Over 1,000 genetic variants have been associated with diabetes by genome-wide association studies (GWASs), but for most, their functional impact is unknown; only 7% alter gene expression in pancreatic islets in expression quantitative trait locus (eQTL) studies. To fill this gap, we developed a co-localization pipeline, colocRedRibbon, that prefilters eQTLs by the direction of effect on gene expression and shortlists overlapping eQTL and GWAS variants prior to co-localization. Applying colocRedRibbon to recent diabetes and glycemic trait GWASs, we identified 292 co-localizing gene regions, including 24 co-localizations for type 1 diabetes and 268 for type 2 diabetes and glycemic traits, representing a 4-fold increase. A low-frequency type 2 diabetes protective variant increases islet MYO5C expression, and a type 1 diabetes protective variant increases FUT2 expression. These novel co-localizations advance the understanding of diabetes genetics and its impact on human islet biology. colocRedRibbon has broad applicability to co-localize GWASs and various QTLs.
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Institute(s)Institute of Translational Genomics (ITG)
GrantsMedical University of Bialystok (MUB) grant from the Ministry of Science and Higher Education (Poland) Leona M. and Harry B. Helmsley Charitable Trust European Federation of Pharmaceutical Industries and Associations, JDRF European Union's Horizon 2020 research and innovation programme Innovative Medicines Initiative 2 Joint Undertaking Walloon Region strategic axis FRFS-WELBIO FRS-FNRS under the Excellence of Science (EOS) programme FWO Fonds National de la Recherche Scientifique (FNRS) Fonds David et Alice Van Buuren Fondation Jaumotte-Demoulin Fondation Wiener-Anspach National Institute of Diabetes and Digestive and Kidney Diseases of the National Institutes of Health American Diabetes Association National Institutes of Health NIDDK National Institutes of Health Human Islet Research Network Consortium on Beta Cell Death & Survival from Pancreatic beta-Cell Gene Networks JDRF (now Breakthrough T1D) Research Fellow FNRS fellowship FNRS European Union's Horizon 2020 research and innovation programme T2DSystems