Besides the interpretability of histopathology image features themselves, correlation analysis between top gene features and top image features identifies the genes known to be related to survival of HCC patients or morphology of the tissue, such as LINC01554, MUC6, MMP7, KRT17, MYO18B and SPP1. Here, KRT17 is linked to hepatocellular carcinoma.