Importantly, our findings establish ZBP1 as a key molecular nexus connecting macrophage biology with therapeutic outcomes in HNSCC, offering both mechanistic insights and translational applications for immunotherapy stratification. Here, ZBP1 is linked to head and neck squamous cell carcinoma.