Accordingly, PAPPA2 mutation exhibited superior performance in predicting ICIs efficacy compared with other published ICIs‐related gene mutations, such as EPHA family, MUC16, LRP1B and TTN, etc. In addition, combined utilization of PAPPA2 mutation and tumour mutational burden (TMB) could expand the identification of potential responders to ICIs therapy in both NSCLC set (HR, 0.36 [95% CI: 0.23–0.57], p < 0.001) and SKCM set (HR, 0.51 [95% CI: 0.34–0.76], p < 0.001). The gene discussed is MUC16; the disease is non-small cell lung carcinoma.