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EPEPT: A web service for enhanced P-value estimation in permutation tests

BACKGROUND: In computational biology, permutation tests have become a widely used tool to assess the statistical significance of an event under investigation. However, the common way of computing the P-value, which expresses the statistical significance, requires a very large number of permutations...

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Autores principales: Knijnenburg, Theo A, Lin, Jake, Rovira, Hector, Boyle, John, Shmulevich, Ilya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3277916/
https://www.ncbi.nlm.nih.gov/pubmed/22024252
http://dx.doi.org/10.1186/1471-2105-12-411
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author Knijnenburg, Theo A
Lin, Jake
Rovira, Hector
Boyle, John
Shmulevich, Ilya
author_facet Knijnenburg, Theo A
Lin, Jake
Rovira, Hector
Boyle, John
Shmulevich, Ilya
author_sort Knijnenburg, Theo A
collection PubMed
description BACKGROUND: In computational biology, permutation tests have become a widely used tool to assess the statistical significance of an event under investigation. However, the common way of computing the P-value, which expresses the statistical significance, requires a very large number of permutations when small (and thus interesting) P-values are to be accurately estimated. This is computationally expensive and often infeasible. Recently, we proposed an alternative estimator, which requires far fewer permutations compared to the standard empirical approach while still reliably estimating small P-values [1]. RESULTS: The proposed P-value estimator has been enriched with additional functionalities and is made available to the general community through a public website and web service, called EPEPT. This means that the EPEPT routines can be accessed not only via a website, but also programmatically using any programming language that can interact with the web. Examples of web service clients in multiple programming languages can be downloaded. Additionally, EPEPT accepts data of various common experiment types used in computational biology. For these experiment types EPEPT first computes the permutation values and then performs the P-value estimation. Finally, the source code of EPEPT can be downloaded. CONCLUSIONS: Different types of users, such as biologists, bioinformaticians and software engineers, can use the method in an appropriate and simple way. AVAILABILITY: http://informatics.systemsbiology.net/EPEPT/
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spelling pubmed-32779162012-02-13 EPEPT: A web service for enhanced P-value estimation in permutation tests Knijnenburg, Theo A Lin, Jake Rovira, Hector Boyle, John Shmulevich, Ilya BMC Bioinformatics Software BACKGROUND: In computational biology, permutation tests have become a widely used tool to assess the statistical significance of an event under investigation. However, the common way of computing the P-value, which expresses the statistical significance, requires a very large number of permutations when small (and thus interesting) P-values are to be accurately estimated. This is computationally expensive and often infeasible. Recently, we proposed an alternative estimator, which requires far fewer permutations compared to the standard empirical approach while still reliably estimating small P-values [1]. RESULTS: The proposed P-value estimator has been enriched with additional functionalities and is made available to the general community through a public website and web service, called EPEPT. This means that the EPEPT routines can be accessed not only via a website, but also programmatically using any programming language that can interact with the web. Examples of web service clients in multiple programming languages can be downloaded. Additionally, EPEPT accepts data of various common experiment types used in computational biology. For these experiment types EPEPT first computes the permutation values and then performs the P-value estimation. Finally, the source code of EPEPT can be downloaded. CONCLUSIONS: Different types of users, such as biologists, bioinformaticians and software engineers, can use the method in an appropriate and simple way. AVAILABILITY: http://informatics.systemsbiology.net/EPEPT/ BioMed Central 2011-10-24 /pmc/articles/PMC3277916/ /pubmed/22024252 http://dx.doi.org/10.1186/1471-2105-12-411 Text en Copyright © 2011 Knijnenburg et al; licensee BioMed Central Ltd. https://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 (https://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
Knijnenburg, Theo A
Lin, Jake
Rovira, Hector
Boyle, John
Shmulevich, Ilya
EPEPT: A web service for enhanced P-value estimation in permutation tests
title EPEPT: A web service for enhanced P-value estimation in permutation tests
title_full EPEPT: A web service for enhanced P-value estimation in permutation tests
title_fullStr EPEPT: A web service for enhanced P-value estimation in permutation tests
title_full_unstemmed EPEPT: A web service for enhanced P-value estimation in permutation tests
title_short EPEPT: A web service for enhanced P-value estimation in permutation tests
title_sort epept: a web service for enhanced p-value estimation in permutation tests
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3277916/
https://www.ncbi.nlm.nih.gov/pubmed/22024252
http://dx.doi.org/10.1186/1471-2105-12-411
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