Our study constructed a PPI network for 79 target genes, and subsequently used machine learning algorithms, namely LASSO logistic regression, SVM-RFE and RF algorithms to identify FN1, and TGFBI as hub genes in DKD. The gene discussed is FN1; the disease is diabetic kidney disease.