Through comprehensive bioinformatics analysis, we identified 11 DEGs significantly associated with GC prognosis, with CTHRC1, CST6, and AKR1B1 selected for experimental validation based on their strong prognostic significance. The gene discussed is AKR1B1; the disease is gastric cancer.