Considering this transcriptional signature, our findings in the B16 melanoma model, and the similarity in interstitial fluid metabolite abundance between flu IF and tumor IF relative to plasma, we hypothesized that Treg cell–specific loss of AMPKα1/α2 would compromise protection from severe viral pneumonia. Here, PRKAA1 is linked to melanoma.