AKR1B1 and neoplasm: To validate our computational findings, we performed experimental validation using qRT-PCR, confirming significant overexpression of CTHRC1, CST6, and AKR1B1 in GC tissues compared to adjacent normal tissues (p < 0.05), with HPA data further confirming elevated protein levels in tumor tissues.