们表明,此方法可以处理大型布尔网络,并通过使用MAPLE来计算带有数百个节点和数千个交互的布尔网络的固定点来展示其有效性。

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