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Pepper: cytoscape app for protein complex expansion using protein–protein interaction networks
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 optimi...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4816032/ https://www.ncbi.nlm.nih.gov/pubmed/25138169 http://dx.doi.org/10.1093/bioinformatics/btu517 |
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author | Winterhalter, C. Nicolle, R. Louis, A. To, C. Radvanyi, F. Elati, M. |
author_facet | Winterhalter, C. Nicolle, R. Louis, A. To, C. Radvanyi, F. Elati, M. |
author_sort | Winterhalter, C. |
collection | PubMed |
description | 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. Availability: Pepper is available from the Cytoscape plug-in manager or online (http://apps.cytoscape.org/apps/pepper) and released under GNU General Public License version 3. Contact: mohamed.elati@issb.genopole.fr Supplementary information: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-4816032 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-48160322016-04-04 Pepper: cytoscape app for protein complex expansion using protein–protein interaction networks Winterhalter, C. Nicolle, R. Louis, A. To, C. Radvanyi, F. Elati, M. Bioinformatics Applications Notes 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. Availability: Pepper is available from the Cytoscape plug-in manager or online (http://apps.cytoscape.org/apps/pepper) and released under GNU General Public License version 3. Contact: mohamed.elati@issb.genopole.fr Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2014-12-01 2014-08-18 /pmc/articles/PMC4816032/ /pubmed/25138169 http://dx.doi.org/10.1093/bioinformatics/btu517 Text en © The Author 2014. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Applications Notes Winterhalter, C. Nicolle, R. Louis, A. To, C. Radvanyi, F. Elati, M. Pepper: cytoscape app for protein complex expansion using protein–protein interaction networks |
title | Pepper: cytoscape app for protein complex expansion using protein–protein interaction networks |
title_full | Pepper: cytoscape app for protein complex expansion using protein–protein interaction networks |
title_fullStr | Pepper: cytoscape app for protein complex expansion using protein–protein interaction networks |
title_full_unstemmed | Pepper: cytoscape app for protein complex expansion using protein–protein interaction networks |
title_short | Pepper: cytoscape app for protein complex expansion using protein–protein interaction networks |
title_sort | pepper: cytoscape app for protein complex expansion using protein–protein interaction networks |
topic | Applications Notes |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4816032/ https://www.ncbi.nlm.nih.gov/pubmed/25138169 http://dx.doi.org/10.1093/bioinformatics/btu517 |
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