Although patients with a malignant germ cell tumor often have higher levels of AFP and HCG, those clinical features with high specificity were not selected by LASSO, which may in part be due to few patients having a malignant germ cell tumor in the study population. The gene discussed is AFP; the disease is malignant germ cell tumor.