Compared with previous works on predicting the expression of a single protein (PD-1 or PD-L1), our model can obtain more comprehensive expression data from HCC patients, which is more conducive to the formulation of personalized treatment plans. This evidence concerns the gene CD274 and hepatocellular carcinoma.