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Comparison of quantitative trait loci methods: Total expression and allelic imbalance method in brain RNA-seq

BACKGROUND: Of the 108 Schizophrenia (SZ) risk-loci discovered through genome-wide association studies (GWAS), 96 are not altering the sequence of any protein. Evidence linking non-coding risk-SNPs and genes may be established using expression quantitative trait loci (eQTL). However, other approache...

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Autores principales: Gådin, Jesper R., Buil, Alfonso, Colantuoni, Carlo, Jaffe, Andrew E., Nielsen, Jacob, Shin, Joo-Heon, Hyde, Thomas M., Kleinman, Joel E., Plath, Niels, Eriksson, Per, Brunak, Søren, Didriksen, Michael, Weinberger, Daniel R., Folkersen, Lasse
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6576752/
https://www.ncbi.nlm.nih.gov/pubmed/31206532
http://dx.doi.org/10.1371/journal.pone.0217765
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author Gådin, Jesper R.
Buil, Alfonso
Colantuoni, Carlo
Jaffe, Andrew E.
Nielsen, Jacob
Shin, Joo-Heon
Hyde, Thomas M.
Kleinman, Joel E.
Plath, Niels
Eriksson, Per
Brunak, Søren
Didriksen, Michael
Weinberger, Daniel R.
Folkersen, Lasse
author_facet Gådin, Jesper R.
Buil, Alfonso
Colantuoni, Carlo
Jaffe, Andrew E.
Nielsen, Jacob
Shin, Joo-Heon
Hyde, Thomas M.
Kleinman, Joel E.
Plath, Niels
Eriksson, Per
Brunak, Søren
Didriksen, Michael
Weinberger, Daniel R.
Folkersen, Lasse
author_sort Gådin, Jesper R.
collection PubMed
description BACKGROUND: Of the 108 Schizophrenia (SZ) risk-loci discovered through genome-wide association studies (GWAS), 96 are not altering the sequence of any protein. Evidence linking non-coding risk-SNPs and genes may be established using expression quantitative trait loci (eQTL). However, other approaches such allelic expression quantitative trait loci (aeQTL) also may be of use. METHODS: We applied both the eQTL and aeQTL analysis to a biobank of deeply sequenced RNA from 680 dorso-lateral pre-frontal cortex (DLPFC) samples. For each of 340 genes proximal to the SZ risk-SNPs, we asked how much SNP-genotype affected total expression (eQTL), as well as how much the expression ratio between the two alleles differed from 1:1 as a consequence of the risk-SNP genotype (aeQTL). RESULTS: We analyzed overlap with comparable eQTL-findings: 16 of the 30 risk-SNPs known to have gene-level eQTL also had gene-level aeQTL effects. 6 of 21 risk-SNPs with known splice-eQTL had exon-aeQTL effects. 12 novel potential risk genes were identified with the aeQTL approach, while 55 tested SNP-pairs were found as eQTL but not aeQTL. Of the tested 108 loci we could find at least one gene to be associated with 21 of the risk-SNPs using gene-level aeQTL, and with an additional 18 risk-SNPs using exon-level aeQTL. CONCLUSION: Our results suggest that the aeQTL strategy complements the eQTL approach to susceptibility gene identification.
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spelling pubmed-65767522019-06-28 Comparison of quantitative trait loci methods: Total expression and allelic imbalance method in brain RNA-seq Gådin, Jesper R. Buil, Alfonso Colantuoni, Carlo Jaffe, Andrew E. Nielsen, Jacob Shin, Joo-Heon Hyde, Thomas M. Kleinman, Joel E. Plath, Niels Eriksson, Per Brunak, Søren Didriksen, Michael Weinberger, Daniel R. Folkersen, Lasse PLoS One Research Article BACKGROUND: Of the 108 Schizophrenia (SZ) risk-loci discovered through genome-wide association studies (GWAS), 96 are not altering the sequence of any protein. Evidence linking non-coding risk-SNPs and genes may be established using expression quantitative trait loci (eQTL). However, other approaches such allelic expression quantitative trait loci (aeQTL) also may be of use. METHODS: We applied both the eQTL and aeQTL analysis to a biobank of deeply sequenced RNA from 680 dorso-lateral pre-frontal cortex (DLPFC) samples. For each of 340 genes proximal to the SZ risk-SNPs, we asked how much SNP-genotype affected total expression (eQTL), as well as how much the expression ratio between the two alleles differed from 1:1 as a consequence of the risk-SNP genotype (aeQTL). RESULTS: We analyzed overlap with comparable eQTL-findings: 16 of the 30 risk-SNPs known to have gene-level eQTL also had gene-level aeQTL effects. 6 of 21 risk-SNPs with known splice-eQTL had exon-aeQTL effects. 12 novel potential risk genes were identified with the aeQTL approach, while 55 tested SNP-pairs were found as eQTL but not aeQTL. Of the tested 108 loci we could find at least one gene to be associated with 21 of the risk-SNPs using gene-level aeQTL, and with an additional 18 risk-SNPs using exon-level aeQTL. CONCLUSION: Our results suggest that the aeQTL strategy complements the eQTL approach to susceptibility gene identification. Public Library of Science 2019-06-17 /pmc/articles/PMC6576752/ /pubmed/31206532 http://dx.doi.org/10.1371/journal.pone.0217765 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication.
spellingShingle Research Article
Gådin, Jesper R.
Buil, Alfonso
Colantuoni, Carlo
Jaffe, Andrew E.
Nielsen, Jacob
Shin, Joo-Heon
Hyde, Thomas M.
Kleinman, Joel E.
Plath, Niels
Eriksson, Per
Brunak, Søren
Didriksen, Michael
Weinberger, Daniel R.
Folkersen, Lasse
Comparison of quantitative trait loci methods: Total expression and allelic imbalance method in brain RNA-seq
title Comparison of quantitative trait loci methods: Total expression and allelic imbalance method in brain RNA-seq
title_full Comparison of quantitative trait loci methods: Total expression and allelic imbalance method in brain RNA-seq
title_fullStr Comparison of quantitative trait loci methods: Total expression and allelic imbalance method in brain RNA-seq
title_full_unstemmed Comparison of quantitative trait loci methods: Total expression and allelic imbalance method in brain RNA-seq
title_short Comparison of quantitative trait loci methods: Total expression and allelic imbalance method in brain RNA-seq
title_sort comparison of quantitative trait loci methods: total expression and allelic imbalance method in brain rna-seq
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6576752/
https://www.ncbi.nlm.nih.gov/pubmed/31206532
http://dx.doi.org/10.1371/journal.pone.0217765
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