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. The gene discussed is HDAC9; the disease is peripheral arterial disease.