Notably, smoking history, NLR, PLR, SOX2, GBU4‐5, and MAGEA1 exhibited significant associations with the survival rate of advanced NSCLC patients (Figure 1). The gene discussed is SOX2; the disease is non-small cell lung carcinoma.