PPARA and lobular neoplasia: This study, through the integration of bioinformatics analysis, machine learning and in vitro assays, for the first time, revealed that NCF2 is a key positive regulatory factor of ferroptosis in LN, and its knockdown inhibits ferroptosis by activating the PPARα signaling pathway, probably slowing down the progression of LN.