Using multivariable Mendelian randomization methods, data from a UK Biobank study shows that Apo B increases the risk of type 2 diabetes mellitus, while LDL-cholesterol seems to decrease the risk of diabetes [41]. This evidence concerns the gene APOB and diabetes mellitus.