Finally, according to the change trends in gene expression trajectories during HCC development, PLA2G4F/PPARGC1A, ACOT6/HMGCLL1 and CYP2C8/SCP2 were defined as crucial information for early diagnosis (see Fig. 2). Here, PPARGC1A is linked to hepatocellular carcinoma.