Through integration of three machine learning approaches (LASSO, SVM-RFE, random forest), we finally determined three characteristic RBPs of IgA nephropathy: DDX27, RCL1, and TFB2M. This evidence concerns the gene TFB2M and IgA glomerulonephritis.