For lung cancer, all manuscript-referenced genes were captured by either SHAP or LIME, with notable overlaps such as MYBL2, HYAL1, CLIC5, ADGRF5, and CLDN18 (Figure 5a,b). This evidence concerns the gene ADGRF5 and lung carcinoma.