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Assessing the functional relevance of splice isoforms

Alternative splicing of messenger RNA can generate an array of mature transcripts, but it is not clear how many go on to produce functionally relevant protein isoforms. There is only limited evidence for alternative proteins in proteomics analyses and data from population genetic variation studies i...

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Autores principales: Pozo, Fernando, Martinez-Gomez, Laura, Walsh, Thomas A, Rodriguez, José Manuel, Di Domenico, Tomas, Abascal, Federico, Vazquez, Jesús, Tress, Michael L
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8140736/
https://www.ncbi.nlm.nih.gov/pubmed/34046593
http://dx.doi.org/10.1093/nargab/lqab044
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author Pozo, Fernando
Martinez-Gomez, Laura
Walsh, Thomas A
Rodriguez, José Manuel
Di Domenico, Tomas
Abascal, Federico
Vazquez, Jesús
Tress, Michael L
author_facet Pozo, Fernando
Martinez-Gomez, Laura
Walsh, Thomas A
Rodriguez, José Manuel
Di Domenico, Tomas
Abascal, Federico
Vazquez, Jesús
Tress, Michael L
author_sort Pozo, Fernando
collection PubMed
description Alternative splicing of messenger RNA can generate an array of mature transcripts, but it is not clear how many go on to produce functionally relevant protein isoforms. There is only limited evidence for alternative proteins in proteomics analyses and data from population genetic variation studies indicate that most alternative exons are evolving neutrally. Determining which transcripts produce biologically important isoforms is key to understanding isoform function and to interpreting the real impact of somatic mutations and germline variations. Here we have developed a method, TRIFID, to classify the functional importance of splice isoforms. TRIFID was trained on isoforms detected in large-scale proteomics analyses and distinguishes these biologically important splice isoforms with high confidence. Isoforms predicted as functionally important by the algorithm had measurable cross species conservation and significantly fewer broken functional domains. Additionally, exons that code for these functionally important protein isoforms are under purifying selection, while exons from low scoring transcripts largely appear to be evolving neutrally. TRIFID has been developed for the human genome, but it could in principle be applied to other well-annotated species. We believe that this method will generate valuable insights into the cellular importance of alternative splicing.
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spelling pubmed-81407362021-05-26 Assessing the functional relevance of splice isoforms Pozo, Fernando Martinez-Gomez, Laura Walsh, Thomas A Rodriguez, José Manuel Di Domenico, Tomas Abascal, Federico Vazquez, Jesús Tress, Michael L NAR Genom Bioinform Standard Article Alternative splicing of messenger RNA can generate an array of mature transcripts, but it is not clear how many go on to produce functionally relevant protein isoforms. There is only limited evidence for alternative proteins in proteomics analyses and data from population genetic variation studies indicate that most alternative exons are evolving neutrally. Determining which transcripts produce biologically important isoforms is key to understanding isoform function and to interpreting the real impact of somatic mutations and germline variations. Here we have developed a method, TRIFID, to classify the functional importance of splice isoforms. TRIFID was trained on isoforms detected in large-scale proteomics analyses and distinguishes these biologically important splice isoforms with high confidence. Isoforms predicted as functionally important by the algorithm had measurable cross species conservation and significantly fewer broken functional domains. Additionally, exons that code for these functionally important protein isoforms are under purifying selection, while exons from low scoring transcripts largely appear to be evolving neutrally. TRIFID has been developed for the human genome, but it could in principle be applied to other well-annotated species. We believe that this method will generate valuable insights into the cellular importance of alternative splicing. Oxford University Press 2021-05-22 /pmc/articles/PMC8140736/ /pubmed/34046593 http://dx.doi.org/10.1093/nargab/lqab044 Text en © The Author(s) 2021. 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 (http://creativecommons.org/licenses/by-nc/4.0/ (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
Pozo, Fernando
Martinez-Gomez, Laura
Walsh, Thomas A
Rodriguez, José Manuel
Di Domenico, Tomas
Abascal, Federico
Vazquez, Jesús
Tress, Michael L
Assessing the functional relevance of splice isoforms
title Assessing the functional relevance of splice isoforms
title_full Assessing the functional relevance of splice isoforms
title_fullStr Assessing the functional relevance of splice isoforms
title_full_unstemmed Assessing the functional relevance of splice isoforms
title_short Assessing the functional relevance of splice isoforms
title_sort assessing the functional relevance of splice isoforms
topic Standard Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8140736/
https://www.ncbi.nlm.nih.gov/pubmed/34046593
http://dx.doi.org/10.1093/nargab/lqab044
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