Furthermore, IRF8, ALOX5, LCK, AKR1B10, CCL5, MOXD1, MMP7, and ADH1B were negatively correlated with GFR, implying that these genes were involved in the progression of DN. Here, RAPGEF5 is linked to liver dysplastic nodule.