Similarly, applying DL to the prediction of PD-1/PD-L1 expression using computed tomography (CT) images could enable effective, non-invasive prediction, and promote individual and precise treatment decision-making for patients with HCC. This evidence concerns the gene PDCD1 and hepatocellular carcinoma.