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Systematic Differences in Signal Emitting and Receiving Revealed by PageRank Analysis of a Human Protein Interactome
Most protein PageRank studies do not use signal flow direction information in protein interactions because this information was not readily available in large protein databases until recently. Therefore, four questions have yet to be answered: A) What is the general difference between signal emittin...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3446998/ https://www.ncbi.nlm.nih.gov/pubmed/23028653 http://dx.doi.org/10.1371/journal.pone.0044872 |
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author | Du, Donglei Lee, Connie F. Li, Xiu-Qing |
author_facet | Du, Donglei Lee, Connie F. Li, Xiu-Qing |
author_sort | Du, Donglei |
collection | PubMed |
description | Most protein PageRank studies do not use signal flow direction information in protein interactions because this information was not readily available in large protein databases until recently. Therefore, four questions have yet to be answered: A) What is the general difference between signal emitting and receiving in a protein interactome? B) Which proteins are among the top ranked in directional ranking? C) Are high ranked proteins more evolutionarily conserved than low ranked ones? D) Do proteins with similar ranking tend to have similar subcellular locations? In this study, we address these questions using the forward, reverse, and non-directional PageRank approaches to rank an information-directional network of human proteins and study their evolutionary conservation. The forward ranking gives credit to information receivers, reverse ranking to information emitters, and non-directional ranking mainly to the number of interactions. The protein lists generated by the forward and non-directional rankings are highly correlated, but those by the reverse and non-directional rankings are not. The results suggest that the signal emitting/receiving system is characterized by key-emittings and relatively even receivings in the human protein interactome. Signaling pathway proteins are frequent in top ranked ones. Eight proteins are both informational top emitters and top receivers. Top ranked proteins, except a few species-related novel-function ones, are evolutionarily well conserved. Protein-subunit ranking position reflects subunit function. These results demonstrate the usefulness of different PageRank approaches in characterizing protein networks and provide insights to protein interaction in the cell. |
format | Online Article Text |
id | pubmed-3446998 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-34469982012-10-01 Systematic Differences in Signal Emitting and Receiving Revealed by PageRank Analysis of a Human Protein Interactome Du, Donglei Lee, Connie F. Li, Xiu-Qing PLoS One Research Article Most protein PageRank studies do not use signal flow direction information in protein interactions because this information was not readily available in large protein databases until recently. Therefore, four questions have yet to be answered: A) What is the general difference between signal emitting and receiving in a protein interactome? B) Which proteins are among the top ranked in directional ranking? C) Are high ranked proteins more evolutionarily conserved than low ranked ones? D) Do proteins with similar ranking tend to have similar subcellular locations? In this study, we address these questions using the forward, reverse, and non-directional PageRank approaches to rank an information-directional network of human proteins and study their evolutionary conservation. The forward ranking gives credit to information receivers, reverse ranking to information emitters, and non-directional ranking mainly to the number of interactions. The protein lists generated by the forward and non-directional rankings are highly correlated, but those by the reverse and non-directional rankings are not. The results suggest that the signal emitting/receiving system is characterized by key-emittings and relatively even receivings in the human protein interactome. Signaling pathway proteins are frequent in top ranked ones. Eight proteins are both informational top emitters and top receivers. Top ranked proteins, except a few species-related novel-function ones, are evolutionarily well conserved. Protein-subunit ranking position reflects subunit function. These results demonstrate the usefulness of different PageRank approaches in characterizing protein networks and provide insights to protein interaction in the cell. Public Library of Science 2012-09-19 /pmc/articles/PMC3446998/ /pubmed/23028653 http://dx.doi.org/10.1371/journal.pone.0044872 Text en © 2012 Du 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 Du, Donglei Lee, Connie F. Li, Xiu-Qing Systematic Differences in Signal Emitting and Receiving Revealed by PageRank Analysis of a Human Protein Interactome |
title | Systematic Differences in Signal Emitting and Receiving Revealed by PageRank Analysis of a Human Protein Interactome |
title_full | Systematic Differences in Signal Emitting and Receiving Revealed by PageRank Analysis of a Human Protein Interactome |
title_fullStr | Systematic Differences in Signal Emitting and Receiving Revealed by PageRank Analysis of a Human Protein Interactome |
title_full_unstemmed | Systematic Differences in Signal Emitting and Receiving Revealed by PageRank Analysis of a Human Protein Interactome |
title_short | Systematic Differences in Signal Emitting and Receiving Revealed by PageRank Analysis of a Human Protein Interactome |
title_sort | systematic differences in signal emitting and receiving revealed by pagerank analysis of a human protein interactome |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3446998/ https://www.ncbi.nlm.nih.gov/pubmed/23028653 http://dx.doi.org/10.1371/journal.pone.0044872 |
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