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关于多布尔网络中单点吸引子的控制:基于整数规划的方法。

On control of singleton attractors in multiple Boolean networks: integer programming-based method.

作者信息

Qiu Yushan, Tamura Takeyuki, Ching Wai-Ki, Akutsu Tatsuya

出版信息

BMC Syst Biol. 2014;8 Suppl 1(Suppl 1):S7. doi: 10.1186/1752-0509-8-S1-S7. Epub 2014 Jan 24.

Abstract

BACKGROUND

Boolean network (BN) is a mathematical model for genetic network and control of genetic networks has become an important issue owing to their potential application in the field of drug discovery and treatment of intractable diseases. Early researches have focused primarily on the analysis of attractor control for a randomly generated BN. However, one may also consider how anti-cancer drugs act in both normal and cancer cells. Thus, the development of controls for multiple BNs is an important and interesting challenge.

RESULTS

In this article, we formulate three novel problems about attractor control for two BNs (i.e., normal cell and cancer cell). The first is about finding a control that can significantly damage cancer cells but has a limited damage to normal cells. The second is about finding a control for normal cells with a guaranteed damaging effect on cancer cells. Finally, we formulate a definition for finding a control for cancer cells with limited damaging effect on normal cells. We propose integer programming-based methods for solving these problems in a unified manner, and we conduct computational experiments to illustrate the efficiency and the effectiveness of our method for our multiple-BN control problems.

CONCLUSIONS

We present three novel control problems for multiple BNs that are realistic control models for gene regulation networks and adopt an integer programming approach to address these problems. Experimental results indicate that our proposed method is useful and effective for moderate size BNs.

摘要

背景

布尔网络(BN)是一种用于遗传网络的数学模型,由于其在药物发现和难治性疾病治疗领域的潜在应用,对遗传网络的控制已成为一个重要问题。早期研究主要集中在对随机生成的布尔网络的吸引子控制分析上。然而,人们也可能会考虑抗癌药物在正常细胞和癌细胞中的作用方式。因此,开发针对多个布尔网络的控制方法是一项重要且有趣的挑战。

结果

在本文中,我们针对两个布尔网络(即正常细胞和癌细胞)的吸引子控制提出了三个新问题。第一个问题是找到一种控制方法,它能显著损害癌细胞,但对正常细胞的损害有限。第二个问题是找到一种对正常细胞的控制方法,同时保证对癌细胞有损害作用。最后,我们给出了一个定义,用于找到一种对癌细胞的控制方法,使其对正常细胞的损害作用有限。我们提出了基于整数规划的方法来统一解决这些问题,并进行了计算实验,以说明我们的方法对于多布尔网络控制问题的效率和有效性。

结论

我们提出了三个针对多个布尔网络的新控制问题,这些问题是基因调控网络的现实控制模型,并采用整数规划方法来解决这些问题。实验结果表明,我们提出的方法对于中等规模的布尔网络是有用且有效的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9b7b/4080371/1ccfe7f609ee/1752-0509-8-S1-S7-1.jpg

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