A new serum cytokine-based risk score (CYTOscore) utilizing IL-8, CCL3, and CCL4 identifies ESCC patients likely to benefit from chemoradiotherapy combined with toripalimab, offering a non-invasive tool for personalized immunotherapy and precision oncology.