We identify persistent transcriptional changes in B and CD4+ T cells associated with JDM that persist even in patients in remission off medication and reveal cell states associated with the IFN signature that generate hypotheses for the role of extrafollicular interactions in disease pathogenesis, drawing parallels to other autoimmune diseases. Here, IFNA1 is linked to autoimmune disease.