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IsoTools: a flexible workflow for long-read transcriptome sequencing analysis
MOTIVATION: Long-read transcriptome sequencing (LRTS) has the potential to enhance our understanding of alternative splicing and the complexity of this process requires the use of versatile computational tools, with the ability to accommodate various stages of the workflow with maximum flexibility....
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10287928/ https://www.ncbi.nlm.nih.gov/pubmed/37267159 http://dx.doi.org/10.1093/bioinformatics/btad364 |
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author | Lienhard, Matthias van den Beucken, Twan Timmermann, Bernd Hochradel, Myriam Börno, Stefan Caiment, Florian Vingron, Martin Herwig, Ralf |
author_facet | Lienhard, Matthias van den Beucken, Twan Timmermann, Bernd Hochradel, Myriam Börno, Stefan Caiment, Florian Vingron, Martin Herwig, Ralf |
author_sort | Lienhard, Matthias |
collection | PubMed |
description | MOTIVATION: Long-read transcriptome sequencing (LRTS) has the potential to enhance our understanding of alternative splicing and the complexity of this process requires the use of versatile computational tools, with the ability to accommodate various stages of the workflow with maximum flexibility. RESULTS: We introduce IsoTools, a Python-based LRTS analysis framework that offers a wide range of functionality for transcriptome reconstruction and quantification of transcripts. Furthermore, we integrate a graph-based method for identifying alternative splicing events and a statistical approach based on the beta-binomial distribution for detecting differential events. To demonstrate the effectiveness of our methods, we applied IsoTools to PacBio LRTS data of human hepatocytes treated with the histone deacetylase inhibitor valproic acid. Our results indicate that LRTS can provide valuable insights into alternative splicing, particularly in terms of complex and differential splicing patterns, in comparison to short-read RNA-seq. AVAILABILITY AND IMPLEMENTATION: IsoTools is available on GitHub and PyPI, and its documentation, including tutorials, CLI, and API references, can be found at https://isotools.readthedocs.io/. |
format | Online Article Text |
id | pubmed-10287928 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-102879282023-06-24 IsoTools: a flexible workflow for long-read transcriptome sequencing analysis Lienhard, Matthias van den Beucken, Twan Timmermann, Bernd Hochradel, Myriam Börno, Stefan Caiment, Florian Vingron, Martin Herwig, Ralf Bioinformatics Original Paper MOTIVATION: Long-read transcriptome sequencing (LRTS) has the potential to enhance our understanding of alternative splicing and the complexity of this process requires the use of versatile computational tools, with the ability to accommodate various stages of the workflow with maximum flexibility. RESULTS: We introduce IsoTools, a Python-based LRTS analysis framework that offers a wide range of functionality for transcriptome reconstruction and quantification of transcripts. Furthermore, we integrate a graph-based method for identifying alternative splicing events and a statistical approach based on the beta-binomial distribution for detecting differential events. To demonstrate the effectiveness of our methods, we applied IsoTools to PacBio LRTS data of human hepatocytes treated with the histone deacetylase inhibitor valproic acid. Our results indicate that LRTS can provide valuable insights into alternative splicing, particularly in terms of complex and differential splicing patterns, in comparison to short-read RNA-seq. AVAILABILITY AND IMPLEMENTATION: IsoTools is available on GitHub and PyPI, and its documentation, including tutorials, CLI, and API references, can be found at https://isotools.readthedocs.io/. Oxford University Press 2023-06-02 /pmc/articles/PMC10287928/ /pubmed/37267159 http://dx.doi.org/10.1093/bioinformatics/btad364 Text en © The Author(s) 2023. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Paper Lienhard, Matthias van den Beucken, Twan Timmermann, Bernd Hochradel, Myriam Börno, Stefan Caiment, Florian Vingron, Martin Herwig, Ralf IsoTools: a flexible workflow for long-read transcriptome sequencing analysis |
title | IsoTools: a flexible workflow for long-read transcriptome sequencing analysis |
title_full | IsoTools: a flexible workflow for long-read transcriptome sequencing analysis |
title_fullStr | IsoTools: a flexible workflow for long-read transcriptome sequencing analysis |
title_full_unstemmed | IsoTools: a flexible workflow for long-read transcriptome sequencing analysis |
title_short | IsoTools: a flexible workflow for long-read transcriptome sequencing analysis |
title_sort | isotools: a flexible workflow for long-read transcriptome sequencing analysis |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10287928/ https://www.ncbi.nlm.nih.gov/pubmed/37267159 http://dx.doi.org/10.1093/bioinformatics/btad364 |
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