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PMID: 12691988 Published · ppublish English Comparative Study Evaluation Study Journal Article Research Support, Non-U.S. Gov't Validation Study

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

Bioinformatics (Oxford, England) ·Vol. 19 ·No. 6 ·2003-04-12 ·Pages 756-63

Saito R, Suzuki H, Hayashizaki Y

Abstract

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. 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.

MeSH Terms
Binding Sites Databases, Protein Fungal Proteins/chemistry,metabolism Macromolecular Substances Metabolism/physiology Models, Biological Models, Chemical Models, Statistical Principal Component Analysis Protein Binding Protein Interaction Mapping/methods Proteins/chemistry,metabolism Reproducibility of Results Sensitivity and Specificity Yeasts/chemistry,metabolism
Chemicals
Fungal Proteins Macromolecular Substances Proteins
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Saito Rintaro
Laboratory for Genome Exploration Research Group, RIKEN Genomic Sciences Center (GSC), Tsurumi-ku, Yokohama 230-0045, Japan. [email protected]
Suzuki Harukazu
Hayashizaki Yoshihide
Article Info
Journal
Bioinformatics (Oxford, England)
Abbr.
Bioinformatics
ISSN
1367-4803
Published
2003-04-12
Pages
756-63
Language
English
Region
England
NLM ID
9808944
Subset
IM
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