AIF1 and neoplasm: Our study analyzed the single-cell landscape heterogeneity of human HCC, identified new cell clusters in tumor cells (HCC_HP) and neutrophils (Neu_AIF1) with implications for immunotherapy research, discovered complex intercellular communication between tumor cells and TME cells, and established high confidence prognostic model.