This study identified seven potential differential biomarkers through bioinformatics analysis of the GEO database and demonstrated, through animal validation, that PTPRC and MME may be core kidney biomarkers involved in the pathogenesis of LN. Here, PTPRC is linked to lobular neoplasia.