We performed a large GWAS to explore the genetic variants and PRS relating to gout and AH in males, and we found that the variants located in genes ABCG2 and SLC2A9 were the major genetic factors governing gouty attack and hyperuricemia. The gene discussed is ABCG2; the disease is gout.