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. Here, NCF2 is linked to lobular neoplasia.