Finally, based on both the LASSO and SVM-RFE algorithms, 3 overlapping genes were identified as potential biomarkers associated with DKD: ALB, FOS, and S100A9 (Figure 8(D)). The gene discussed is S100A9; the disease is diabetic kidney disease.