The cross-sample consistency supports the conclusion that High_FAM49B_EP drives the differentiation of CXCL3_TAMs into SPP1_TAMs via the MDK-NCL signaling pathway, thereby contributing to the remodeling of the immunosuppressive tumor microenvironment. The gene discussed is MDK; the disease is neoplasm.