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PhyloPars: estimation of missing parameter values using phylogeny

A wealth of information on metabolic parameters of a species can be inferred from observations on species that are phylogenetically related. Phylogeny-based information can complement direct empirical evidence, and is particularly valuable if experiments on the species of interest are not feasible....

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Detalles Bibliográficos
Autores principales: Bruggeman, Jorn, Heringa, Jaap, Brandt, Bernd W.
Formato: Texto
Lenguaje:English
Publicado: Oxford University Press 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2703881/
https://www.ncbi.nlm.nih.gov/pubmed/19443453
http://dx.doi.org/10.1093/nar/gkp370
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author Bruggeman, Jorn
Heringa, Jaap
Brandt, Bernd W.
author_facet Bruggeman, Jorn
Heringa, Jaap
Brandt, Bernd W.
author_sort Bruggeman, Jorn
collection PubMed
description A wealth of information on metabolic parameters of a species can be inferred from observations on species that are phylogenetically related. Phylogeny-based information can complement direct empirical evidence, and is particularly valuable if experiments on the species of interest are not feasible. The PhyloPars web server provides a statistically consistent method that combines an incomplete set of empirical observations with the species phylogeny to produce a complete set of parameter estimates for all species. It builds upon a state-of-the-art evolutionary model, extended with the ability to handle missing data. The resulting approach makes optimal use of all available information to produce estimates that can be an order of magnitude more accurate than ad-hoc alternatives. Uploading a phylogeny and incomplete feature matrix suffices to obtain estimates of all missing values, along with a measure of certainty. Real-time cross-validation provides further insight in the accuracy and bias expected for estimated values. The server allows for easy, efficient estimation of metabolic parameters, which can benefit a wide range of fields including systems biology and ecology. PhyloPars is available at: http://www.ibi.vu.nl/programs/phylopars/.
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spelling pubmed-27038812009-07-01 PhyloPars: estimation of missing parameter values using phylogeny Bruggeman, Jorn Heringa, Jaap Brandt, Bernd W. Nucleic Acids Res Articles A wealth of information on metabolic parameters of a species can be inferred from observations on species that are phylogenetically related. Phylogeny-based information can complement direct empirical evidence, and is particularly valuable if experiments on the species of interest are not feasible. The PhyloPars web server provides a statistically consistent method that combines an incomplete set of empirical observations with the species phylogeny to produce a complete set of parameter estimates for all species. It builds upon a state-of-the-art evolutionary model, extended with the ability to handle missing data. The resulting approach makes optimal use of all available information to produce estimates that can be an order of magnitude more accurate than ad-hoc alternatives. Uploading a phylogeny and incomplete feature matrix suffices to obtain estimates of all missing values, along with a measure of certainty. Real-time cross-validation provides further insight in the accuracy and bias expected for estimated values. The server allows for easy, efficient estimation of metabolic parameters, which can benefit a wide range of fields including systems biology and ecology. PhyloPars is available at: http://www.ibi.vu.nl/programs/phylopars/. Oxford University Press 2009-07-01 2009-05-13 /pmc/articles/PMC2703881/ /pubmed/19443453 http://dx.doi.org/10.1093/nar/gkp370 Text en © 2009 The Author(s) http://creativecommons.org/licenses/by-nc/2.0/uk/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/2.0/uk/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Articles
Bruggeman, Jorn
Heringa, Jaap
Brandt, Bernd W.
PhyloPars: estimation of missing parameter values using phylogeny
title PhyloPars: estimation of missing parameter values using phylogeny
title_full PhyloPars: estimation of missing parameter values using phylogeny
title_fullStr PhyloPars: estimation of missing parameter values using phylogeny
title_full_unstemmed PhyloPars: estimation of missing parameter values using phylogeny
title_short PhyloPars: estimation of missing parameter values using phylogeny
title_sort phylopars: estimation of missing parameter values using phylogeny
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2703881/
https://www.ncbi.nlm.nih.gov/pubmed/19443453
http://dx.doi.org/10.1093/nar/gkp370
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