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
相关论文
共 36 条
[31]   Protein-protein interaction panel using mouse full-length cDNAs [J].
Suzuki, H ;
Fukunishi, Y ;
Kagawa, I ;
Saito, R ;
Oda, H ;
Endo, T ;
Kondo, S ;
Bono, H ;
Okazaki, Y ;
Hayashizaki, Y .
GENOME RESEARCH, 2001, 11 (10) :1758-1765
[32]   A comprehensive analysis of protein-protein interactions in Saccharomyces cerevisiae [J].
Uetz, P ;
Giot, L ;
Cagney, G ;
Mansfield, TA ;
Judson, RS ;
Knight, JR ;
Lockshon, D ;
Narayan, V ;
Srinivasan, M ;
Pochart, P ;
Qureshi-Emili, A ;
Li, Y ;
Godwin, B ;
Conover, D ;
Kalbfleisch, T ;
Vijayadamodar, G ;
Yang, MJ ;
Johnston, M ;
Fields, S ;
Rothberg, JM .
NATURE, 2000, 403 (6770) :623-627
[33]   The sequence of the human genome [J].
Venter, JC ;
Adams, MD ;
Myers, EW ;
Li, PW ;
Mural, RJ ;
Sutton, GG ;
Smith, HO ;
Yandell, M ;
Evans, CA ;
Holt, RA ;
Gocayne, JD ;
Amanatides, P ;
Ballew, RM ;
Huson, DH ;
Wortman, JR ;
Zhang, Q ;
Kodira, CD ;
Zheng, XQH ;
Chen, L ;
Skupski, M ;
Subramanian, G ;
Thomas, PD ;
Zhang, JH ;
Miklos, GLG ;
Nelson, C ;
Broder, S ;
Clark, AG ;
Nadeau, C ;
McKusick, VA ;
Zinder, N ;
Levine, AJ ;
Roberts, RJ ;
Simon, M ;
Slayman, C ;
Hunkapiller, M ;
Bolanos, R ;
Delcher, A ;
Dew, I ;
Fasulo, D ;
Flanigan, M ;
Florea, L ;
Halpern, A ;
Hannenhalli, S ;
Kravitz, S ;
Levy, S ;
Mobarry, C ;
Reinert, K ;
Remington, K ;
Abu-Threideh, J ;
Beasley, E .
SCIENCE, 2001, 291 (5507) :1304-+
[34]   Comparative assessment of large-scale data sets of protein-protein interactions [J].
von Mering, C ;
Krause, R ;
Snel, B ;
Cornell, M ;
Oliver, SG ;
Fields, S ;
Bork, P .
NATURE, 2002, 417 (6887) :399-403
[35]   Protein interaction mapping in C-elegans using proteins involved in vulval development [J].
Walhout, AJM ;
Sordella, R ;
Lu, XW ;
Hartley, JL ;
Temple, GF ;
Brasch, MA ;
Thierry-Mieg, N ;
Vidal, M .
SCIENCE, 2000, 287 (5450) :116-122
[36]  
WELLER SC, 1990, METRIC SCALING CORRE, P26