Rintaro Saito1, Harukazu Suzuki, Yoshihide Hayashizaki. 1. Laboratory for Genome Exploration Research Group, RIKEN Genomic Sciences Center (GSC), Tsurumi-ku, Yokohama 230-0045, Japan. rgscerg@gsc.riken.go.jp
Abstract
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.
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.
Authors: Sonia M Leach; Hannah Tipney; Weiguo Feng; William A Baumgartner; Priyanka Kasliwal; Ronald P Schuyler; Trevor Williams; Richard A Spritz; Lawrence Hunter Journal: PLoS Comput Biol Date: 2009-03-27 Impact factor: 4.475
Authors: Christian Frech; Michael Kommenda; Viktoria Dorfer; Thomas Kern; Helmut Hintner; Johann W Bauer; Kamil Onder Journal: BMC Bioinformatics Date: 2009-01-19 Impact factor: 3.169