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Advances in alternative splicing identification: deep learning and pantranscriptome

In plants, alternative splicing is a crucial mechanism for regulating gene expression at the post-transcriptional level, which leads to diverse proteins by generating multiple mature mRNA isoforms and diversify the gene regulation. Due to the complexity and variability of this process, accurate iden...

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Autores principales: Shen, Fei, Hu, Chenyang, Huang, Xin, He, Hao, Yang, Deng, Zhao, Jirong, Yang, Xiaozeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10544900/
https://www.ncbi.nlm.nih.gov/pubmed/37790793
http://dx.doi.org/10.3389/fpls.2023.1232466
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author Shen, Fei
Hu, Chenyang
Huang, Xin
He, Hao
Yang, Deng
Zhao, Jirong
Yang, Xiaozeng
author_facet Shen, Fei
Hu, Chenyang
Huang, Xin
He, Hao
Yang, Deng
Zhao, Jirong
Yang, Xiaozeng
author_sort Shen, Fei
collection PubMed
description In plants, alternative splicing is a crucial mechanism for regulating gene expression at the post-transcriptional level, which leads to diverse proteins by generating multiple mature mRNA isoforms and diversify the gene regulation. Due to the complexity and variability of this process, accurate identification of splicing events is a vital step in studying alternative splicing. This article presents the application of alternative splicing algorithms with or without reference genomes in plants, as well as the integration of advanced deep learning techniques for improved detection accuracy. In addition, we also discuss alternative splicing studies in the pan-genomic background and the usefulness of integrated strategies for fully profiling alternative splicing.
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spelling pubmed-105449002023-10-03 Advances in alternative splicing identification: deep learning and pantranscriptome Shen, Fei Hu, Chenyang Huang, Xin He, Hao Yang, Deng Zhao, Jirong Yang, Xiaozeng Front Plant Sci Plant Science In plants, alternative splicing is a crucial mechanism for regulating gene expression at the post-transcriptional level, which leads to diverse proteins by generating multiple mature mRNA isoforms and diversify the gene regulation. Due to the complexity and variability of this process, accurate identification of splicing events is a vital step in studying alternative splicing. This article presents the application of alternative splicing algorithms with or without reference genomes in plants, as well as the integration of advanced deep learning techniques for improved detection accuracy. In addition, we also discuss alternative splicing studies in the pan-genomic background and the usefulness of integrated strategies for fully profiling alternative splicing. Frontiers Media S.A. 2023-09-18 /pmc/articles/PMC10544900/ /pubmed/37790793 http://dx.doi.org/10.3389/fpls.2023.1232466 Text en Copyright © 2023 Shen, Hu, Huang, He, Yang, Zhao and Yang https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Plant Science
Shen, Fei
Hu, Chenyang
Huang, Xin
He, Hao
Yang, Deng
Zhao, Jirong
Yang, Xiaozeng
Advances in alternative splicing identification: deep learning and pantranscriptome
title Advances in alternative splicing identification: deep learning and pantranscriptome
title_full Advances in alternative splicing identification: deep learning and pantranscriptome
title_fullStr Advances in alternative splicing identification: deep learning and pantranscriptome
title_full_unstemmed Advances in alternative splicing identification: deep learning and pantranscriptome
title_short Advances in alternative splicing identification: deep learning and pantranscriptome
title_sort advances in alternative splicing identification: deep learning and pantranscriptome
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10544900/
https://www.ncbi.nlm.nih.gov/pubmed/37790793
http://dx.doi.org/10.3389/fpls.2023.1232466
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