These findings suggest a strong association between elevated epithelial AA scores and the failure of PD-1 blockade therapy, highlighting upregulated amino acid metabolism as a potential metabolic hallmark of a suppressed tumor immune microenvironment. Here, PDCD1 is linked to neoplasm.