Although traditional clinical-pathological features (such as AFP levels, extrahepatic metastasis, and maximum tumor diameter) showed no significant correlation with treatment response (P >0.05), the radiomics-based predictive model maintained excellent stability in validation across three independent medical centers, confirming its robustness against equipment variations. This evidence concerns the gene AFP and neoplasm.