Title :
A clustering algorithm for identifying hierarchical and overlapping protein complexes in large PPI networks
Author :
Jun Ren ; Jianxin Wang ; Min Li
Author_Institution :
Coll. of Inf. Sci. & Technol., Hunan Agric. Univ., Changsha, China
Abstract :
With the development of high-throughput technique, protein-protein interactions (PPIs) are increasing fast and available conveniently, which make it possible to identify protein complexes in PPI network[1-7]. Many evidences have demonstrated that protein complexes are overlapping and hierarchically organized in PPI networks[8-9], which requires protein complex detection methods can identify both overlapping and hierarchical protein complexes in a PPI network. Meanwhile, the large size of PPI network requires protein complex detection methods based on PPI network running fast. Up to now, few methods can achieve all above requirements.
Keywords :
biochemistry; molecular biophysics; proteins; PPI networks; clustering algorithm; hierarchical protein complexes; high-throughput technique; overlapping protein complexes; protein complex detection methods; protein-protein interactions; Accuracy; Bioinformatics; Clustering algorithms; Databases; Educational institutions; Protein engineering; Proteins;
Conference_Titel :
Bioinformatics and Biomedicine (BIBM), 2013 IEEE International Conference on
Conference_Location :
Shanghai
DOI :
10.1109/BIBM.2013.6732607