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Identification, Replication, and Functional Fine-Mapping of Expression Quantitative Trait Loci in Primary Human Liver Tissue
The discovery of expression quantitative trait loci (“eQTLs”) can help to unravel genetic contributions to complex traits. We identified genetic determinants of human liver gene expression variation using two independent collections of primary tissue profiled with Agilent (n = 206) and Illumina (n =...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3102751/ https://www.ncbi.nlm.nih.gov/pubmed/21637794 http://dx.doi.org/10.1371/journal.pgen.1002078 |
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author | Innocenti, Federico Cooper, Gregory M. Stanaway, Ian B. Gamazon, Eric R. Smith, Joshua D. Mirkov, Snezana Ramirez, Jacqueline Liu, Wanqing Lin, Yvonne S. Moloney, Cliona Aldred, Shelly Force Trinklein, Nathan D. Schuetz, Erin Nickerson, Deborah A. Thummel, Ken E. Rieder, Mark J. Rettie, Allan E. Ratain, Mark J. Cox, Nancy J. Brown, Christopher D. |
author_facet | Innocenti, Federico Cooper, Gregory M. Stanaway, Ian B. Gamazon, Eric R. Smith, Joshua D. Mirkov, Snezana Ramirez, Jacqueline Liu, Wanqing Lin, Yvonne S. Moloney, Cliona Aldred, Shelly Force Trinklein, Nathan D. Schuetz, Erin Nickerson, Deborah A. Thummel, Ken E. Rieder, Mark J. Rettie, Allan E. Ratain, Mark J. Cox, Nancy J. Brown, Christopher D. |
author_sort | Innocenti, Federico |
collection | PubMed |
description | The discovery of expression quantitative trait loci (“eQTLs”) can help to unravel genetic contributions to complex traits. We identified genetic determinants of human liver gene expression variation using two independent collections of primary tissue profiled with Agilent (n = 206) and Illumina (n = 60) expression arrays and Illumina SNP genotyping (550K), and we also incorporated data from a published study (n = 266). We found that ∼30% of SNP-expression correlations in one study failed to replicate in either of the others, even at thresholds yielding high reproducibility in simulations, and we quantified numerous factors affecting reproducibility. Our data suggest that drug exposure, clinical descriptors, and unknown factors associated with tissue ascertainment and analysis have substantial effects on gene expression and that controlling for hidden confounding variables significantly increases replication rate. Furthermore, we found that reproducible eQTL SNPs were heavily enriched near gene starts and ends, and subsequently resequenced the promoters and 3′UTRs for 14 genes and tested the identified haplotypes using luciferase assays. For three genes, significant haplotype-specific in vitro functional differences correlated directly with expression levels, suggesting that many bona fide eQTLs result from functional variants that can be mechanistically isolated in a high-throughput fashion. Finally, given our study design, we were able to discover and validate hundreds of liver eQTLs. Many of these relate directly to complex traits for which liver-specific analyses are likely to be relevant, and we identified dozens of potential connections with disease-associated loci. These included previously characterized eQTL contributors to diabetes, drug response, and lipid levels, and they suggest novel candidates such as a role for NOD2 expression in leprosy risk and C2orf43 in prostate cancer. In general, the work presented here will be valuable for future efforts to precisely identify and functionally characterize genetic contributions to a variety of complex traits. |
format | Text |
id | pubmed-3102751 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-31027512011-06-02 Identification, Replication, and Functional Fine-Mapping of Expression Quantitative Trait Loci in Primary Human Liver Tissue Innocenti, Federico Cooper, Gregory M. Stanaway, Ian B. Gamazon, Eric R. Smith, Joshua D. Mirkov, Snezana Ramirez, Jacqueline Liu, Wanqing Lin, Yvonne S. Moloney, Cliona Aldred, Shelly Force Trinklein, Nathan D. Schuetz, Erin Nickerson, Deborah A. Thummel, Ken E. Rieder, Mark J. Rettie, Allan E. Ratain, Mark J. Cox, Nancy J. Brown, Christopher D. PLoS Genet Research Article The discovery of expression quantitative trait loci (“eQTLs”) can help to unravel genetic contributions to complex traits. We identified genetic determinants of human liver gene expression variation using two independent collections of primary tissue profiled with Agilent (n = 206) and Illumina (n = 60) expression arrays and Illumina SNP genotyping (550K), and we also incorporated data from a published study (n = 266). We found that ∼30% of SNP-expression correlations in one study failed to replicate in either of the others, even at thresholds yielding high reproducibility in simulations, and we quantified numerous factors affecting reproducibility. Our data suggest that drug exposure, clinical descriptors, and unknown factors associated with tissue ascertainment and analysis have substantial effects on gene expression and that controlling for hidden confounding variables significantly increases replication rate. Furthermore, we found that reproducible eQTL SNPs were heavily enriched near gene starts and ends, and subsequently resequenced the promoters and 3′UTRs for 14 genes and tested the identified haplotypes using luciferase assays. For three genes, significant haplotype-specific in vitro functional differences correlated directly with expression levels, suggesting that many bona fide eQTLs result from functional variants that can be mechanistically isolated in a high-throughput fashion. Finally, given our study design, we were able to discover and validate hundreds of liver eQTLs. Many of these relate directly to complex traits for which liver-specific analyses are likely to be relevant, and we identified dozens of potential connections with disease-associated loci. These included previously characterized eQTL contributors to diabetes, drug response, and lipid levels, and they suggest novel candidates such as a role for NOD2 expression in leprosy risk and C2orf43 in prostate cancer. In general, the work presented here will be valuable for future efforts to precisely identify and functionally characterize genetic contributions to a variety of complex traits. Public Library of Science 2011-05-26 /pmc/articles/PMC3102751/ /pubmed/21637794 http://dx.doi.org/10.1371/journal.pgen.1002078 Text en Innocenti et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Innocenti, Federico Cooper, Gregory M. Stanaway, Ian B. Gamazon, Eric R. Smith, Joshua D. Mirkov, Snezana Ramirez, Jacqueline Liu, Wanqing Lin, Yvonne S. Moloney, Cliona Aldred, Shelly Force Trinklein, Nathan D. Schuetz, Erin Nickerson, Deborah A. Thummel, Ken E. Rieder, Mark J. Rettie, Allan E. Ratain, Mark J. Cox, Nancy J. Brown, Christopher D. Identification, Replication, and Functional Fine-Mapping of Expression Quantitative Trait Loci in Primary Human Liver Tissue |
title | Identification, Replication, and Functional Fine-Mapping of
Expression Quantitative Trait Loci in Primary Human Liver Tissue |
title_full | Identification, Replication, and Functional Fine-Mapping of
Expression Quantitative Trait Loci in Primary Human Liver Tissue |
title_fullStr | Identification, Replication, and Functional Fine-Mapping of
Expression Quantitative Trait Loci in Primary Human Liver Tissue |
title_full_unstemmed | Identification, Replication, and Functional Fine-Mapping of
Expression Quantitative Trait Loci in Primary Human Liver Tissue |
title_short | Identification, Replication, and Functional Fine-Mapping of
Expression Quantitative Trait Loci in Primary Human Liver Tissue |
title_sort | identification, replication, and functional fine-mapping of
expression quantitative trait loci in primary human liver tissue |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3102751/ https://www.ncbi.nlm.nih.gov/pubmed/21637794 http://dx.doi.org/10.1371/journal.pgen.1002078 |
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