Fault Tolerance in Protein Interaction Networks: Stable Bipartite Subgraphs and Redundant Pathways

被引:30
作者
Brady, Arthur
Maxwell, Kyle
Daniels, Noah
Cowen, Lenore J.
机构
[1] Center for Bioinformatics and Computational Biology, University of Maryland, College Park, MD
[2] Department of Computer Science, Tufts University, Medford, MA
来源
PLOS ONE | 2009年 / 4卷 / 04期
关键词
GENETIC INTERACTIONS; SGS1; ROBUSTNESS; MAINTENANCE; STABILITY; REVEALS; ABSENCE; BLOOMS;
D O I
10.1371/journal.pone.0005364
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
As increasing amounts of high-throughput data for the yeast interactome become available, more system-wide properties are uncovered. One interesting question concerns the fault tolerance of protein interaction networks: whether there exist alternative pathways that can perform some required function if a gene essential to the main mechanism is defective, absent or suppressed. A signature pattern for redundant pathways is the BPM (between-pathway model) motif, introduced by Kelley and Ideker. Past methods proposed to search the yeast interactome for BPM motifs have had several important limitations. First, they have been driven heuristically by local greedy searches, which can lead to the inclusion of extra genes that may not belong in the motif; second, they have been validated solely by functional coherence of the putative pathways using GO enrichment, making it difficult to evaluate putative BPMs in the absence of already known biological annotation. We introduce stable bipartite subgraphs, and show they form a clean and efficient way of generating meaningful BPMs which naturally discard extra genes included by local greedy methods. We show by GO enrichment measures that our BPM set outperforms previous work, covering more known complexes and functional pathways. Perhaps most importantly, since our BPMs are initially generated by examining the genetic-interaction network only, the location of edges in the protein-protein physical interaction network can then be used to statistically validate each candidate BPM, even with sparse GO annotation (or none at all). We uncover some interesting biological examples of previously unknown putative redundant pathways in such areas as vesicle-mediated transport and DNA repair.
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页数:11
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