Five SE-associated genes (SERPINH1 SE, MMP14 SE, COL5A1 SE, COL16A1 SE, and SPARC SE) were significantly upregulated in keloids, particularly in fibroblasts, as confirmed by single-cell sequencing data, qPCR, and IHC analyses. The gene discussed is COL16A1; the disease is keloid.