Permutation feature importance analysis initially highlighted the role of surgical method (Method, importance score = 0.071) and specific immune microenvironment features (e.g., CCR7-CD45RA+CD8+ T cells, 0.013) in the model’s predictions, underscoring the immune system’s relevance to postoperative residual tumor risk. The gene discussed is CD8A; the disease is neoplasm.