By including oligonucleotide-barcoded antibodies for 50 cell surface proteins, we identified surface markers, such as CD5 and CD39 in B cells, not typically associated with these immune cell types that displayed differential expression associated with disease activity in JDM. Here, CD5 is linked to juvenile dermatomyositis.