Tumor types with the highest proportion of IRS-H group patients include several known to be highly responsive to PD-(L)1 therapy, including lymphoma, non-melanoma skin cancer, melanoma, NSCLC, and renal cell carcinoma (which nearly invariably has low TMB) (Fig. 5c). Here, CD274 is linked to non-melanoma skin carcinoma.