Subjects in the uppermost AIP quartile demonstrated significantly elevated infertility odds relative to those in the lowest quartile, with an adjusted OR of 2.350 (95% CI: 1.453–3.801, P = 0.001). The gene discussed is AIP; the disease is Infertility.