The maximum diagnostic accuracy for prediction of both benign and malignant tumors was obtained when CA-125 was combined with the IOTA ADNEX model (91.0%), but for Stage I malignancy, the maximum diagnostic accuracy was for ADNEX without CA-125 (91.0%). The gene discussed is MUC16; the disease is cancer.