Tumor-associated macrophages (TAMs) and tumor microenvironments (TME s) are key drivers of hepatocarcinogenesis and progression, and PPARGC1A has been identified as a TAM-associated prognostic genes in liver cancer [31]. Here, PPARGC1A is linked to neoplasm.