An improved AP algorithm for identifying overlapping functional modules in protein-protein interaction networks

被引:0
|
作者
Wang, Yu [1 ]
Gao, Lin [1 ]
机构
[1] Xidian Univ, Sch Comp Sci, Xian 710071, Peoples R China
来源
2010 IEEE 10TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS (ICSP2010), VOLS I-III | 2010年
关键词
protein-protein interaction networks; overlapping functional modules; affinity propagation; COMMUNITY STRUCTURE;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:1809 / 1812
页数:4
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