For classification level 7, which differentiates Ovarian cancer from Liver cancer, SHAP-based feature importance analysis identifies IL-8 as the most influential biomarker, with the highest mean absolute SHAP value, as shown in Fig. 22. Here, CXCL8 is linked to liver cancer.