DocumentCode :
3417851
Title :
An improved AP algorithm for identifying overlapping functional modules in protein-protein interaction networks
Author :
Wang, Yu ; Gao, Lin
Author_Institution :
Sch. of Comput. Sci. & Technol., Xidian Univ., Xi´´an, China
fYear :
2010
fDate :
24-28 Oct. 2010
Firstpage :
1809
Lastpage :
1812
Abstract :
Identifying modules in protein-protein interaction (PPI) networks is important to understand the organization of the cellular processes. In this paper, an improved algorithm based on affinity propagation (AP) is proposed. We embed AP in our algorithm by utilizing AP to find the candidate overlapping vertices and keep those satisfying our filter condition. We apply our algorithm to S. cerevisiae PPI networks. The experimental results show that compared with AP, MCL, MCODE and CPM, our algorithm can discover more functional modules with high matching rate. Our proposed method is validated as an effective algorithm in identifying overlapping functional modules and can provide more insights for future biological study.
Keywords :
biology computing; cellular biophysics; proteins; CPM; MCL; MCODE; S. cerevisiae PPI networks; affinity propagation; biological study; candidate overlapping vertices; cellular processes; filter condition; improved AP algorithm; overlapping functional modules; protein-protein interaction networks; Algorithm design and analysis; Availability; Clustering algorithms; Communities; Partitioning algorithms; Prediction algorithms; Proteins; affinity propagation; overlapping functional modules; protein-protein interaction networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing (ICSP), 2010 IEEE 10th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-5897-4
Type :
conf
DOI :
10.1109/ICOSP.2010.5656663
Filename :
5656663
Link To Document :
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