PPFIBP2 and intrahepatic cholangiocarcinoma: To investigate the specific mechanism by which Circ-RAPGEF5 promotes ICC cell invasion and migration, we performed transcriptome sequencing analysis of RBE, CCLP1, and 9810 cells transfected with Si-Circ-RAPGEF5 and negative controls.