In summary, COL10A1+Fib appears to promote M2-like macrophage polarization via COL10A1-CD18-JAK1/STAT3 signaling, potentially contributing to an immunosuppressive microenvironment in CRC. Here, STAT3 is linked to colorectal carcinoma.