In the tumor tissue stage, monocytes remain active in the TME, interacting with tumor cells and other immune cells, marked by elevated expression of CXCL8, NAMPT, AQP9, and BCL2A1 (Figure 5E). The gene discussed is AQP9; the disease is neoplasm.