To have a more transparent and more comprehensive understanding of the molecular and clinical features influencing prognosis in gastric cancer, we took clinical insights together with the characterization of genetic signatures and accurately identified four genes ( COL4A1, FKBP10, RNASE1, and SNCG) that are highly correlated with prognosis. This evidence concerns the gene COL4A1 and gastric cancer.