Joint analysis of disease GWAS and eGWAS identified potential candidate genes for asthma (ORMDL3), Crohn's disease (PTGER4), NIDDM (PHACS), thalassemia (HBS1L). eGWAS is a useful approach to detect disease SNPs with a functional role. Here, ORMDL3 is linked to type 2 diabetes mellitus.