In the upregulated hub gene group, 6 genes (COL1A1, COL1A2, TIMP1, SPP1, BGN, and THBS2) were not only significantly upregulated in GC but also strongly correlated with poor GC prognosis (Figure 3A, 3C and 3E). Here, COL1A1 is linked to gastric cancer.