PPARA and liver dysplastic nodule: This study revealed a novel mechanism by which LMWH can delay the progression of DN by promoting the PPAR pathway and elucidated the molecular mechanism of FABP1 interaction with HS, providing new insights into understanding the role of heparin in the pathogenesis of DN and the development of appropriate treatments.