New aQTL SNPs for the CYP2D6 Identified by a Novel Mediation Analysis of Genome-Wide SNP Arrays, Gene Expression Arrays, and CYP2D6 Activity
Background. The genome-wide association studies (GWAS) have been successful during the last few years. A key challenge is that the interpretation of the results is not straightforward, especially for transacting SNPs. Integration of transcriptome data into GWAS may provide clues elucidating the mec...
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doaj-8606cc4e7970421491e41c84fb4db9292020-11-25T01:49:12ZengHindawi LimitedBioMed Research International2314-61332314-61412013-01-01201310.1155/2013/493019493019New aQTL SNPs for the CYP2D6 Identified by a Novel Mediation Analysis of Genome-Wide SNP Arrays, Gene Expression Arrays, and CYP2D6 ActivityGuanglong Jiang0Arindom Chakraborty1Zhiping Wang2Malaz Boustani3Yunlong Liu4Todd Skaar5Lang Li6Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN 46202, USADepartment of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN 46202, USADepartment of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN 46202, USARegenstrief Institute, Indianapolis, IN 46202, USADepartment of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN 46202, USADivision of Clinical Pharmacology, Department of Medicine, Indiana University School of Medicine, Indianapolis, IN 46202, USADepartment of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN 46202, USABackground. The genome-wide association studies (GWAS) have been successful during the last few years. A key challenge is that the interpretation of the results is not straightforward, especially for transacting SNPs. Integration of transcriptome data into GWAS may provide clues elucidating the mechanisms by which a genetic variant leads to a disease. Methods. Here, we developed a novel mediation analysis approach to identify new expression quantitative trait loci (eQTL) driving CYP2D6 activity by combining genotype, gene expression, and enzyme activity data. Results. 389,573 and 1,214,416 SNP-transcript-CYP2D6 activity trios are found strongly associated (P<10-5, FDR=16.6% and 11.7%) for two different genotype platforms, namely, Affymetrix and Illumina, respectively. The majority of eQTLs are trans-SNPs. A single polymorphism leads to widespread downstream changes in the expression of distant genes by affecting major regulators or transcription factors (TFs), which would be visible as an eQTL hotspot and can lead to large and consistent biological effects. Overlapped eQTL hotspots with the mediators lead to the discovery of 64 TFs. Conclusions. Our mediation analysis is a powerful approach in identifying the trans-QTL-phenotype associations. It improves our understanding of the functional genetic variations for the liver metabolism mechanisms.http://dx.doi.org/10.1155/2013/493019 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Guanglong Jiang Arindom Chakraborty Zhiping Wang Malaz Boustani Yunlong Liu Todd Skaar Lang Li |
spellingShingle |
Guanglong Jiang Arindom Chakraborty Zhiping Wang Malaz Boustani Yunlong Liu Todd Skaar Lang Li New aQTL SNPs for the CYP2D6 Identified by a Novel Mediation Analysis of Genome-Wide SNP Arrays, Gene Expression Arrays, and CYP2D6 Activity BioMed Research International |
author_facet |
Guanglong Jiang Arindom Chakraborty Zhiping Wang Malaz Boustani Yunlong Liu Todd Skaar Lang Li |
author_sort |
Guanglong Jiang |
title |
New aQTL SNPs for the CYP2D6 Identified by a Novel Mediation Analysis of Genome-Wide SNP Arrays, Gene Expression Arrays, and CYP2D6 Activity |
title_short |
New aQTL SNPs for the CYP2D6 Identified by a Novel Mediation Analysis of Genome-Wide SNP Arrays, Gene Expression Arrays, and CYP2D6 Activity |
title_full |
New aQTL SNPs for the CYP2D6 Identified by a Novel Mediation Analysis of Genome-Wide SNP Arrays, Gene Expression Arrays, and CYP2D6 Activity |
title_fullStr |
New aQTL SNPs for the CYP2D6 Identified by a Novel Mediation Analysis of Genome-Wide SNP Arrays, Gene Expression Arrays, and CYP2D6 Activity |
title_full_unstemmed |
New aQTL SNPs for the CYP2D6 Identified by a Novel Mediation Analysis of Genome-Wide SNP Arrays, Gene Expression Arrays, and CYP2D6 Activity |
title_sort |
new aqtl snps for the cyp2d6 identified by a novel mediation analysis of genome-wide snp arrays, gene expression arrays, and cyp2d6 activity |
publisher |
Hindawi Limited |
series |
BioMed Research International |
issn |
2314-6133 2314-6141 |
publishDate |
2013-01-01 |
description |
Background. The genome-wide association studies (GWAS) have been successful during the last few years. A key challenge is that the interpretation of the results is not straightforward, especially for transacting SNPs. Integration of transcriptome data into GWAS may provide clues elucidating the mechanisms by which a genetic variant leads to a disease. Methods. Here, we developed a novel mediation analysis approach to identify new expression quantitative trait loci (eQTL) driving CYP2D6 activity by combining genotype, gene expression, and enzyme activity data. Results. 389,573 and 1,214,416 SNP-transcript-CYP2D6 activity trios are found strongly associated (P<10-5, FDR=16.6% and 11.7%) for two different genotype platforms, namely, Affymetrix and Illumina, respectively. The majority of eQTLs are trans-SNPs. A single polymorphism leads to widespread downstream changes in the expression of distant genes by affecting major regulators or transcription factors (TFs), which would be visible as an eQTL hotspot and can lead to large and consistent biological effects. Overlapped eQTL hotspots with the mediators lead to the discovery of 64 TFs.
Conclusions. Our mediation analysis is a powerful approach in identifying the trans-QTL-phenotype associations. It improves our understanding of the functional genetic variations for the liver metabolism mechanisms. |
url |
http://dx.doi.org/10.1155/2013/493019 |
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