Because these association predictions were not specific to a particular cancer type, we also integrated our predictions with gene expression data of renal cell carcinoma samples from anti-PD-1 therapy responders and nonresponders45. Here, PDCD1 is linked to hereditary clear cell renal cell carcinoma.