In this work, to better understand how Tregs develop and exert suppressive functions in the NPC microenvironment from an integrated multi-omic perspective, we show that CD70+ NPC cells can enhance Treg development, homeostasis, and suppressive activity via lipid metabolism reprogramming. The gene discussed is CD70; the disease is nasopharyngeal carcinoma.