According to the SHAP summary plot, the top 10 features with the highest impact on model output were identified as follows: primary tumor localization, ferritin, CA19-9, CRP, uric acid, TSH, triglyceride, total protein, LDL, and platelet (plt) (Figure 2). This evidence concerns the gene CRP and neoplasm.