According to the results of Cox regression, a novel nomogram was formulated based on the mutation statues of EGFR and ERBB4, PD-L1 expression, TMB level, and other clinicopathological features of advanced NSCLC patients with ICIs therapy. This evidence concerns the gene EGFR and non-small cell lung carcinoma.