In addition, we also identified some novel RA-associated genes/SNPs that have not been reported before, for example, NOTCH4, TAP2, and TNXB. The adjusted p-value -log10(PFDR) of the three genes were 153.79, 108.33, and 108.09 in our study, respectively. Here, TAP2 is linked to rheumatoid arthritis.