In addition, early-onset ICC was associated with certain DEGs (including upregulation of ATP8A2 and downregulation of UTY, KDM5D, INS, etc.)compared with late-onset ICC samples. This evidence concerns the gene UTY and intrahepatic cholangiocarcinoma.