COQ4 and lobular neoplasia: In conclusion, this study has identified 3 lactate-related hub genes that demonstrated strong diagnostic value for LN, including COQ2, COQ4, and NDUFV1 They might contribute to LN pathogenesis via ‘antigen processing and presentation’ and ‘NOD-like receptor signaling pathway’.