In this study, we further analyzed our top candidates and found that a deficiency in Trp53, Fbxw7, Inppl1, or Tgfbr2 could significantly enhance ICC formation in SPC mice, and these genes were associated with several distinct signaling pathways. Here, TGFBR2 is linked to intrahepatic cholangiocarcinoma.