The XGBoost analysis of the importance scores of characteristic variables showed that the top five genes GABARAPL1, ACACB, PDK1, PPARGC1A and XBP1 were crucial for distinguishing RA and HC diagnosis (Fig. 3D). This evidence concerns the gene PPARGC1A and rheumatoid arthritis.