In advanced NSCLC, there is a significant association between smoking history and genetic alterations and TMB [75], and patients with EGFR-mutated NSCLC are less affected by smoking and therefore have fewer somatic mutations and neoantigens [76]. The gene discussed is EGFR; the disease is non-small cell lung carcinoma.