
ALT Development and validation of IRIS-RCC for predicting molecular subgroups in RCC A. Conceptual figure showing the modeling used to derive the IRIS-RCC predictor B. Cross-validation accuracy metrics for the IRIS-RCC predictor, showing boxplots for overall accuracy and sensitivity, positive predictive value, hazard ratio, and odds ratio for each of the cluster groups. C. Prevalence of the different clusters in the training data (IM151), and validation sets (JR101) using two different methods (Saliby and IRIS-RCC). D. Violin and boxplots showing the enrichment of PD-L1+ IHC levels as a fraction of the total immune cells in Cluster IO compared to Cluster Exclude and Cluster Angio E. Violin and boxplots showing the enrichment of CD8+ IHC levels in Cluster IO compared to Cluster Exclude and Cluster Angio F. Heatmap showing mutational associations with clusters










































































