In terms of diagnostic value, our study demonstrated that SIRT1 has high diagnostic sensitivity in various cancers, particularly in KICH and ESCC, where the AUC values were 0.923 and 0.902, respectively, indicating extremely high diagnostic efficacy. The gene discussed is SIRT1; the disease is esophageal squamous cell carcinoma.