CD4 and neoplasm: Key effector cells—including CD8+ T cells, CD4+ T cells, Mast cells, eosinophils and neutrophils—showed significant negative correlations with risk scores, while immunosuppressive populations such as regulatory T cells (Tregs), tumor-associated fibroblasts and macrophages were positively correlated.