TMPPE and diabetes mellitus: Several other genes displaying inverted correlations have previously been linked to diabetes (7/18), either by functional studies (TRIB1, glucose metabolism; NFKBIA, insulin resistance pathway) or as candidate disease genes in GWAS or gene expression studies (TMPPE, PRTG, and ZNF319) [41–46].