Literature DB >> 27052692

An interaction quantitative trait loci tool implicates epistatic functional variants in an apoptosis pathway in smallpox vaccine eQTL data.

C A Lareau1, B C White2, A L Oberg3, R B Kennedy4, G A Poland4, B A McKinney2.   

Abstract

Expression quantitative trait loci (eQTL) studies have functionalized nucleic acid variants through the regulation of gene expression. Although most eQTL studies only examine the effects of single variants on transcription, a more complex process of variant-variant interaction (epistasis) may regulate transcription. Herein, we describe a tool called interaction QTL (iQTL) designed to efficiently detect epistatic interactions that regulate gene expression. To maximize biological relevance and minimize the computational and hypothesis testing burden, iQTL restricts interactions such that one variant is within a user-defined proximity of the transcript (cis-regulatory). We apply iQTL to a data set of 183 smallpox vaccine study participants with genome-wide association study and gene expression data from unstimulated samples and samples stimulated by inactivated vaccinia virus. While computing only 0.15% of possible interactions, we identify 11 probe sets whose expression is regulated through a variant-variant interaction. We highlight the functional epistatic interactions among apoptosis-related genes, DIABLO, TRAPPC4 and FADD, in the context of smallpox vaccination. We also use an integrative network approach to characterize these iQTL interactions in a posterior network of known prior functional interactions. iQTL is an efficient, open-source tool to analyze variant interactions in eQTL studies, providing better understanding of the function of epistasis in immune response and other complex phenotypes.

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Year:  2016        PMID: 27052692     DOI: 10.1038/gene.2016.15

Source DB:  PubMed          Journal:  Genes Immun        ISSN: 1466-4879            Impact factor:   2.676


  41 in total

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5.  Identification of DIABLO, a mammalian protein that promotes apoptosis by binding to and antagonizing IAP proteins.

Authors:  A M Verhagen; P G Ekert; M Pakusch; J Silke; L M Connolly; G E Reid; R L Moritz; R J Simpson; D L Vaux
Journal:  Cell       Date:  2000-07-07       Impact factor: 41.582

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8.  Gender effects on humoral immune responses to smallpox vaccine.

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Journal:  PLoS One       Date:  2011-08-03       Impact factor: 3.240

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Journal:  Mol Syst Biol       Date:  2013-04-16       Impact factor: 11.429

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Review 2.  The role of systems biology approaches in determining molecular signatures for the development of more effective vaccines.

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4.  Serological Immunity to Smallpox in New South Wales, Australia.

Authors:  Valentina Costantino; Mallory J Trent; John S Sullivan; Mohana P Kunasekaran; Richard Gray; Raina MacIntyre
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5.  Scaling tree-based automated machine learning to biomedical big data with a feature set selector.

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6.  The Integration of Epistasis Network and Functional Interactions in a GWAS Implicates RXR Pathway Genes in the Immune Response to Smallpox Vaccine.

Authors:  Brett A McKinney; Caleb Lareau; Ann L Oberg; Richard B Kennedy; Inna G Ovsyannikova; Gregory A Poland
Journal:  PLoS One       Date:  2016-08-11       Impact factor: 3.240

7.  Identification and replication of RNA-Seq gene network modules associated with depression severity.

Authors:  Trang T Le; Jonathan Savitz; Hideo Suzuki; Masaya Misaki; T Kent Teague; Bill C White; Julie H Marino; Graham Wiley; Patrick M Gaffney; Wayne C Drevets; Brett A McKinney; Jerzy Bodurka
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  7 in total

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