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. The gene discussed is PDK1; the disease is rheumatoid arthritis.