Collectively, our study demonstrates that Id2-mediated transcriptional and epigenetic modifications play a crucial role in hierarchical T-cell exhaustion, and the mechanistic insights gained may have implications for therapeutic intervention with tumor immune evasion. This evidence concerns the gene ID2 and neoplasm.