Salivary testosterone showed significant predictive value for abnormal LH/FSH ratios in the normal-weight PCOS subgroup, while IL-6 had an AUC of 0.733, approaching statistical significance (p = 0.0614). The gene discussed is PLOD1; the disease is polycystic ovary syndrome.