We have previously used seven common and rare PCSK9 variants and 41 genetic variants from a GWAS for LDL cholesterol levels, including the APOB rs13306194, to test the causal relationship between LDL cholesterol levels and DM in 75,441 TWB participants [53]. The gene discussed is APOB; the disease is diabetes mellitus.