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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Life Science Alliance LLC
2022
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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. |
format | Online Article Text |
id | pubmed-9034525 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Life Science Alliance LLC |
record_format | MEDLINE/PubMed |
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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