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MicroExonator enables systematic discovery and quantification of microexons across mouse embryonic development
BACKGROUND: Microexons, exons that are ≤ 30 nucleotides, are a highly conserved and dynamically regulated set of cassette exons. They have key roles in nervous system development and function, as evidenced by recent results demonstrating the impact of microexons on behaviour and cognition. However,...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7821500/ https://www.ncbi.nlm.nih.gov/pubmed/33482885 http://dx.doi.org/10.1186/s13059-020-02246-2 |
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author | Parada, Guillermo E. Munita, Roberto Georgakopoulos-Soares, Ilias Fernandes, Hugo J. R. Kedlian, Veronika R. Metzakopian, Emmanouil Andres, Maria Estela Miska, Eric A. Hemberg, Martin |
author_facet | Parada, Guillermo E. Munita, Roberto Georgakopoulos-Soares, Ilias Fernandes, Hugo J. R. Kedlian, Veronika R. Metzakopian, Emmanouil Andres, Maria Estela Miska, Eric A. Hemberg, Martin |
author_sort | Parada, Guillermo E. |
collection | PubMed |
description | BACKGROUND: Microexons, exons that are ≤ 30 nucleotides, are a highly conserved and dynamically regulated set of cassette exons. They have key roles in nervous system development and function, as evidenced by recent results demonstrating the impact of microexons on behaviour and cognition. However, microexons are often overlooked due to the difficulty of detecting them using standard RNA-seq aligners. RESULTS: Here, we present MicroExonator, a novel pipeline for reproducible de novo discovery and quantification of microexons. We process 289 RNA-seq datasets from eighteen mouse tissues corresponding to nine embryonic and postnatal stages, providing the most comprehensive survey of microexons available for mice. We detect 2984 microexons, 332 of which are differentially spliced throughout mouse embryonic brain development, including 29 that are not present in mouse transcript annotation databases. Unsupervised clustering of microexons based on their inclusion patterns segregates brain tissues by developmental time, and further analysis suggests a key function for microexons in axon growth and synapse formation. Finally, we analyse single-cell RNA-seq data from the mouse visual cortex, and for the first time, we report differential inclusion between neuronal subpopulations, suggesting that some microexons could be cell type-specific. CONCLUSIONS: MicroExonator facilitates the investigation of microexons in transcriptome studies, particularly when analysing large volumes of data. As a proof of principle, we use MicroExonator to analyse a large collection of both mouse bulk and single-cell RNA-seq datasets. The analyses enabled the discovery of previously uncharacterized microexons, and our study provides a comprehensive microexon inclusion catalogue during mouse development. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-020-02246-2. |
format | Online Article Text |
id | pubmed-7821500 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-78215002021-01-22 MicroExonator enables systematic discovery and quantification of microexons across mouse embryonic development Parada, Guillermo E. Munita, Roberto Georgakopoulos-Soares, Ilias Fernandes, Hugo J. R. Kedlian, Veronika R. Metzakopian, Emmanouil Andres, Maria Estela Miska, Eric A. Hemberg, Martin Genome Biol Research BACKGROUND: Microexons, exons that are ≤ 30 nucleotides, are a highly conserved and dynamically regulated set of cassette exons. They have key roles in nervous system development and function, as evidenced by recent results demonstrating the impact of microexons on behaviour and cognition. However, microexons are often overlooked due to the difficulty of detecting them using standard RNA-seq aligners. RESULTS: Here, we present MicroExonator, a novel pipeline for reproducible de novo discovery and quantification of microexons. We process 289 RNA-seq datasets from eighteen mouse tissues corresponding to nine embryonic and postnatal stages, providing the most comprehensive survey of microexons available for mice. We detect 2984 microexons, 332 of which are differentially spliced throughout mouse embryonic brain development, including 29 that are not present in mouse transcript annotation databases. Unsupervised clustering of microexons based on their inclusion patterns segregates brain tissues by developmental time, and further analysis suggests a key function for microexons in axon growth and synapse formation. Finally, we analyse single-cell RNA-seq data from the mouse visual cortex, and for the first time, we report differential inclusion between neuronal subpopulations, suggesting that some microexons could be cell type-specific. CONCLUSIONS: MicroExonator facilitates the investigation of microexons in transcriptome studies, particularly when analysing large volumes of data. As a proof of principle, we use MicroExonator to analyse a large collection of both mouse bulk and single-cell RNA-seq datasets. The analyses enabled the discovery of previously uncharacterized microexons, and our study provides a comprehensive microexon inclusion catalogue during mouse development. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-020-02246-2. BioMed Central 2021-01-22 /pmc/articles/PMC7821500/ /pubmed/33482885 http://dx.doi.org/10.1186/s13059-020-02246-2 Text en © The Author(s) 2021 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. 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 in a credit line to the data. |
spellingShingle | Research Parada, Guillermo E. Munita, Roberto Georgakopoulos-Soares, Ilias Fernandes, Hugo J. R. Kedlian, Veronika R. Metzakopian, Emmanouil Andres, Maria Estela Miska, Eric A. Hemberg, Martin MicroExonator enables systematic discovery and quantification of microexons across mouse embryonic development |
title | MicroExonator enables systematic discovery and quantification of microexons across mouse embryonic development |
title_full | MicroExonator enables systematic discovery and quantification of microexons across mouse embryonic development |
title_fullStr | MicroExonator enables systematic discovery and quantification of microexons across mouse embryonic development |
title_full_unstemmed | MicroExonator enables systematic discovery and quantification of microexons across mouse embryonic development |
title_short | MicroExonator enables systematic discovery and quantification of microexons across mouse embryonic development |
title_sort | microexonator enables systematic discovery and quantification of microexons across mouse embryonic development |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7821500/ https://www.ncbi.nlm.nih.gov/pubmed/33482885 http://dx.doi.org/10.1186/s13059-020-02246-2 |
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