Here we describe the discovery, validation and mechanistic insight into a 5 miRNA risk score (miRisk) measured in peripheral blood that predicts OS of stage IV NSCLC patients receiving PD-1 inhibitor monotherapy, and which performs better than the current standard of care, tissue PD-L1 TPS. The gene discussed is CD274; the disease is non-small cell lung carcinoma.