Recent studies have highlighted the pivotal roles of SPP1, ANGPT2, and NCL in regulating the polarization of tumor-associated macrophages (TAMs), offering a new perspective on their potential as targets for cancer therapy. The gene discussed is NUCLEOLIN; the disease is neoplasm.