Construction of reliable protein-protein interaction networks with a new interaction generality measure

被引:80
作者
Saito, R
Suzuki, H
Hayashizaki, Y
机构
[1] RIKEN, Lab Genome Explorat, Res Grp, Genom Sci Ctr,Tsurumi Ku, Yokohama, Kanagawa 2300045, Japan
[2] RIKEN, Genome Sci Lab, Wako, Saitama 3510198, Japan
关键词
D O I
10.1093/bioinformatics/btg070
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Recent screening techniques have made large amounts of protein-protein interaction data available, from which biologically important information such as the function of uncharacterized proteins, the existence of novel protein complexes, and novel signal-transduction pathways can be discovered. However, experimental data on protein interactions contain many false positives, making these discoveries difficult. Therefore computational methods of assessing the reliability of each candidate protein-protein interaction are urgently needed. Results: We developed a new 'interaction generality' measure (IG2) to assess the reliability of protein-protein interactions using only the topological properties of their interaction-network structure. Using yeast protein-protein interaction data, we showed that reliable protein-protein interactions had significantly lower IG2 values than less-reliable interactions, suggesting that IG2 values can be used to evaluate and filter interaction data to enable the construction of reliable protein-protein interaction networks.
引用
收藏
页码:756 / 763
页数:8
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