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Use of a global metabolic network to curate organismal metabolic networks

The difficulty in annotating the vast amounts of biological information poses one of the greatest current challenges in biological research. The number of genomic, proteomic, and metabolomic datasets has increased dramatically over the last two decades, far outstripping the pace of curation efforts....

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Autores principales: Pah, A. R., Guimerà, R., Mustoe, A. M., Amaral, L. A. N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3631772/
https://www.ncbi.nlm.nih.gov/pubmed/23603845
http://dx.doi.org/10.1038/srep01695
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author Pah, A. R.
Guimerà, R.
Mustoe, A. M.
Amaral, L. A. N.
author_facet Pah, A. R.
Guimerà, R.
Mustoe, A. M.
Amaral, L. A. N.
author_sort Pah, A. R.
collection PubMed
description The difficulty in annotating the vast amounts of biological information poses one of the greatest current challenges in biological research. The number of genomic, proteomic, and metabolomic datasets has increased dramatically over the last two decades, far outstripping the pace of curation efforts. Here, we tackle the challenge of curating metabolic network reconstructions. We predict organismal metabolic networks using sequence homology and a global metabolic network constructed from all available organismal networks. While sequence homology has been a standard to annotate metabolic networks it has been faulted for its lack of predictive power. We show, however, that when homology is used with a global metabolic network one is able to predict organismal metabolic networks that have enhanced network connectivity. Additionally, we compare the annotation behavior of current database curation efforts with our predictions and find that curation efforts are biased towards adding (rather than removing) reactions to organismal networks.
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spelling pubmed-36317722013-04-22 Use of a global metabolic network to curate organismal metabolic networks Pah, A. R. Guimerà, R. Mustoe, A. M. Amaral, L. A. N. Sci Rep Article The difficulty in annotating the vast amounts of biological information poses one of the greatest current challenges in biological research. The number of genomic, proteomic, and metabolomic datasets has increased dramatically over the last two decades, far outstripping the pace of curation efforts. Here, we tackle the challenge of curating metabolic network reconstructions. We predict organismal metabolic networks using sequence homology and a global metabolic network constructed from all available organismal networks. While sequence homology has been a standard to annotate metabolic networks it has been faulted for its lack of predictive power. We show, however, that when homology is used with a global metabolic network one is able to predict organismal metabolic networks that have enhanced network connectivity. Additionally, we compare the annotation behavior of current database curation efforts with our predictions and find that curation efforts are biased towards adding (rather than removing) reactions to organismal networks. Nature Publishing Group 2013-04-22 /pmc/articles/PMC3631772/ /pubmed/23603845 http://dx.doi.org/10.1038/srep01695 Text en Copyright © 2013, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-nd/3.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 3.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/3.0/
spellingShingle Article
Pah, A. R.
Guimerà, R.
Mustoe, A. M.
Amaral, L. A. N.
Use of a global metabolic network to curate organismal metabolic networks
title Use of a global metabolic network to curate organismal metabolic networks
title_full Use of a global metabolic network to curate organismal metabolic networks
title_fullStr Use of a global metabolic network to curate organismal metabolic networks
title_full_unstemmed Use of a global metabolic network to curate organismal metabolic networks
title_short Use of a global metabolic network to curate organismal metabolic networks
title_sort use of a global metabolic network to curate organismal metabolic networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3631772/
https://www.ncbi.nlm.nih.gov/pubmed/23603845
http://dx.doi.org/10.1038/srep01695
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