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The value of genotype-specific reference for transcriptome analyses in barley

It is increasingly apparent that although different genotypes within a species share “core” genes, they also contain variable numbers of “specific” genes and different structures of “core” genes that are only present in a subset of individuals. Using a common reference genome may thus lead to a loss...

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Autores principales: Guo, Wenbin, Coulter, Max, Waugh, Robbie, Zhang, Runxuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Life Science Alliance LLC 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9034525/
https://www.ncbi.nlm.nih.gov/pubmed/35459738
http://dx.doi.org/10.26508/lsa.202101255
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author Guo, Wenbin
Coulter, Max
Waugh, Robbie
Zhang, Runxuan
author_facet Guo, Wenbin
Coulter, Max
Waugh, Robbie
Zhang, Runxuan
author_sort Guo, Wenbin
collection PubMed
description It is increasingly apparent that although different genotypes within a species share “core” genes, they also contain variable numbers of “specific” genes and different structures of “core” genes that are only present in a subset of individuals. Using a common reference genome may thus lead to a loss of genotype-specific information in the assembled Reference Transcript Dataset (RTD) and the generation of erroneous, incomplete or misleading transcriptomics analysis results. In this study, we assembled genotype-specific RTD (sRTD) and common reference–based RTD (cRTD) from RNA-seq data of cultivated Barke and Morex barley, respectively. Our quantitative evaluation showed that the sRTD has a significantly higher diversity of transcripts and alternative splicing events, whereas the cRTD missed 40% of transcripts present in the sRTD and it only has ∼70% accurate transcript assemblies. We found that the sRTD is more accurate for transcript quantification as well as differential expression analysis. However, gene-level quantification is less affected, which may be a reasonable compromise when a high-quality genotype-specific reference is not available.
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spelling pubmed-90345252022-05-06 The value of genotype-specific reference for transcriptome analyses in barley Guo, Wenbin Coulter, Max Waugh, Robbie Zhang, Runxuan Life Sci Alliance Research Articles It is increasingly apparent that although different genotypes within a species share “core” genes, they also contain variable numbers of “specific” genes and different structures of “core” genes that are only present in a subset of individuals. Using a common reference genome may thus lead to a loss of genotype-specific information in the assembled Reference Transcript Dataset (RTD) and the generation of erroneous, incomplete or misleading transcriptomics analysis results. In this study, we assembled genotype-specific RTD (sRTD) and common reference–based RTD (cRTD) from RNA-seq data of cultivated Barke and Morex barley, respectively. Our quantitative evaluation showed that the sRTD has a significantly higher diversity of transcripts and alternative splicing events, whereas the cRTD missed 40% of transcripts present in the sRTD and it only has ∼70% accurate transcript assemblies. We found that the sRTD is more accurate for transcript quantification as well as differential expression analysis. However, gene-level quantification is less affected, which may be a reasonable compromise when a high-quality genotype-specific reference is not available. Life Science Alliance LLC 2022-04-22 /pmc/articles/PMC9034525/ /pubmed/35459738 http://dx.doi.org/10.26508/lsa.202101255 Text en © 2022 Guo et al. https://creativecommons.org/licenses/by/4.0/This article is available under a Creative Commons License (Attribution 4.0 International, as described at https://creativecommons.org/licenses/by/4.0/).
spellingShingle Research Articles
Guo, Wenbin
Coulter, Max
Waugh, Robbie
Zhang, Runxuan
The value of genotype-specific reference for transcriptome analyses in barley
title The value of genotype-specific reference for transcriptome analyses in barley
title_full The value of genotype-specific reference for transcriptome analyses in barley
title_fullStr The value of genotype-specific reference for transcriptome analyses in barley
title_full_unstemmed The value of genotype-specific reference for transcriptome analyses in barley
title_short The value of genotype-specific reference for transcriptome analyses in barley
title_sort value of genotype-specific reference for transcriptome analyses in barley
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9034525/
https://www.ncbi.nlm.nih.gov/pubmed/35459738
http://dx.doi.org/10.26508/lsa.202101255
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