IL-1β and IL-6, regulated by JAK/STAT and NF-κB signaling, promote tumor proliferation and immune evasion, while IL-10 and TGF-β drive M2 macrophage polarization and Treg expansion, fostering an immunosuppressive tumor milieu. The gene discussed is IL10; the disease is neoplasm.