Conclusion: Our study identified PDK1, XBP1 and ACACB as the Hub genes from the fatty acid metabolic pathway and indicated that PDK1, XBP1 and ACACB might play key roles in the pathogenesis of RA synovium. Here, ACACB is linked to rheumatoid arthritis.