Integer Programming-Based Approach to Attractor Detection and Control of Boolean Networks

被引:21
|
作者
Akutsu, Tatsuya [1 ]
Zhao, Yang [1 ]
Hayashida, Morihiro [1 ]
Tamura, Takeyuki [1 ]
机构
[1] Kyoto Univ, Bioinformat Ctr, Inst Chem Res, Uji, Kyoto 6110011, Japan
来源
IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS | 2012年 / E95D卷 / 12期
关键词
Boolean networks; genetic networks; attractors; integer programming; nonlinear discrete systems; SINGLETON ATTRACTOR; STEADY-STATES; ALGORITHMS; CONTROLLABILITY; IDENTIFICATION; MODELS;
D O I
10.1587/transinf.E95.D.2960
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Boolean network (BN) can be used to create discrete mathematical models of gene regulatory networks. In this paper, we consider three problems on BNs that are known to be NP-hard: detection of a singleton attractor, finding a control strategy that shifts a BN from a given initial state to the desired state, and control of attractors. We propose integer programming-based methods which solve these problems in a unified manner. Then, we present results of computational experiments which suggest that the proposed methods are useful for solving moderate size instances of these problems. We also show that control of attractors is hard, which suggests that control of attractors is harder than the other two problems.
引用
收藏
页码:2960 / 2970
页数:11
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