In this study, we delineated and incorporated both predictive and prognostic effects of metastatic-organ landscape to forecast survival outcomes of advanced NSCLC patients following ICI therapy, particularly in the PD-L1-positive stratum. The gene discussed is CD274; the disease is non-small cell lung carcinoma.