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Composition Profiler: a tool for discovery and visualization of amino acid composition differences

BACKGROUND: Composition Profiler is a web-based tool for semi-automatic discovery of enrichment or depletion of amino acids, either individually or grouped by their physico-chemical or structural properties. RESULTS: The program takes two samples of amino acids as input: a query sample and a referen...

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Detalles Bibliográficos
Autores principales: Vacic, Vladimir, Uversky, Vladimir N, Dunker, A Keith, Lonardi, Stefano
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2007
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1914087/
https://www.ncbi.nlm.nih.gov/pubmed/17578581
http://dx.doi.org/10.1186/1471-2105-8-211
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author Vacic, Vladimir
Uversky, Vladimir N
Dunker, A Keith
Lonardi, Stefano
author_facet Vacic, Vladimir
Uversky, Vladimir N
Dunker, A Keith
Lonardi, Stefano
author_sort Vacic, Vladimir
collection PubMed
description BACKGROUND: Composition Profiler is a web-based tool for semi-automatic discovery of enrichment or depletion of amino acids, either individually or grouped by their physico-chemical or structural properties. RESULTS: The program takes two samples of amino acids as input: a query sample and a reference sample. The latter provides a suitable background amino acid distribution, and should be chosen according to the nature of the query sample, for example, a standard protein database (e.g. SwissProt, PDB), a representative sample of proteins from the organism under study, or a group of proteins with a contrasting functional annotation. The results of the analysis of amino acid composition differences are summarized in textual and graphical form. CONCLUSION: As an exploratory data mining tool, our software can be used to guide feature selection for protein function or structure predictors. For classes of proteins with significant differences in frequencies of amino acids having particular physico-chemical (e.g. hydrophobicity or charge) or structural (e.g. α helix propensity) properties, Composition Profiler can be used as a rough, light-weight visual classifier.
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spelling pubmed-19140872007-07-13 Composition Profiler: a tool for discovery and visualization of amino acid composition differences Vacic, Vladimir Uversky, Vladimir N Dunker, A Keith Lonardi, Stefano BMC Bioinformatics Software BACKGROUND: Composition Profiler is a web-based tool for semi-automatic discovery of enrichment or depletion of amino acids, either individually or grouped by their physico-chemical or structural properties. RESULTS: The program takes two samples of amino acids as input: a query sample and a reference sample. The latter provides a suitable background amino acid distribution, and should be chosen according to the nature of the query sample, for example, a standard protein database (e.g. SwissProt, PDB), a representative sample of proteins from the organism under study, or a group of proteins with a contrasting functional annotation. The results of the analysis of amino acid composition differences are summarized in textual and graphical form. CONCLUSION: As an exploratory data mining tool, our software can be used to guide feature selection for protein function or structure predictors. For classes of proteins with significant differences in frequencies of amino acids having particular physico-chemical (e.g. hydrophobicity or charge) or structural (e.g. α helix propensity) properties, Composition Profiler can be used as a rough, light-weight visual classifier. BioMed Central 2007-06-19 /pmc/articles/PMC1914087/ /pubmed/17578581 http://dx.doi.org/10.1186/1471-2105-8-211 Text en Copyright © 2007 Vacic et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Software
Vacic, Vladimir
Uversky, Vladimir N
Dunker, A Keith
Lonardi, Stefano
Composition Profiler: a tool for discovery and visualization of amino acid composition differences
title Composition Profiler: a tool for discovery and visualization of amino acid composition differences
title_full Composition Profiler: a tool for discovery and visualization of amino acid composition differences
title_fullStr Composition Profiler: a tool for discovery and visualization of amino acid composition differences
title_full_unstemmed Composition Profiler: a tool for discovery and visualization of amino acid composition differences
title_short Composition Profiler: a tool for discovery and visualization of amino acid composition differences
title_sort composition profiler: a tool for discovery and visualization of amino acid composition differences
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1914087/
https://www.ncbi.nlm.nih.gov/pubmed/17578581
http://dx.doi.org/10.1186/1471-2105-8-211
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