Combining chemoradiotherapy with immunotherapy increases the risk of immune-related adverse events (irAEs), but the underlying mechanisms remain poorly understood. To address this, we conducted a longitudinal single-cell multi-omics analysis of patients with locally advanced cervical cancer. Here we show that the proportions of CD4