CD274 and non-small cell lung carcinoma: This cohort study developed and externally validated a response prediction computational pipeline including 958 patients with NSCLC treated with ICI monotherapy, and demonstrated that deep learning prediction scores were associated with response rate, progression-free survival, and overall survival, with performance comparable to programmed death-ligand 1 (PD-L1).