In summary, through bioinformatics analysis, we identified 15 hub DEGs, of which, nine hub DEGs were associated with poor prognosis of GC patients, including BGN, COL1A1, COL1A2, FBN1, FN1, SPARC, SPP1, TIMP1, and UBE2C. This evidence concerns the gene COL1A1 and gastric cancer.