A forest plot of multivariate Cox regression showed that Circ-RAPGEF5 expression and the number of tumors were independent risk factors for the prognosis of patients with ICC in our cohort (Fig. 4L). Here, RAPGEF5 is linked to intrahepatic cholangiocarcinoma.