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Towards mouse genetic-specific RNA-sequencing read mapping

Genetic variations affect behavior and cause disease but understanding how these variants drive complex traits is still an open question. A common approach is to link the genetic variants to intermediate molecular phenotypes such as the transcriptome using RNA-sequencing (RNA-seq). Paradoxically, th...

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Detalles Bibliográficos
Autores principales: Gobet, Nastassia, Jan, Maxime, Franken, Paul, Xenarios, Ioannis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9536569/
https://www.ncbi.nlm.nih.gov/pubmed/36155976
http://dx.doi.org/10.1371/journal.pcbi.1010552
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author Gobet, Nastassia
Jan, Maxime
Franken, Paul
Xenarios, Ioannis
author_facet Gobet, Nastassia
Jan, Maxime
Franken, Paul
Xenarios, Ioannis
author_sort Gobet, Nastassia
collection PubMed
description Genetic variations affect behavior and cause disease but understanding how these variants drive complex traits is still an open question. A common approach is to link the genetic variants to intermediate molecular phenotypes such as the transcriptome using RNA-sequencing (RNA-seq). Paradoxically, these variants between the samples are usually ignored at the beginning of RNA-seq analyses of many model organisms. This can skew the transcriptome estimates that are used later for downstream analyses, such as expression quantitative trait locus (eQTL) detection. Here, we assessed the impact of reference-based analysis on the transcriptome and eQTLs in a widely-used mouse genetic population: the BXD panel of recombinant inbred lines. We highlight existing reference bias in the transcriptome data analysis and propose practical solutions which combine available genetic variants, genotypes, and genome reference sequence. The use of custom BXD line references improved downstream analysis compared to classical genome reference. These insights would likely benefit genetic studies with a transcriptomic component and demonstrate that genome references need to be reassessed and improved.
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spelling pubmed-95365692022-10-07 Towards mouse genetic-specific RNA-sequencing read mapping Gobet, Nastassia Jan, Maxime Franken, Paul Xenarios, Ioannis PLoS Comput Biol Research Article Genetic variations affect behavior and cause disease but understanding how these variants drive complex traits is still an open question. A common approach is to link the genetic variants to intermediate molecular phenotypes such as the transcriptome using RNA-sequencing (RNA-seq). Paradoxically, these variants between the samples are usually ignored at the beginning of RNA-seq analyses of many model organisms. This can skew the transcriptome estimates that are used later for downstream analyses, such as expression quantitative trait locus (eQTL) detection. Here, we assessed the impact of reference-based analysis on the transcriptome and eQTLs in a widely-used mouse genetic population: the BXD panel of recombinant inbred lines. We highlight existing reference bias in the transcriptome data analysis and propose practical solutions which combine available genetic variants, genotypes, and genome reference sequence. The use of custom BXD line references improved downstream analysis compared to classical genome reference. These insights would likely benefit genetic studies with a transcriptomic component and demonstrate that genome references need to be reassessed and improved. Public Library of Science 2022-09-26 /pmc/articles/PMC9536569/ /pubmed/36155976 http://dx.doi.org/10.1371/journal.pcbi.1010552 Text en © 2022 Gobet et al 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 use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Gobet, Nastassia
Jan, Maxime
Franken, Paul
Xenarios, Ioannis
Towards mouse genetic-specific RNA-sequencing read mapping
title Towards mouse genetic-specific RNA-sequencing read mapping
title_full Towards mouse genetic-specific RNA-sequencing read mapping
title_fullStr Towards mouse genetic-specific RNA-sequencing read mapping
title_full_unstemmed Towards mouse genetic-specific RNA-sequencing read mapping
title_short Towards mouse genetic-specific RNA-sequencing read mapping
title_sort towards mouse genetic-specific rna-sequencing read mapping
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9536569/
https://www.ncbi.nlm.nih.gov/pubmed/36155976
http://dx.doi.org/10.1371/journal.pcbi.1010552
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