All the data revealed that the CD34+CLDN5+ cells secreted the IGF2 to recruit the MSCs into the TME via IGF2/IGF2R/MAPK signaling, leading to CCA formation. The gene discussed is IGF2R; the disease is cholangiocarcinoma.