Quantile analysis revealed a dose-response relationship, as participants in the highest AIP quartile exhibited a 2.35-fold greater infertility risk compared to those in the lowest quartile (OR = 2.350, 95% CI: 1.453–3.801). The gene discussed is AIP; the disease is Infertility.