Notably, in the Ruppin2021_PD1_NSCLC dataset, the AUC value for ROC analysis of CD40LG expression reached 0.73, second only to CD8 expression at 0.75 and significantly higher than other indicators (Figure 2C). Here, CD8A is linked to non-small cell lung carcinoma.