Transcription factors (TFs), including PRDM1/XBP1 and RUNX3, were upregulated in IgG4-RD, promoting the differentiation of plasmablasts and CTLs, respectively. Here, PRDM1 is linked to immunoglobulin G4-related sclerosing disease.