In addition, to our best knowledge, it is the first study to explore a correlation between peripheral blood markers (LDH and PNI) and irAEs in patients with advanced NSCLC accepting PD-1 inhibitors, or an evaluation of the effect of irAEs on both PFS and OS. The gene discussed is PDCD1; the disease is non-small cell lung carcinoma.