Through various molecular pathways, such as MEK–ERK, NF‐κB, and STAT3, macrophages maintain inflammatory responses and immune evasion effects, accelerating HCC progression through interactions with tumor cells. Here, STAT3 is linked to hepatocellular carcinoma.