Our WES analysis totally identified 381 genes that may partially contribute to RA pathogenesis and disease progression, including 3 genes (TGFβ1, FOXP3 and SAA1) previously implicated in RA and 378 novel candidate genes. Here, TGFB1 is linked to rheumatoid arthritis.