Then, three hub CS-DEGs genes ALOX5, PTGER2 and PRKCB were identified as biomarkers through machine learning algorithms and they were deemed promising for the new perspective of the diagnosis and treatment for LN. Here, PRKCB is linked to lobular neoplasia.