The heterogeneity involved (i) population-specific allelic heterogeneity of the causal SNPs in GTF2I and PTPN22 and (ii) population-specific linkage disequilibrium of the lead RA SNP and other common SNPs in UBASH3A and the MHC region. Here, PTPN22 is linked to rheumatoid arthritis.