Specifically, through supplementary validation of gene expression using the psoriasis dataset, the distinctively high expression characteristics of CXCL13 and GNLY in DLE were revealed, thereby corroborating their central status as characteristic markers of DLE. The gene discussed is GNLY; the disease is psoriasis.