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ReQTL: identifying correlations between expressed SNVs and gene expression using RNA-sequencing data
MOTIVATION: By testing for associations between DNA genotypes and gene expression levels, expression quantitative trait locus (eQTL) analyses have been instrumental in understanding how thousands of single nucleotide variants (SNVs) may affect gene expression. As compared to DNA genotypes, RNA genet...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7058180/ https://www.ncbi.nlm.nih.gov/pubmed/31589315 http://dx.doi.org/10.1093/bioinformatics/btz750 |
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author | Spurr, Liam F Alomran, Nawaf Bousounis, Pavlos Reece-Stremtan, Dacian Prashant, N M Liu, Hongyu Słowiński, Piotr Li, Muzi Zhang, Qianqian Sein, Justin Asher, Gabriel Crandall, Keith A Tsaneva-Atanasova, Krasimira Horvath, Anelia |
author_facet | Spurr, Liam F Alomran, Nawaf Bousounis, Pavlos Reece-Stremtan, Dacian Prashant, N M Liu, Hongyu Słowiński, Piotr Li, Muzi Zhang, Qianqian Sein, Justin Asher, Gabriel Crandall, Keith A Tsaneva-Atanasova, Krasimira Horvath, Anelia |
author_sort | Spurr, Liam F |
collection | PubMed |
description | MOTIVATION: By testing for associations between DNA genotypes and gene expression levels, expression quantitative trait locus (eQTL) analyses have been instrumental in understanding how thousands of single nucleotide variants (SNVs) may affect gene expression. As compared to DNA genotypes, RNA genetic variation represents a phenotypic trait that reflects the actual allele content of the studied system. RNA genetic variation at expressed SNV loci can be estimated using the proportion of alleles bearing the variant nucleotide (variant allele fraction, VAF(RNA)). VAF(RNA) is a continuous measure which allows for precise allele quantitation in loci where the RNA alleles do not scale with the genotype count. We describe a method to correlate VAF(RNA) with gene expression and assess its ability to identify genetically regulated expression solely from RNA-sequencing (RNA-seq) datasets. RESULTS: We introduce ReQTL, an eQTL modification which substitutes the DNA allele count for the variant allele fraction at expressed SNV loci in the transcriptome (VAF(RNA)). We exemplify the method on sets of RNA-seq data from human tissues obtained though the Genotype-Tissue Expression (GTEx) project and demonstrate that ReQTL analyses are computationally feasible and can identify a subset of expressed eQTL loci. AVAILABILITY AND IMPLEMENTATION: A toolkit to perform ReQTL analyses is available at https://github.com/HorvathLab/ReQTL. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-7058180 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-70581802020-03-10 ReQTL: identifying correlations between expressed SNVs and gene expression using RNA-sequencing data Spurr, Liam F Alomran, Nawaf Bousounis, Pavlos Reece-Stremtan, Dacian Prashant, N M Liu, Hongyu Słowiński, Piotr Li, Muzi Zhang, Qianqian Sein, Justin Asher, Gabriel Crandall, Keith A Tsaneva-Atanasova, Krasimira Horvath, Anelia Bioinformatics Original Papers MOTIVATION: By testing for associations between DNA genotypes and gene expression levels, expression quantitative trait locus (eQTL) analyses have been instrumental in understanding how thousands of single nucleotide variants (SNVs) may affect gene expression. As compared to DNA genotypes, RNA genetic variation represents a phenotypic trait that reflects the actual allele content of the studied system. RNA genetic variation at expressed SNV loci can be estimated using the proportion of alleles bearing the variant nucleotide (variant allele fraction, VAF(RNA)). VAF(RNA) is a continuous measure which allows for precise allele quantitation in loci where the RNA alleles do not scale with the genotype count. We describe a method to correlate VAF(RNA) with gene expression and assess its ability to identify genetically regulated expression solely from RNA-sequencing (RNA-seq) datasets. RESULTS: We introduce ReQTL, an eQTL modification which substitutes the DNA allele count for the variant allele fraction at expressed SNV loci in the transcriptome (VAF(RNA)). We exemplify the method on sets of RNA-seq data from human tissues obtained though the Genotype-Tissue Expression (GTEx) project and demonstrate that ReQTL analyses are computationally feasible and can identify a subset of expressed eQTL loci. AVAILABILITY AND IMPLEMENTATION: A toolkit to perform ReQTL analyses is available at https://github.com/HorvathLab/ReQTL. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2020-03 2019-10-07 /pmc/articles/PMC7058180/ /pubmed/31589315 http://dx.doi.org/10.1093/bioinformatics/btz750 Text en © The Author(s) 2019. Published by Oxford University Press. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://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 Papers Spurr, Liam F Alomran, Nawaf Bousounis, Pavlos Reece-Stremtan, Dacian Prashant, N M Liu, Hongyu Słowiński, Piotr Li, Muzi Zhang, Qianqian Sein, Justin Asher, Gabriel Crandall, Keith A Tsaneva-Atanasova, Krasimira Horvath, Anelia ReQTL: identifying correlations between expressed SNVs and gene expression using RNA-sequencing data |
title | ReQTL: identifying correlations between expressed SNVs and gene expression using RNA-sequencing data |
title_full | ReQTL: identifying correlations between expressed SNVs and gene expression using RNA-sequencing data |
title_fullStr | ReQTL: identifying correlations between expressed SNVs and gene expression using RNA-sequencing data |
title_full_unstemmed | ReQTL: identifying correlations between expressed SNVs and gene expression using RNA-sequencing data |
title_short | ReQTL: identifying correlations between expressed SNVs and gene expression using RNA-sequencing data |
title_sort | reqtl: identifying correlations between expressed snvs and gene expression using rna-sequencing data |
topic | Original Papers |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7058180/ https://www.ncbi.nlm.nih.gov/pubmed/31589315 http://dx.doi.org/10.1093/bioinformatics/btz750 |
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