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SUPPA2: fast, accurate, and uncertainty-aware differential splicing analysis across multiple conditions

Despite the many approaches to study differential splicing from RNA-seq, many challenges remain unsolved, including computing capacity and sequencing depth requirements. Here we present SUPPA2, a new method that addresses these challenges, and enables streamlined analysis across multiple conditions...

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Autores principales: Trincado, Juan L., Entizne, Juan C., Hysenaj, Gerald, Singh, Babita, Skalic, Miha, Elliott, David J., Eyras, Eduardo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5866513/
https://www.ncbi.nlm.nih.gov/pubmed/29571299
http://dx.doi.org/10.1186/s13059-018-1417-1
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author Trincado, Juan L.
Entizne, Juan C.
Hysenaj, Gerald
Singh, Babita
Skalic, Miha
Elliott, David J.
Eyras, Eduardo
author_facet Trincado, Juan L.
Entizne, Juan C.
Hysenaj, Gerald
Singh, Babita
Skalic, Miha
Elliott, David J.
Eyras, Eduardo
author_sort Trincado, Juan L.
collection PubMed
description Despite the many approaches to study differential splicing from RNA-seq, many challenges remain unsolved, including computing capacity and sequencing depth requirements. Here we present SUPPA2, a new method that addresses these challenges, and enables streamlined analysis across multiple conditions taking into account biological variability. Using experimental and simulated data, we show that SUPPA2 achieves higher accuracy compared to other methods, especially at low sequencing depth and short read length. We use SUPPA2 to identify novel Transformer2-regulated exons, novel microexons induced during differentiation of bipolar neurons, and novel intron retention events during erythroblast differentiation. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13059-018-1417-1) contains supplementary material, which is available to authorized users.
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spelling pubmed-58665132018-03-28 SUPPA2: fast, accurate, and uncertainty-aware differential splicing analysis across multiple conditions Trincado, Juan L. Entizne, Juan C. Hysenaj, Gerald Singh, Babita Skalic, Miha Elliott, David J. Eyras, Eduardo Genome Biol Method Despite the many approaches to study differential splicing from RNA-seq, many challenges remain unsolved, including computing capacity and sequencing depth requirements. Here we present SUPPA2, a new method that addresses these challenges, and enables streamlined analysis across multiple conditions taking into account biological variability. Using experimental and simulated data, we show that SUPPA2 achieves higher accuracy compared to other methods, especially at low sequencing depth and short read length. We use SUPPA2 to identify novel Transformer2-regulated exons, novel microexons induced during differentiation of bipolar neurons, and novel intron retention events during erythroblast differentiation. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13059-018-1417-1) contains supplementary material, which is available to authorized users. BioMed Central 2018-03-23 /pmc/articles/PMC5866513/ /pubmed/29571299 http://dx.doi.org/10.1186/s13059-018-1417-1 Text en © The Author(s). 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Method
Trincado, Juan L.
Entizne, Juan C.
Hysenaj, Gerald
Singh, Babita
Skalic, Miha
Elliott, David J.
Eyras, Eduardo
SUPPA2: fast, accurate, and uncertainty-aware differential splicing analysis across multiple conditions
title SUPPA2: fast, accurate, and uncertainty-aware differential splicing analysis across multiple conditions
title_full SUPPA2: fast, accurate, and uncertainty-aware differential splicing analysis across multiple conditions
title_fullStr SUPPA2: fast, accurate, and uncertainty-aware differential splicing analysis across multiple conditions
title_full_unstemmed SUPPA2: fast, accurate, and uncertainty-aware differential splicing analysis across multiple conditions
title_short SUPPA2: fast, accurate, and uncertainty-aware differential splicing analysis across multiple conditions
title_sort suppa2: fast, accurate, and uncertainty-aware differential splicing analysis across multiple conditions
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5866513/
https://www.ncbi.nlm.nih.gov/pubmed/29571299
http://dx.doi.org/10.1186/s13059-018-1417-1
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