Intriguingly, whether in HCC or ICC, many genes (such as ADRA1A and KIF4A) displayed some opposite features of AS events in tumor and normal tissues (Supplementary Figure S2B). This evidence concerns the gene KIF4A and intrahepatic cholangiocarcinoma.