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. The gene discussed is MAP2K7; the disease is neoplasm.