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PINALOG: a novel approach to align protein interaction networks—implications for complex detection and function prediction

Motivation: Analysis of protein–protein interaction networks (PPINs) at the system level has become increasingly important in understanding biological processes. Comparison of the interactomes of different species not only provides a better understanding of species evolution but also helps with dete...

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Detalles Bibliográficos
Autores principales: Phan, Hang T. T., Sternberg, Michael J. E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3338015/
https://www.ncbi.nlm.nih.gov/pubmed/22419782
http://dx.doi.org/10.1093/bioinformatics/bts119
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author Phan, Hang T. T.
Sternberg, Michael J. E.
author_facet Phan, Hang T. T.
Sternberg, Michael J. E.
author_sort Phan, Hang T. T.
collection PubMed
description Motivation: Analysis of protein–protein interaction networks (PPINs) at the system level has become increasingly important in understanding biological processes. Comparison of the interactomes of different species not only provides a better understanding of species evolution but also helps with detecting conserved functional components and in function prediction. Method and Results: Here we report a PPIN alignment method, called PINALOG, which combines information from protein sequence, function and network topology. Alignment of human and yeast PPINs reveals several conserved subnetworks between them that participate in similar biological processes, notably the proteasome and transcription related processes. PINALOG has been tested for its power in protein complex prediction as well as function prediction. Comparison with PSI-BLAST in predicting protein function in the twilight zone also shows that PINALOG is valuable in predicting protein function. Availability and implementation: The PINALOG web-server is freely available from http://www.sbg.bio.ic.ac.uk/~pinalog. The PINALOG program and associated data are available from the Download section of the web-server. Contact: m.sternberg@imperial.ac.uk Supplementary information: Supplementary data are available at Bioinformatics online.
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spelling pubmed-33380152012-04-27 PINALOG: a novel approach to align protein interaction networks—implications for complex detection and function prediction Phan, Hang T. T. Sternberg, Michael J. E. Bioinformatics Original Papers Motivation: Analysis of protein–protein interaction networks (PPINs) at the system level has become increasingly important in understanding biological processes. Comparison of the interactomes of different species not only provides a better understanding of species evolution but also helps with detecting conserved functional components and in function prediction. Method and Results: Here we report a PPIN alignment method, called PINALOG, which combines information from protein sequence, function and network topology. Alignment of human and yeast PPINs reveals several conserved subnetworks between them that participate in similar biological processes, notably the proteasome and transcription related processes. PINALOG has been tested for its power in protein complex prediction as well as function prediction. Comparison with PSI-BLAST in predicting protein function in the twilight zone also shows that PINALOG is valuable in predicting protein function. Availability and implementation: The PINALOG web-server is freely available from http://www.sbg.bio.ic.ac.uk/~pinalog. The PINALOG program and associated data are available from the Download section of the web-server. Contact: m.sternberg@imperial.ac.uk Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2012-05-01 2012-03-13 /pmc/articles/PMC3338015/ /pubmed/22419782 http://dx.doi.org/10.1093/bioinformatics/bts119 Text en © The Author(s) 2012. Published by Oxford University Press. http://creativecommons.org/licenses/by-nc/3.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/3.0), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Papers
Phan, Hang T. T.
Sternberg, Michael J. E.
PINALOG: a novel approach to align protein interaction networks—implications for complex detection and function prediction
title PINALOG: a novel approach to align protein interaction networks—implications for complex detection and function prediction
title_full PINALOG: a novel approach to align protein interaction networks—implications for complex detection and function prediction
title_fullStr PINALOG: a novel approach to align protein interaction networks—implications for complex detection and function prediction
title_full_unstemmed PINALOG: a novel approach to align protein interaction networks—implications for complex detection and function prediction
title_short PINALOG: a novel approach to align protein interaction networks—implications for complex detection and function prediction
title_sort pinalog: a novel approach to align protein interaction networks—implications for complex detection and function prediction
topic Original Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3338015/
https://www.ncbi.nlm.nih.gov/pubmed/22419782
http://dx.doi.org/10.1093/bioinformatics/bts119
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