Additionally, EDN1 and NTF3 exhibited high correlations with fibrosis markers (COL1A1, TGFB1), inflammatory cytokines (IL6, TNFA), and immune cell infiltration (e.g., activated mast cells), suggesting their central regulatory roles in keloid-associated fibrosis and inflammation. This evidence concerns the gene COL1A1 and keloid.