In this study, we focused on the high expression of BCL10 induced by prolonged tumor antigen stimulation, which drives excessive NF-κB activation, resulting in elevated PD-1 levels and subsequent exhaustion of CD8+ T cells within the tumor immune microenvironment of cervical squamous cell carcinoma (CESC). The gene discussed is BCL10; the disease is cervical squamous cell carcinoma.