This study combined GEO and TCGA data and showed that the levels of expression of ITGB1, LUM, and COL5A2 were considerably upregulated in both early and advanced GC tissues and correlated with a shorter survival time in GC patients. Here, ITGB1 is linked to gastric cancer.