Our study confirmed that the HLA-DRB1 genes with their functional characteristics are the major determinants in the pathogenesis of RA, specifically in the ACPA-positive RA subset in the multi-ethnic Malaysian population, supporting the notion of shared RA risk across different populations. Here, HLA-DRB1 is linked to rheumatoid arthritis.