In this research, a set of ten “real” hub genes, IL1B, ITGB2, ITGAX, COL1A1, CSF1, CXCL12, SPP1, FN1, C3, and MMP2, was integrated into a model to predict type 2 diabetes. The gene discussed is COL1A1; the disease is type 2 diabetes mellitus.