Both the training set GSE30122 and the validation set GSE30529 from the GEO database showed a consistent increase in the mRNA levels of three hub genes, including FSTL1, CX3CR1 and AGR2, in the DKD group. The gene discussed is FSTL1; the disease is diabetic kidney disease.