Individual oncogenes (oncogene lists obtained from MSigDB [31]) with a high gain of novel isoforms in the Iso-seq cancer transcriptome were identified; for example, AKR1C2 and AKR1B10 are often overexpressed in HCC and contribute to hepatocarcinogenesis. Here, AKR1C2 is linked to hepatocellular carcinoma.