From a global perspective, SHAP importance rankings placed two immune features in the top five: PD-1+CD8+ T cells (0.268) and PD-1+CD28+CD4+ T cells (0.264)-outperforming ascites volume (0.250) and far exceeding the modest importance of surgical method (0.021). This evidence concerns the gene CD28 and Ascites.