Among them, the APOC1+ Mac subpopulation was a major component of HCC macrophage ecology compared to levels in adjacent control tissue, whereas the abundance of the FCN1+ Mac subpopulation was significantly decreased in tumor cells. Here, APOC1 is linked to neoplasm.