In this study utilized the GSE30122 database to investigate the gene expression levels of VEGFA, FGF1, and ITGB5 in DN patients, revealing a statistically significant decrease (P < 0.01) (Fig. 1E). This evidence concerns the gene FGF1 and liver dysplastic nodule.