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. The gene discussed is ATP8A2; the disease is intrahepatic cholangiocarcinoma.