By integrating the TWAS analysis and mRNA expression profiles of JIA, we identified several common genes, such as FCN1, HLA-RB5, SIRPB1, and FRAT2. FCN1 was the only one gene upregulated in both whole blood and skeletal muscle of JIA patients. This evidence concerns the gene FRAT2 and juvenile idiopathic arthritis.