Meanwhile, Extreme Gradient Boosting (XGBoost) [20] was employed to combine four serum tumor-specific biomarkers (CEA, CA125, CA19-9, and AFP) to evaluate the performance of leveraging blood biomarker only. The gene discussed is AFP; the disease is neoplasm.