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). The gene discussed is GABARAPL1; the disease is rheumatoid arthritis.