In addition, other ligand-receptor pairs in keratinocytes and immune cells, such as TNFSF9_TNFRSF9 and SPN_ICAM1, were also highly expressed in the epidermis of DLE and SLE (Fig. 9c). This evidence concerns the gene TNFSF9 and systemic lupus erythematosus.