Cargando…
Splicing complexity as a pivotal feature of alternative exons in mammalian species
BACKGROUND: As a significant process of post-transcriptional gene expression regulation in eukaryotic cells, alternative splicing (AS) of exons greatly contributes to the complexity of the transcriptome and indirectly enriches the protein repertoires. A large number of studies have focused on the sp...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10099729/ https://www.ncbi.nlm.nih.gov/pubmed/37046221 http://dx.doi.org/10.1186/s12864-023-09247-y |
_version_ | 1785025117473996800 |
---|---|
author | Zhao, Feiyang Yan, Yubin Wang, Yaxi Liu, Yuan Yang, Ruolin |
author_facet | Zhao, Feiyang Yan, Yubin Wang, Yaxi Liu, Yuan Yang, Ruolin |
author_sort | Zhao, Feiyang |
collection | PubMed |
description | BACKGROUND: As a significant process of post-transcriptional gene expression regulation in eukaryotic cells, alternative splicing (AS) of exons greatly contributes to the complexity of the transcriptome and indirectly enriches the protein repertoires. A large number of studies have focused on the splicing inclusion of alternative exons and have revealed the roles of AS in organ development and maturation. Notably, AS takes place through a change in the relative abundance of the transcript isoforms produced by a single gene, meaning that exons can have complex splicing patterns. However, the commonly used percent spliced-in (Ψ) values only define the usage rate of exons, but lose information about the complexity of exons’ linkage pattern. To date, the extent and functional consequence of splicing complexity of alternative exons in development and evolution is poorly understood. RESULTS: By comparing splicing complexity of exons in six tissues (brain, cerebellum, heart, liver, kidney, and testis) from six mammalian species (human, chimpanzee, gorilla, macaque, mouse, opossum) and an outgroup species (chicken), we revealed that exons with high splicing complexity are prevalent in mammals and are closely related to features of genes. Using traditional machine learning and deep learning methods, we found that the splicing complexity of exons can be moderately predicted with features derived from exons, among which length of flanking exons and splicing strength of downstream/upstream splice sites are top predictors. Comparative analysis among human, chimpanzee, gorilla, macaque, and mouse revealed that, alternative exons tend to evolve to an increased level of splicing complexity and higher tissue specificity in splicing complexity. During organ development, not only developmentally regulated exons, but also 10–15% of non-developmentally regulated exons show dynamic splicing complexity. CONCLUSIONS: Our analysis revealed that splicing complexity is an important metric to characterize the splicing dynamics of alternative exons during the development and evolution of mammals. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-023-09247-y. |
format | Online Article Text |
id | pubmed-10099729 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-100997292023-04-14 Splicing complexity as a pivotal feature of alternative exons in mammalian species Zhao, Feiyang Yan, Yubin Wang, Yaxi Liu, Yuan Yang, Ruolin BMC Genomics Research BACKGROUND: As a significant process of post-transcriptional gene expression regulation in eukaryotic cells, alternative splicing (AS) of exons greatly contributes to the complexity of the transcriptome and indirectly enriches the protein repertoires. A large number of studies have focused on the splicing inclusion of alternative exons and have revealed the roles of AS in organ development and maturation. Notably, AS takes place through a change in the relative abundance of the transcript isoforms produced by a single gene, meaning that exons can have complex splicing patterns. However, the commonly used percent spliced-in (Ψ) values only define the usage rate of exons, but lose information about the complexity of exons’ linkage pattern. To date, the extent and functional consequence of splicing complexity of alternative exons in development and evolution is poorly understood. RESULTS: By comparing splicing complexity of exons in six tissues (brain, cerebellum, heart, liver, kidney, and testis) from six mammalian species (human, chimpanzee, gorilla, macaque, mouse, opossum) and an outgroup species (chicken), we revealed that exons with high splicing complexity are prevalent in mammals and are closely related to features of genes. Using traditional machine learning and deep learning methods, we found that the splicing complexity of exons can be moderately predicted with features derived from exons, among which length of flanking exons and splicing strength of downstream/upstream splice sites are top predictors. Comparative analysis among human, chimpanzee, gorilla, macaque, and mouse revealed that, alternative exons tend to evolve to an increased level of splicing complexity and higher tissue specificity in splicing complexity. During organ development, not only developmentally regulated exons, but also 10–15% of non-developmentally regulated exons show dynamic splicing complexity. CONCLUSIONS: Our analysis revealed that splicing complexity is an important metric to characterize the splicing dynamics of alternative exons during the development and evolution of mammals. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-023-09247-y. BioMed Central 2023-04-12 /pmc/articles/PMC10099729/ /pubmed/37046221 http://dx.doi.org/10.1186/s12864-023-09247-y Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://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 Zhao, Feiyang Yan, Yubin Wang, Yaxi Liu, Yuan Yang, Ruolin Splicing complexity as a pivotal feature of alternative exons in mammalian species |
title | Splicing complexity as a pivotal feature of alternative exons in mammalian species |
title_full | Splicing complexity as a pivotal feature of alternative exons in mammalian species |
title_fullStr | Splicing complexity as a pivotal feature of alternative exons in mammalian species |
title_full_unstemmed | Splicing complexity as a pivotal feature of alternative exons in mammalian species |
title_short | Splicing complexity as a pivotal feature of alternative exons in mammalian species |
title_sort | splicing complexity as a pivotal feature of alternative exons in mammalian species |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10099729/ https://www.ncbi.nlm.nih.gov/pubmed/37046221 http://dx.doi.org/10.1186/s12864-023-09247-y |
work_keys_str_mv | AT zhaofeiyang splicingcomplexityasapivotalfeatureofalternativeexonsinmammalianspecies AT yanyubin splicingcomplexityasapivotalfeatureofalternativeexonsinmammalianspecies AT wangyaxi splicingcomplexityasapivotalfeatureofalternativeexonsinmammalianspecies AT liuyuan splicingcomplexityasapivotalfeatureofalternativeexonsinmammalianspecies AT yangruolin splicingcomplexityasapivotalfeatureofalternativeexonsinmammalianspecies |