Using LASSO, SVM-RFE, and RF algorithms in conjunction with bioinformatic analyses, we identified a three-gene signature (RRM2, DLGAP5, and KIF11) implicated in the progression of RA. This evidence concerns the gene DLGAP5 and rheumatoid arthritis.