To elucidate the primary cellular sources of CXCL13 in skin diseases, we conducted an in-depth analysis of the ImmuneSingleCell skin atlas, a comprehensive database encompassing 18 distinct skin disorders, including cSCC, basal cell carcinoma, keloid, and psoriasis (Fig. 3A). This evidence concerns the gene CXCL13 and basal cell carcinoma.