Here, we investigate the ancestry-related association heterogeneity using the association data from large Asian and European RA cohorts and newly identify an Asian-specific RA-risk variant in the GTF2I locus by means of a series of statistical and bioinformatics analyses. The gene discussed is GTF2I; the disease is rheumatoid arthritis.