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SCOPE: a web server for practical de novo motif discovery

SCOPE is a novel parameter-free method for the de novo identification of potential regulatory motifs in sets of coordinately regulated genes. The SCOPE algorithm combines the output of three component algorithms, each designed to identify a particular class of motifs. Using an ensemble learning appr...

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Detalles Bibliográficos
Autores principales: Carlson, Jonathan M., Chakravarty, Arijit, DeZiel, Charles E., Gross, Robert H.
Formato: Texto
Lenguaje:English
Publicado: Oxford University Press 2007
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1933170/
https://www.ncbi.nlm.nih.gov/pubmed/17485471
http://dx.doi.org/10.1093/nar/gkm310
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author Carlson, Jonathan M.
Chakravarty, Arijit
DeZiel, Charles E.
Gross, Robert H.
author_facet Carlson, Jonathan M.
Chakravarty, Arijit
DeZiel, Charles E.
Gross, Robert H.
author_sort Carlson, Jonathan M.
collection PubMed
description SCOPE is a novel parameter-free method for the de novo identification of potential regulatory motifs in sets of coordinately regulated genes. The SCOPE algorithm combines the output of three component algorithms, each designed to identify a particular class of motifs. Using an ensemble learning approach, SCOPE identifies the best candidate motifs from its component algorithms. In tests on experimentally determined datasets, SCOPE identified motifs with a significantly higher level of accuracy than a number of other web-based motif finders run with their default parameters. Because SCOPE has no adjustable parameters, the web server has an intuitive interface, requiring only a set of gene names or FASTA sequences and a choice of species. The most significant motifs found by SCOPE are displayed graphically on the main results page with a table containing summary statistics for each motif. Detailed motif information, including the sequence logo, PWM, consensus sequence and specific matching sites can be viewed through a single click on a motif. SCOPE's efficient, parameter-free search strategy has enabled the development of a web server that is readily accessible to the practising biologist while providing results that compare favorably with those of other motif finders. The SCOPE web server is at <http://genie.dartmouth.edu/scope>.
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spelling pubmed-19331702007-07-31 SCOPE: a web server for practical de novo motif discovery Carlson, Jonathan M. Chakravarty, Arijit DeZiel, Charles E. Gross, Robert H. Nucleic Acids Res Articles SCOPE is a novel parameter-free method for the de novo identification of potential regulatory motifs in sets of coordinately regulated genes. The SCOPE algorithm combines the output of three component algorithms, each designed to identify a particular class of motifs. Using an ensemble learning approach, SCOPE identifies the best candidate motifs from its component algorithms. In tests on experimentally determined datasets, SCOPE identified motifs with a significantly higher level of accuracy than a number of other web-based motif finders run with their default parameters. Because SCOPE has no adjustable parameters, the web server has an intuitive interface, requiring only a set of gene names or FASTA sequences and a choice of species. The most significant motifs found by SCOPE are displayed graphically on the main results page with a table containing summary statistics for each motif. Detailed motif information, including the sequence logo, PWM, consensus sequence and specific matching sites can be viewed through a single click on a motif. SCOPE's efficient, parameter-free search strategy has enabled the development of a web server that is readily accessible to the practising biologist while providing results that compare favorably with those of other motif finders. The SCOPE web server is at <http://genie.dartmouth.edu/scope>. Oxford University Press 2007-07 2007-05-07 /pmc/articles/PMC1933170/ /pubmed/17485471 http://dx.doi.org/10.1093/nar/gkm310 Text en © 2007 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
Carlson, Jonathan M.
Chakravarty, Arijit
DeZiel, Charles E.
Gross, Robert H.
SCOPE: a web server for practical de novo motif discovery
title SCOPE: a web server for practical de novo motif discovery
title_full SCOPE: a web server for practical de novo motif discovery
title_fullStr SCOPE: a web server for practical de novo motif discovery
title_full_unstemmed SCOPE: a web server for practical de novo motif discovery
title_short SCOPE: a web server for practical de novo motif discovery
title_sort scope: a web server for practical de novo motif discovery
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1933170/
https://www.ncbi.nlm.nih.gov/pubmed/17485471
http://dx.doi.org/10.1093/nar/gkm310
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