In conclusion, the pretreatment peripheral blood markers analyzed herein (NLR, LDH, and PNI) may correlate with outcomes and the onset of irAEs in patients with advanced NSCLC accepting PD-1 inhibitors. Here, PDCD1 is linked to non-small cell lung carcinoma.