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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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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. |
format | Online Article Text |
id | pubmed-8208744 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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