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CAMPways: constrained alignment framework for the comparative analysis of a pair of metabolic pathways

Motivation: Given a pair of metabolic pathways, an alignment of the pathways corresponds to a mapping between similar substructures of the pair. Successful alignments may provide useful applications in phylogenetic tree reconstruction, drug design and overall may enhance our understanding of cellula...

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Detalles Bibliográficos
Autores principales: Abaka, Gamze, Bıyıkoğlu, Türker, Erten, Cesim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3694646/
https://www.ncbi.nlm.nih.gov/pubmed/23812978
http://dx.doi.org/10.1093/bioinformatics/btt235
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author Abaka, Gamze
Bıyıkoğlu, Türker
Erten, Cesim
author_facet Abaka, Gamze
Bıyıkoğlu, Türker
Erten, Cesim
author_sort Abaka, Gamze
collection PubMed
description Motivation: Given a pair of metabolic pathways, an alignment of the pathways corresponds to a mapping between similar substructures of the pair. Successful alignments may provide useful applications in phylogenetic tree reconstruction, drug design and overall may enhance our understanding of cellular metabolism. Results: We consider the problem of providing one-to-many alignments of reactions in a pair of metabolic pathways. We first provide a constrained alignment framework applicable to the problem. We show that the constrained alignment problem even in a primitive setting is computationally intractable, which justifies efforts for designing efficient heuristics. We present our Constrained Alignment of Metabolic Pathways (CAMPways) algorithm designed for this purpose. Through extensive experiments involving a large pathway database, we demonstrate that when compared with a state-of-the-art alternative, the CAMPways algorithm provides better alignment results on metabolic networks as far as measures based on same-pathway inclusion and biochemical significance are concerned. The execution speed of our algorithm constitutes yet another important improvement over alternative algorithms. Availability: Open source codes, executable binary, useful scripts, all the experimental data and the results are freely available as part of the Supplementary Material at http://code.google.com/p/campways/. Contact: cesim@khas.edu.tr Supplementary information: Supplementary data are available at Bioinformatics online.
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spelling pubmed-36946462013-06-27 CAMPways: constrained alignment framework for the comparative analysis of a pair of metabolic pathways Abaka, Gamze Bıyıkoğlu, Türker Erten, Cesim Bioinformatics Ismb/Eccb 2013 Proceedings Papers Committee July 21 to July 23, 2013, Berlin, Germany Motivation: Given a pair of metabolic pathways, an alignment of the pathways corresponds to a mapping between similar substructures of the pair. Successful alignments may provide useful applications in phylogenetic tree reconstruction, drug design and overall may enhance our understanding of cellular metabolism. Results: We consider the problem of providing one-to-many alignments of reactions in a pair of metabolic pathways. We first provide a constrained alignment framework applicable to the problem. We show that the constrained alignment problem even in a primitive setting is computationally intractable, which justifies efforts for designing efficient heuristics. We present our Constrained Alignment of Metabolic Pathways (CAMPways) algorithm designed for this purpose. Through extensive experiments involving a large pathway database, we demonstrate that when compared with a state-of-the-art alternative, the CAMPways algorithm provides better alignment results on metabolic networks as far as measures based on same-pathway inclusion and biochemical significance are concerned. The execution speed of our algorithm constitutes yet another important improvement over alternative algorithms. Availability: Open source codes, executable binary, useful scripts, all the experimental data and the results are freely available as part of the Supplementary Material at http://code.google.com/p/campways/. Contact: cesim@khas.edu.tr Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2013-07-01 2013-06-19 /pmc/articles/PMC3694646/ /pubmed/23812978 http://dx.doi.org/10.1093/bioinformatics/btt235 Text en © The Author 2013. 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 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 Ismb/Eccb 2013 Proceedings Papers Committee July 21 to July 23, 2013, Berlin, Germany
Abaka, Gamze
Bıyıkoğlu, Türker
Erten, Cesim
CAMPways: constrained alignment framework for the comparative analysis of a pair of metabolic pathways
title CAMPways: constrained alignment framework for the comparative analysis of a pair of metabolic pathways
title_full CAMPways: constrained alignment framework for the comparative analysis of a pair of metabolic pathways
title_fullStr CAMPways: constrained alignment framework for the comparative analysis of a pair of metabolic pathways
title_full_unstemmed CAMPways: constrained alignment framework for the comparative analysis of a pair of metabolic pathways
title_short CAMPways: constrained alignment framework for the comparative analysis of a pair of metabolic pathways
title_sort campways: constrained alignment framework for the comparative analysis of a pair of metabolic pathways
topic Ismb/Eccb 2013 Proceedings Papers Committee July 21 to July 23, 2013, Berlin, Germany
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3694646/
https://www.ncbi.nlm.nih.gov/pubmed/23812978
http://dx.doi.org/10.1093/bioinformatics/btt235
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