In this large-scale PheWAS we did not find LDL-C associated or missense variants in PCSK9, APOB, and LDLR to be associated with non-lipid phenotypes; specifically no association was seen with neurocognitive disorders, diabetes, or cataracts. Here, PCSK9 is linked to diabetes mellitus.