Context-specific protein network miner--an online system for exploring context-specific protein interaction networks from the literature.

<h4>Background</h4>Protein interaction networks (PINs) specific within a particular context contain crucial information regarding many cellular biological processes. For example, PINs may include information on the type and directionality of interaction (e.g. phosphorylation), location o...

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Autores principales: Rajesh Chowdhary, Sin Lam Tan, Jinfeng Zhang, Shreyas Karnik, Vladimir B Bajic, Jun S Liu
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Publicado: Public Library of Science (PLoS) 2012
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Acceso en línea:https://doaj.org/article/6b97bead1fea48468746c9a73352d119
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spelling oai:doaj.org-article:6b97bead1fea48468746c9a73352d1192021-11-18T07:23:01ZContext-specific protein network miner--an online system for exploring context-specific protein interaction networks from the literature.1932-620310.1371/journal.pone.0034480https://doaj.org/article/6b97bead1fea48468746c9a73352d1192012-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/22493694/pdf/?tool=EBIhttps://doaj.org/toc/1932-6203<h4>Background</h4>Protein interaction networks (PINs) specific within a particular context contain crucial information regarding many cellular biological processes. For example, PINs may include information on the type and directionality of interaction (e.g. phosphorylation), location of interaction (i.e. tissues, cells), and related diseases. Currently, very few tools are capable of deriving context-specific PINs for conducting exploratory analysis.<h4>Results</h4>We developed a literature-based online system, Context-specific Protein Network Miner (CPNM), which derives context-specific PINs in real-time from the PubMed database based on a set of user-input keywords and enhanced PubMed query system. CPNM reports enriched information on protein interactions (with type and directionality), their network topology with summary statistics (e.g. most densely connected proteins in the network; most densely connected protein-pairs; and proteins connected by most inbound/outbound links) that can be explored via a user-friendly interface. Some of the novel features of the CPNM system include PIN generation, ontology-based PubMed query enhancement, real-time, user-queried, up-to-date PubMed document processing, and prediction of PIN directionality.<h4>Conclusions</h4>CPNM provides a tool for biologists to explore PINs. It is freely accessible at http://www.biotextminer.com/CPNM/.Rajesh ChowdharySin Lam TanJinfeng ZhangShreyas KarnikVladimir B BajicJun S LiuPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 7, Iss 4, p e34480 (2012)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Rajesh Chowdhary
Sin Lam Tan
Jinfeng Zhang
Shreyas Karnik
Vladimir B Bajic
Jun S Liu
Context-specific protein network miner--an online system for exploring context-specific protein interaction networks from the literature.
description <h4>Background</h4>Protein interaction networks (PINs) specific within a particular context contain crucial information regarding many cellular biological processes. For example, PINs may include information on the type and directionality of interaction (e.g. phosphorylation), location of interaction (i.e. tissues, cells), and related diseases. Currently, very few tools are capable of deriving context-specific PINs for conducting exploratory analysis.<h4>Results</h4>We developed a literature-based online system, Context-specific Protein Network Miner (CPNM), which derives context-specific PINs in real-time from the PubMed database based on a set of user-input keywords and enhanced PubMed query system. CPNM reports enriched information on protein interactions (with type and directionality), their network topology with summary statistics (e.g. most densely connected proteins in the network; most densely connected protein-pairs; and proteins connected by most inbound/outbound links) that can be explored via a user-friendly interface. Some of the novel features of the CPNM system include PIN generation, ontology-based PubMed query enhancement, real-time, user-queried, up-to-date PubMed document processing, and prediction of PIN directionality.<h4>Conclusions</h4>CPNM provides a tool for biologists to explore PINs. It is freely accessible at http://www.biotextminer.com/CPNM/.
format article
author Rajesh Chowdhary
Sin Lam Tan
Jinfeng Zhang
Shreyas Karnik
Vladimir B Bajic
Jun S Liu
author_facet Rajesh Chowdhary
Sin Lam Tan
Jinfeng Zhang
Shreyas Karnik
Vladimir B Bajic
Jun S Liu
author_sort Rajesh Chowdhary
title Context-specific protein network miner--an online system for exploring context-specific protein interaction networks from the literature.
title_short Context-specific protein network miner--an online system for exploring context-specific protein interaction networks from the literature.
title_full Context-specific protein network miner--an online system for exploring context-specific protein interaction networks from the literature.
title_fullStr Context-specific protein network miner--an online system for exploring context-specific protein interaction networks from the literature.
title_full_unstemmed Context-specific protein network miner--an online system for exploring context-specific protein interaction networks from the literature.
title_sort context-specific protein network miner--an online system for exploring context-specific protein interaction networks from the literature.
publisher Public Library of Science (PLoS)
publishDate 2012
url https://doaj.org/article/6b97bead1fea48468746c9a73352d119
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