The American Journal of Human GeneticsGeneticsPeer-reviewed journal article
Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects
Silva KaselaiD, François AguetiD, Sarah Kim-HellmuthiD, Brielin C. BrowniD, Daniel C. NachuniD, Russell P. TracyiD, Peter DurdaiD, Yongmei LiuiD, Kent D. TayloriD, W. Craig JohnsoniD, David Van Den BergiD, Stacey GabrieliD, Namrata GuptaiD, Joshua D. SmithiD, Thomas W. BlackwelliD, Jerome I. RotteriD, Kristin ArdlieiD, Ani W ManichaikuliD, Stephen S. RichiD, R. Graham BarriD, Tuuli LappalaineniD
Abstract
Bulk tissue molecular quantitative trait loci (QTLs) have been the starting point for interpreting disease-associated variants, while context-specific QTLs show particular relevance for disease. Here, we present the results of mapping interaction QTLs (iQTLs) for cell type, age, and other phenotypic variables in multi-omic, longitudinal data from blood of individuals of diverse ancestries. By modeling the interaction between genotype and estimated cell type proportions, we demonstrate that cell type iQTLs could be considered as proxies for cell type-specific QTL effects. The interpretation of age iQTLs, however, warrants caution as the moderation effect of age on the genotype and molecular phenotype association may be mediated by changes in cell type composition. Finally, we show that cell type iQTLs contribute to cell type-specific enrichment of diseases that, in combination with additional functional data, may guide future functional studies. Overall, this study highlights iQTLs to gain insights into the context-specificity of regulatory effects.
- organism: human
- assay: bulk RNA-seq
- research focus: eQTL / molecular QTL mapping
- approach: statistical model
- Citations
- 27
- FWCI
- 6.90
- Field percentile
- top 2%
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