We uncovered novel associations with T2D and biomarkers of glycemic control for aggregated variants in GIGYF1, TNRC6B and PFAS and attempted replication of these associations in exome-sequenced individuals from GHS. Here, PFAS is linked to type 2 diabetes mellitus.