Through a GWAS and a subsequent replication study in Japanese subjects, we identified three novel PAD susceptible loci near the genes IPO5/RAP2A, EDNRA and HDAC9. Because of the genetic difference among ethnicity, the relevance of our findings to other ethnic groups remains to be clarified. Here, IPO5 is linked to peripheral arterial disease.