In this genetic association study of JIA and adult rheumatic disease, we revealed significant genetic correlations between diseases, identified novel and shared loci between diseases, and highlighted the JAK-STAT pathway, resonating with clinical observations. This evidence concerns the gene SOAT1 and juvenile idiopathic arthritis.