In the multivariate analysis, higher basal 17OHP level (p<0.001), lower LH: FSH ratio (p=0.005), and oligomenorrhea (p=0.021) emerged as independent predictors of NCCAH in the RIA group. The gene discussed is PLOD1; the disease is Oligomenorrhea.