In this study, through bioinformatics analysis, 9 genes related to ferroptosis in LN were identified, and through machine learning, 6 key genes (CDKN1A, NCF2, CFL1, NNMT, CD44, CYBB) were screened out from them. The gene discussed is NNMT; the disease is lobular neoplasia.