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flexiMAP: a regression-based method for discovering differential alternative polyadenylation events in standard RNA-seq data

MOTIVATION: We present flexible Modeling of Alternative PolyAdenylation (flexiMAP), a new beta-regression-based method implemented in R, for discovering differential alternative polyadenylation events in standard RNA-seq data. RESULTS: We show, using both simulated and real data, that flexiMAP exhib...

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Detalles Bibliográficos
Autores principales: Szkop, Krzysztof J, Moss, David S, Nobeli, Irene
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8208744/
https://www.ncbi.nlm.nih.gov/pubmed/33051680
http://dx.doi.org/10.1093/bioinformatics/btaa854
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author Szkop, Krzysztof J
Moss, David S
Nobeli, Irene
author_facet Szkop, Krzysztof J
Moss, David S
Nobeli, Irene
author_sort Szkop, Krzysztof J
collection PubMed
description MOTIVATION: We present flexible Modeling of Alternative PolyAdenylation (flexiMAP), a new beta-regression-based method implemented in R, for discovering differential alternative polyadenylation events in standard RNA-seq data. RESULTS: We show, using both simulated and real data, that flexiMAP exhibits a good balance between specificity and sensitivity and compares favourably to existing methods, especially at low fold changes. In addition, the tests on simulated data reveal some hitherto unrecognized caveats of existing methods. Importantly, flexiMAP allows modeling of multiple known covariates that often confound the results of RNA-seq data analysis. AVAILABILITY AND IMPLEMENTATION: The flexiMAP R package is available at: https://github.com/kszkop/flexiMAP. Scripts and data to reproduce the analysis in this paper are available at: https://doi.org/10.5281/zenodo.3689788. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-82087442021-06-17 flexiMAP: a regression-based method for discovering differential alternative polyadenylation events in standard RNA-seq data Szkop, Krzysztof J Moss, David S Nobeli, Irene Bioinformatics Applications Notes MOTIVATION: We present flexible Modeling of Alternative PolyAdenylation (flexiMAP), a new beta-regression-based method implemented in R, for discovering differential alternative polyadenylation events in standard RNA-seq data. RESULTS: We show, using both simulated and real data, that flexiMAP exhibits a good balance between specificity and sensitivity and compares favourably to existing methods, especially at low fold changes. In addition, the tests on simulated data reveal some hitherto unrecognized caveats of existing methods. Importantly, flexiMAP allows modeling of multiple known covariates that often confound the results of RNA-seq data analysis. AVAILABILITY AND IMPLEMENTATION: The flexiMAP R package is available at: https://github.com/kszkop/flexiMAP. Scripts and data to reproduce the analysis in this paper are available at: https://doi.org/10.5281/zenodo.3689788. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2020-11-25 /pmc/articles/PMC8208744/ /pubmed/33051680 http://dx.doi.org/10.1093/bioinformatics/btaa854 Text en © The Author(s) 2020. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Applications Notes
Szkop, Krzysztof J
Moss, David S
Nobeli, Irene
flexiMAP: a regression-based method for discovering differential alternative polyadenylation events in standard RNA-seq data
title flexiMAP: a regression-based method for discovering differential alternative polyadenylation events in standard RNA-seq data
title_full flexiMAP: a regression-based method for discovering differential alternative polyadenylation events in standard RNA-seq data
title_fullStr flexiMAP: a regression-based method for discovering differential alternative polyadenylation events in standard RNA-seq data
title_full_unstemmed flexiMAP: a regression-based method for discovering differential alternative polyadenylation events in standard RNA-seq data
title_short flexiMAP: a regression-based method for discovering differential alternative polyadenylation events in standard RNA-seq data
title_sort fleximap: a regression-based method for discovering differential alternative polyadenylation events in standard rna-seq data
topic Applications Notes
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8208744/
https://www.ncbi.nlm.nih.gov/pubmed/33051680
http://dx.doi.org/10.1093/bioinformatics/btaa854
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