SHAP feature importance ranking for the simplified model (Figure 10) showed central venous catheterization as the strongest predictor, followed by anticoagulant use, D-dimer, LDH, TP, CEA, cholesterol, infectious disease, and ECOG performance status. The gene discussed is CEACAM5; the disease is infectious disease.