LPIN1 and neoplasm: Notably, G6PD, FASN and LPIN1 are upregulated in HCC compared with non-tumor livers in both HCC cohorts (Supplementary Table 9) while ETFDH is downregulated (Fig. S7D), highlighting the likely role of lipid metabolism and PPP pathways in liver cancer.