PEPPER: cytoscape app for protein complex expansion using protein-protein interaction networks

被引:5
|
作者
Winterhalter, C. [1 ,2 ]
Nicolle, R. [1 ,3 ]
Louis, A. [1 ]
To, C. [1 ]
Radvanyi, F. [3 ]
Elati, M. [1 ]
机构
[1] Univ Evry, CNRS, iSSB, Genopole, F-91030 Evry, France
[2] Newcastle Univ, Sch Comp Sci, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
[3] Inst Curie, CNRS, UMR 144, F-75248 Paris 05, France
关键词
D O I
10.1093/bioinformatics/btu517
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
We introduce PEPPER (Protein complex Expansion using Protein-protein intERactions), a Cytoscape app designed to identify protein complexes as densely connected subnetworks from seed lists of proteins derived from proteomic studies. PEPPER identifies connected subgraph by using multi-objective optimization involving two functions: (i) the coverage, a solution must contain as many proteins from the seed as possible, (ii) the density, the proteins of a solution must be as connected as possible, using only interactions from a proteome-wide interaction network. Comparisons based on gold standard yeast and human datasets showed Pepper's integrative approach as superior to standard protein complex discovery methods. The visualization and interpretation of the results are facilitated by an automated post-processing pipeline based on topological analysis and data integration about the predicted complex proteins. PEPPER is a user-friendly tool that can be used to analyse any list of proteins.
引用
收藏
页码:3419 / 3420
页数:2
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