Frontiers in GeneticsGeneticsPeer-reviewed journal article
Systematic prioritization of candidate genes in disease loci identifies TRAFD1 as a master regulator of IFNγ signalling in celiac disease
Adriaan van der GraafiD, Maria Magdalena ZorroiD, Annique ClaringbouldiD, Urmo VõsaiD, Raúl Aguirre‐GamboaiD, Chan LiiD, Joram MooiweeriD, Isis Ricaño-PonceiD, Zuzanna Borek, Frits KoningiD, Yvonne Kooy–Winkelaar, Ludvig Magne SollidiD, Shuo‐Wang QiaoiD, Vinod KumariD, Yang LiiD, Lude FrankeiD, Sebo WithoffiD, Cisca WijmengaiD, Serena SannaiD, Iris H. JonkersiD
Abstract
BackgroundCeliac disease (CeD) is a complex T cell-mediated enteropathy induced by gluten. Although genome-wide association studies have identified numerous genomic regions associated with CeD, it is difficult to accurately pinpoint which genes in these loci are most likely to cause CeD. ResultsWe used four different in silico approaches - Mendelian Randomization inverse variance weighting, COLOC, LD overlap and DEPICT - to integrate information gathered from a large transcriptomics dataset. This identified 118 prioritized genes across 50 CeD-associated regions. Co-expression and pathway analysis of these genes indicated an association with adaptive and innate cytokine signalling and T cell activation pathways. 51 of these genes are targets of known drug compounds and likely druggable genes, suggesting that our methods can be used to pinpoint potential therapeutic targets. In addition, we detected 172 gene-combinations that were affected by our CeD-prioritized genes in trans. Notably, 41 of these trans-mediated genes appear to be under control of one master regulator, TRAFD1, and were found to be involved in IFN{gamma} signalling and MHC I antigen processing/presentation. Finally, we performed in vitro experiments that validated the role of TRAFD1 as an immune regulator acting in trans. ConclusionsOur strategy has confirmed the role of adaptive immunity in CeD and revealed a genetic link between CeD and the IFN{gamma} signalling and MHC I antigen processing pathways, both major players of immune activation and CeD pathogenesis.
- organism: human
- assay: bulk RNA-seq
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: statistical model
- approach: benchmark study
- Citations
- 48
- FWCI
- 10.29
- Field percentile
- top 1%
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