During this process, we focused on the distribution and expression of five regulatory factors associated with HCC across different cell subpopulations: BRF1_extended_29g, ARNTL_extended_39g, ARNTL_24g, BCLAF1_extended_22g, and ATF3_extended_16g. This evidence concerns the gene ATF3 and hepatocellular carcinoma.