STX7 and neoplasm: Our single-cell and spatial transcriptomic analyses revealed that STX7 is predominantly expressed in monocyte-derived macrophages in HCC, with dynamic upregulation during differentiation and co-localization with CD14 and CD68 in tumor regions.