Gene-based genome-wide scans for association with RA were performed, fully accounting for the underlying population structure, both with and without adjustment for the effects of the HLA-DRB1 locus, and allowing for sex-differentiated effects. This evidence concerns the gene HLA-DRB1 and rheumatoid arthritis.