BRAF and neoplasm: To further confirm the predictive performance of the IRRS, we also compared the C-index values for the IRRS with those for tumor stage, tumor mutation burden (TMB), and driver mutations (BRAF, NF1, and RAS); the results showed that the IRRS had the best predictive effect with respect to prognosis (Figure 2G).