[20] collected CT images, CD274 counts, and PD-L1 mRNA expression data from NSCLC patients, and they developed an LCI-RPV model to predict the ratio of PD-L1 expression to pneumonia with an AUC of 0.7. This evidence concerns the gene CD274 and pneumonia.