Cargando…

EventPointer 3.0: flexible and accurate splicing analysis that includes studying the differential usage of protein-domains

Alternative splicing (AS) plays a key role in cancer: all its hallmarks have been associated with different mechanisms of abnormal AS. The improvement of the human transcriptome annotation and the availability of fast and accurate software to estimate isoform concentrations has boosted the analysis...

Descripción completa

Detalles Bibliográficos
Autores principales: Ferrer-Bonsoms, Juan A, Gimeno, Marian, Olaverri, Danel, Sacristan, Pablo, Lobato, César, Castilla, Carlos, Carazo, Fernando, Rubio, Angel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9477077/
https://www.ncbi.nlm.nih.gov/pubmed/36128425
http://dx.doi.org/10.1093/nargab/lqac067
_version_ 1784790277969412096
author Ferrer-Bonsoms, Juan A
Gimeno, Marian
Olaverri, Danel
Sacristan, Pablo
Lobato, César
Castilla, Carlos
Carazo, Fernando
Rubio, Angel
author_facet Ferrer-Bonsoms, Juan A
Gimeno, Marian
Olaverri, Danel
Sacristan, Pablo
Lobato, César
Castilla, Carlos
Carazo, Fernando
Rubio, Angel
author_sort Ferrer-Bonsoms, Juan A
collection PubMed
description Alternative splicing (AS) plays a key role in cancer: all its hallmarks have been associated with different mechanisms of abnormal AS. The improvement of the human transcriptome annotation and the availability of fast and accurate software to estimate isoform concentrations has boosted the analysis of transcriptome profiling from RNA-seq. The statistical analysis of AS is a challenging problem not yet fully solved. We have included in EventPointer (EP), a Bioconductor package, a novel statistical method that can use the bootstrap of the pseudoaligners. We compared it with other state-of-the-art algorithms to analyze AS. Its performance is outstanding for shallow sequencing conditions. The statistical framework is very flexible since it is based on design and contrast matrices. EP now includes a convenient tool to find the primers to validate the discoveries using PCR. We also added a statistical module to study alteration in protein domain related to AS. Applying it to 9514 patients from TCGA and TARGET in 19 different tumor types resulted in two conclusions: i) aberrant alternative splicing alters the relative presence of Protein domains and, ii) the number of enriched domains is strongly correlated with the age of the patients.
format Online
Article
Text
id pubmed-9477077
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Oxford University Press
record_format MEDLINE/PubMed
spelling pubmed-94770772022-09-19 EventPointer 3.0: flexible and accurate splicing analysis that includes studying the differential usage of protein-domains Ferrer-Bonsoms, Juan A Gimeno, Marian Olaverri, Danel Sacristan, Pablo Lobato, César Castilla, Carlos Carazo, Fernando Rubio, Angel NAR Genom Bioinform Standard Article Alternative splicing (AS) plays a key role in cancer: all its hallmarks have been associated with different mechanisms of abnormal AS. The improvement of the human transcriptome annotation and the availability of fast and accurate software to estimate isoform concentrations has boosted the analysis of transcriptome profiling from RNA-seq. The statistical analysis of AS is a challenging problem not yet fully solved. We have included in EventPointer (EP), a Bioconductor package, a novel statistical method that can use the bootstrap of the pseudoaligners. We compared it with other state-of-the-art algorithms to analyze AS. Its performance is outstanding for shallow sequencing conditions. The statistical framework is very flexible since it is based on design and contrast matrices. EP now includes a convenient tool to find the primers to validate the discoveries using PCR. We also added a statistical module to study alteration in protein domain related to AS. Applying it to 9514 patients from TCGA and TARGET in 19 different tumor types resulted in two conclusions: i) aberrant alternative splicing alters the relative presence of Protein domains and, ii) the number of enriched domains is strongly correlated with the age of the patients. Oxford University Press 2022-09-15 /pmc/articles/PMC9477077/ /pubmed/36128425 http://dx.doi.org/10.1093/nargab/lqac067 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of NAR Genomics and Bioinformatics. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Standard Article
Ferrer-Bonsoms, Juan A
Gimeno, Marian
Olaverri, Danel
Sacristan, Pablo
Lobato, César
Castilla, Carlos
Carazo, Fernando
Rubio, Angel
EventPointer 3.0: flexible and accurate splicing analysis that includes studying the differential usage of protein-domains
title EventPointer 3.0: flexible and accurate splicing analysis that includes studying the differential usage of protein-domains
title_full EventPointer 3.0: flexible and accurate splicing analysis that includes studying the differential usage of protein-domains
title_fullStr EventPointer 3.0: flexible and accurate splicing analysis that includes studying the differential usage of protein-domains
title_full_unstemmed EventPointer 3.0: flexible and accurate splicing analysis that includes studying the differential usage of protein-domains
title_short EventPointer 3.0: flexible and accurate splicing analysis that includes studying the differential usage of protein-domains
title_sort eventpointer 3.0: flexible and accurate splicing analysis that includes studying the differential usage of protein-domains
topic Standard Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9477077/
https://www.ncbi.nlm.nih.gov/pubmed/36128425
http://dx.doi.org/10.1093/nargab/lqac067
work_keys_str_mv AT ferrerbonsomsjuana eventpointer30flexibleandaccuratesplicinganalysisthatincludesstudyingthedifferentialusageofproteindomains
AT gimenomarian eventpointer30flexibleandaccuratesplicinganalysisthatincludesstudyingthedifferentialusageofproteindomains
AT olaverridanel eventpointer30flexibleandaccuratesplicinganalysisthatincludesstudyingthedifferentialusageofproteindomains
AT sacristanpablo eventpointer30flexibleandaccuratesplicinganalysisthatincludesstudyingthedifferentialusageofproteindomains
AT lobatocesar eventpointer30flexibleandaccuratesplicinganalysisthatincludesstudyingthedifferentialusageofproteindomains
AT castillacarlos eventpointer30flexibleandaccuratesplicinganalysisthatincludesstudyingthedifferentialusageofproteindomains
AT carazofernando eventpointer30flexibleandaccuratesplicinganalysisthatincludesstudyingthedifferentialusageofproteindomains
AT rubioangel eventpointer30flexibleandaccuratesplicinganalysisthatincludesstudyingthedifferentialusageofproteindomains