Furthermore, this model is not only suitable for the prediction of PD-L1 in lung squamous cell carcinoma, but can also be applied to other cancers and different biomarkers based on deep learning, thus providing a new path for the description of histopathological characteristics of biomarkers and clinical treatment target screening. Here, CD274 is linked to cancer.