According to our results, ABCD2, ABCD2-I, and OTTAWA risk scores have moderate diagnostic accuracy, with an AUROC < 0.75 in predicting the occurrence of stroke within 7 and 90 days, and at 1 year. The gene discussed is ABCD2; the disease is Stroke.