Automatic Modeling of Signal Pathways from Protein-Protein Interaction Networks

Xingming Zhao, Rui-Sheng Wang, Luonan Chen, K. Aihara
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引用次数: 12

Abstract

This paper presents a novel method for recovering signaling pathways from protein-protein interaction networks automatically. Given an undirected weighted protein interaction network, finding signaling pathways is treated as searching for the optimal subnetworks from the network according to some cost function. To approach this optimum problem, an integer linear programming model is proposed in this work to model the signal pathways from the protein interaction network. The numerical results on three known yeast MAPK signal pathways demonstrate the effic iency and effectiveness of the proposed method.
蛋白质-蛋白质相互作用网络信号通路的自动建模
本文提出了一种从蛋白质-蛋白质相互作用网络中自动恢复信号通路的新方法。给定一个无向加权蛋白质相互作用网络,寻找信号通路被视为根据某个代价函数从网络中搜索最优子网络。为了解决这一最优问题,本文提出了一个整数线性规划模型来模拟蛋白质相互作用网络的信号通路。对三种已知酵母MAPK信号通路的数值模拟结果验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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