Therefore, macrophage-specific Act1 knockdown modulated adenoma transition and CRC progression by orchestrating CXCL9/10-CXCR3 and PD1/PD-L1 axis to cross-talk with CRC cells and CD8+ T cells in the tumor microenvironment. Here, TRAF3IP2 is linked to adenoma.