Additionally, using the “SCENIC” package, we focused on five regulatory factors at the single-cell level in HCC (BRF1 _extended _29g, ARNTL_extended _39g, ARNTL _24g, BCLAF1_extended _22g, ATF3_extended _16g). Here, ATF3 is linked to hepatocellular carcinoma.