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Identifying and quantifying isoforms from accurate full-length transcriptome sequencing reads with Mandalorion

In this manuscript, we introduce and benchmark Mandalorion v4.1 for the identification and quantification of full-length transcriptome sequencing reads. It further improves upon the already strong performance of Mandalorion v3.6 used in the LRGASP consortium challenge. By processing real and simulat...

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Autores principales: Volden, Roger, Schimke, Kayla D., Byrne, Ashley, Dubocanin, Danilo, Adams, Matthew, Vollmers, Christopher
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10351160/
https://www.ncbi.nlm.nih.gov/pubmed/37461039
http://dx.doi.org/10.1186/s13059-023-02999-6
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author Volden, Roger
Schimke, Kayla D.
Byrne, Ashley
Dubocanin, Danilo
Adams, Matthew
Vollmers, Christopher
author_facet Volden, Roger
Schimke, Kayla D.
Byrne, Ashley
Dubocanin, Danilo
Adams, Matthew
Vollmers, Christopher
author_sort Volden, Roger
collection PubMed
description In this manuscript, we introduce and benchmark Mandalorion v4.1 for the identification and quantification of full-length transcriptome sequencing reads. It further improves upon the already strong performance of Mandalorion v3.6 used in the LRGASP consortium challenge. By processing real and simulated data, we show three main features of Mandalorion: first, Mandalorion-based isoform identification has very high precision and maintains high recall even in the absence of any genome annotation. Second, isoform read counts as quantified by Mandalorion show a high correlation with simulated read counts. Third, isoforms identified by Mandalorion closely reflect the full-length transcriptome sequencing data sets they are based on. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-023-02999-6.
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spelling pubmed-103511602023-07-18 Identifying and quantifying isoforms from accurate full-length transcriptome sequencing reads with Mandalorion Volden, Roger Schimke, Kayla D. Byrne, Ashley Dubocanin, Danilo Adams, Matthew Vollmers, Christopher Genome Biol Method In this manuscript, we introduce and benchmark Mandalorion v4.1 for the identification and quantification of full-length transcriptome sequencing reads. It further improves upon the already strong performance of Mandalorion v3.6 used in the LRGASP consortium challenge. By processing real and simulated data, we show three main features of Mandalorion: first, Mandalorion-based isoform identification has very high precision and maintains high recall even in the absence of any genome annotation. Second, isoform read counts as quantified by Mandalorion show a high correlation with simulated read counts. Third, isoforms identified by Mandalorion closely reflect the full-length transcriptome sequencing data sets they are based on. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13059-023-02999-6. BioMed Central 2023-07-17 /pmc/articles/PMC10351160/ /pubmed/37461039 http://dx.doi.org/10.1186/s13059-023-02999-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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 Method
Volden, Roger
Schimke, Kayla D.
Byrne, Ashley
Dubocanin, Danilo
Adams, Matthew
Vollmers, Christopher
Identifying and quantifying isoforms from accurate full-length transcriptome sequencing reads with Mandalorion
title Identifying and quantifying isoforms from accurate full-length transcriptome sequencing reads with Mandalorion
title_full Identifying and quantifying isoforms from accurate full-length transcriptome sequencing reads with Mandalorion
title_fullStr Identifying and quantifying isoforms from accurate full-length transcriptome sequencing reads with Mandalorion
title_full_unstemmed Identifying and quantifying isoforms from accurate full-length transcriptome sequencing reads with Mandalorion
title_short Identifying and quantifying isoforms from accurate full-length transcriptome sequencing reads with Mandalorion
title_sort identifying and quantifying isoforms from accurate full-length transcriptome sequencing reads with mandalorion
topic Method
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10351160/
https://www.ncbi.nlm.nih.gov/pubmed/37461039
http://dx.doi.org/10.1186/s13059-023-02999-6
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