In the independent test validation, the expression levels of MX1, OASL, SPINK1, CRK, GRAPL and RNF2 in 31 RA peripheral blood samples (normalized by GAPDH and RPS18, respectively) were used to validate the performance of our model. Here, CRK is linked to rheumatoid arthritis.