ADSCs‐exo mitigates urethral stricture fibrosis by primarily suppressing the TGF‐β/Smad pathway, thereby downregulating the downstream PDGFR‐β/RAS/ERK axis, highlighting its therapeutic potential as a cell‐free therapeutic approach for fibrotic urethral disease. The gene discussed is PDGFRB; the disease is urethritis.