BIR-associated gene signatures correlate with positive outcomes in patients with melanoma, glioblastoma, NSCLC, HNSCC, or RCC treated with ICI therapy, and BIR-cell density predicted NSCLC patients’ response to checkpoint immunotherapy. Here, KCNJ11 is linked to renal cell carcinoma.