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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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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. |
format | Online Article Text |
id | pubmed-8140736 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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