DRD4 and Addictive alcohol use: In males, factors exhibiting significant alcohol addiction risk included CHRNB3 (OR 2.35, p < 0.001), DRD4 (OR 1.84, p = 0.018), and CHRNB3_ZBTB20 (OR 3.19, p = 0.018).