In this study, we found from a genetic perspective that an increase in the ApoB/ApoA1 ratio is significantly associated with the occurrence of ischemic diseases, especially IHD, ischemic cerebrovascular disease, and PAD. Here, APOB is linked to peripheral arterial disease.