Silibinin exerts multifaceted anticancer effects by suppressing PD-L1 expression through the inhibition of JAK/STAT3 signaling and MUC1-C interaction, attenuating NF-κB-driven inflammation, and downregulating CCL2-mediated recruitment of tumor-associated macrophages (TAMs). This evidence concerns the gene MUC1 and neoplasm.