However, differences between markers obtained in this study and those in previous studies lie in that of our study, and two new biomarkers (DPYSL3 and SPP1) with high diagnostic performance were screened using machine learning after identifying DEGs between the RA and control groups. Here, DPYSL3 is linked to rheumatoid arthritis.