The combined PD-L1 protein expression and the fraction of high PD-1 messenger RNA expression samples (fPD1) model was highly correlated with irAE ROR (Rs = 0.80, p = 2.2e-04), explaining more than 64% of the irAE ROR variance observed across different tumor types. The gene discussed is PDCD1; the disease is neoplasm.