Mechanistically, by using bulk RNA sequencing to study the cancer cell gene expression, we demonstrated that Bcl6 downregulated HCC inflammatory-related genes expression including Il1f6, Il6, Csf3, Ccl5 et al.; as well as upregulated immune suppressive protein including Esm1 (Fig. 6). Here, BCL6 is linked to hepatocellular carcinoma.