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GreedyPlus: An Algorithm for the Alignment of Interface Interaction Networks

The increasing ease and accuracy of protein-protein interaction detection has resulted in the ability to map the interactomes of multiple species. We now have an opportunity to compare species to better understand how interactomes evolve. As DNA and protein sequence alignment algorithms were require...

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Detalles Bibliográficos
Autores principales: Law, Brian, Bader, Gary D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4499810/
https://www.ncbi.nlm.nih.gov/pubmed/26165520
http://dx.doi.org/10.1038/srep12074
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author Law, Brian
Bader, Gary D.
author_facet Law, Brian
Bader, Gary D.
author_sort Law, Brian
collection PubMed
description The increasing ease and accuracy of protein-protein interaction detection has resulted in the ability to map the interactomes of multiple species. We now have an opportunity to compare species to better understand how interactomes evolve. As DNA and protein sequence alignment algorithms were required for comparative genomics, network alignment algorithms are required for comparative interactomics. A number of network alignment methods have been developed for protein-protein interaction networks, where proteins are represented as vertices linked by edges if they interact. Recently, protein interactions have been mapped at the level of amino acid positions, which can be represented as an interface-interaction network (IIN), where vertices represent binding sites, such as protein domains and short sequence motifs. However, current algorithms are not designed to align these networks and generally fail to do so in practice. We present a greedy algorithm, GreedyPlus, for IIN alignment, combining data from diverse sources, including network, protein and binding site properties, to identify putative orthologous relationships between interfaces in available worm and yeast data. GreedyPlus is fast and simple, allowing for easy customization of behaviour, yet still capable of generating biologically meaningful network alignments.
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spelling pubmed-44998102015-07-17 GreedyPlus: An Algorithm for the Alignment of Interface Interaction Networks Law, Brian Bader, Gary D. Sci Rep Article The increasing ease and accuracy of protein-protein interaction detection has resulted in the ability to map the interactomes of multiple species. We now have an opportunity to compare species to better understand how interactomes evolve. As DNA and protein sequence alignment algorithms were required for comparative genomics, network alignment algorithms are required for comparative interactomics. A number of network alignment methods have been developed for protein-protein interaction networks, where proteins are represented as vertices linked by edges if they interact. Recently, protein interactions have been mapped at the level of amino acid positions, which can be represented as an interface-interaction network (IIN), where vertices represent binding sites, such as protein domains and short sequence motifs. However, current algorithms are not designed to align these networks and generally fail to do so in practice. We present a greedy algorithm, GreedyPlus, for IIN alignment, combining data from diverse sources, including network, protein and binding site properties, to identify putative orthologous relationships between interfaces in available worm and yeast data. GreedyPlus is fast and simple, allowing for easy customization of behaviour, yet still capable of generating biologically meaningful network alignments. Nature Publishing Group 2015-07-13 /pmc/articles/PMC4499810/ /pubmed/26165520 http://dx.doi.org/10.1038/srep12074 Text en Copyright © 2015, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Law, Brian
Bader, Gary D.
GreedyPlus: An Algorithm for the Alignment of Interface Interaction Networks
title GreedyPlus: An Algorithm for the Alignment of Interface Interaction Networks
title_full GreedyPlus: An Algorithm for the Alignment of Interface Interaction Networks
title_fullStr GreedyPlus: An Algorithm for the Alignment of Interface Interaction Networks
title_full_unstemmed GreedyPlus: An Algorithm for the Alignment of Interface Interaction Networks
title_short GreedyPlus: An Algorithm for the Alignment of Interface Interaction Networks
title_sort greedyplus: an algorithm for the alignment of interface interaction networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4499810/
https://www.ncbi.nlm.nih.gov/pubmed/26165520
http://dx.doi.org/10.1038/srep12074
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