Trait-associated genetic variants affect complex phenotypes primarily via regulatory mechanisms on the transcriptome. To investigate the genetics of gene expression, we performed cis- and trans-expression quantitative trait locus (eQTL) analyses using blood-derived expression from 31,684 individuals through the eQTLGen Consortium. We detected cis-eQTL for 88% of genes, and these were replicable in numerous tissues. Distal trans-eQTL (detected for 37% of 10,317 trait-associated variants tested) showed lower replication rates, partially due to low replication power and confounding by cell type composition. However, replication analyses in single-cell RNA-seq data prioritized intracellular trans-eQTL. Trans-eQTL exerted their effects via several mechanisms, primarily through regulation by transcription factors. Expression of 13% of the genes correlated with polygenic scores for 1,263 phenotypes, pinpointing potential drivers for those traits. In summary, this work represents a large eQTL resource, and its results serve as a starting point for in-depth interpretation of complex phenotypes.
GrantsEstonian Research Council grant PRG ERC under the European Union's Horizon 2020 research and innovation program Diabetes UK RD Lawrence fellowship Jacobs Foundation research fellowship European Research Council (ERC) VIDI grant VICI grant from the Netherlands Organisation for Scientific Research (NWO) European Regional Development Fund program Mobilitas Pluss Netherlands Organisation for Health Research and Development VENI grant from the NWO NIH Nederlandse Organisatie voor Wetenschappelijk onderzoek Sigrid Juselius Foundation UK MRC University of Bristol Swiss National Science Foundation CHARGE infrastructure German Federal Ministry of Education and Research (BMBF) LIFE (Leipzig Research Center for Civilization Diseases), Universitat Leipzig European Union Free State of Saxony KNAW Academy Professor Award Spinozapremie Academy of Finland Novo Nordisk Foundation Academy of Finland Centre of Excellence in Complex Disease Genetics EU Horizon 2020 Excellence of Science (FNRS) FWO BBMRI-NL (Biobanking and Biomolecular Resources Research Infrastructure) NWO