USP37 promotes keloid pathogenesis by stabilizing SALL4 through deubiquitination, thereby sustaining PI3K/AKT activation and driving fibroblast growth, migration, invasion, glycolysis, and ECM accumulation. Here, USP37 is linked to keloid.