Moreover, IHC staining in 50 HCC samples randomly selected from the training and validation cohorts showed that RAF1 protein was highly expressed in HCC tissues and negatively correlated with CASZ1 expression (P < 0.001, r = − 0.643, Fig. 6d). The gene discussed is CASZ1; the disease is hepatocellular carcinoma.