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

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...

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Detalles Bibliográficos
Autores principales: Brady, Arthur, Maxwell, Kyle, Daniels, Noah, Cowen, Lenore J.
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2670499/
https://www.ncbi.nlm.nih.gov/pubmed/19399174
http://dx.doi.org/10.1371/journal.pone.0005364
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author Brady, Arthur
Maxwell, Kyle
Daniels, Noah
Cowen, Lenore J.
author_facet Brady, Arthur
Maxwell, Kyle
Daniels, Noah
Cowen, Lenore J.
author_sort Brady, Arthur
collection PubMed
description 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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spelling pubmed-26704992009-04-28 Fault Tolerance in Protein Interaction Networks: Stable Bipartite Subgraphs and Redundant Pathways Brady, Arthur Maxwell, Kyle Daniels, Noah Cowen, Lenore J. PLoS One Research Article 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. Public Library of Science 2009-04-28 /pmc/articles/PMC2670499/ /pubmed/19399174 http://dx.doi.org/10.1371/journal.pone.0005364 Text en Brady et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Brady, Arthur
Maxwell, Kyle
Daniels, Noah
Cowen, Lenore J.
Fault Tolerance in Protein Interaction Networks: Stable Bipartite Subgraphs and Redundant Pathways
title Fault Tolerance in Protein Interaction Networks: Stable Bipartite Subgraphs and Redundant Pathways
title_full Fault Tolerance in Protein Interaction Networks: Stable Bipartite Subgraphs and Redundant Pathways
title_fullStr Fault Tolerance in Protein Interaction Networks: Stable Bipartite Subgraphs and Redundant Pathways
title_full_unstemmed Fault Tolerance in Protein Interaction Networks: Stable Bipartite Subgraphs and Redundant Pathways
title_short Fault Tolerance in Protein Interaction Networks: Stable Bipartite Subgraphs and Redundant Pathways
title_sort fault tolerance in protein interaction networks: stable bipartite subgraphs and redundant pathways
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2670499/
https://www.ncbi.nlm.nih.gov/pubmed/19399174
http://dx.doi.org/10.1371/journal.pone.0005364
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