Mechanistically, CNPY2 may regulate ferroptosis and MAM integrity in renal tubular epithelial cells through PERK/ATF4/CHAC1 pathway, thereby promoting the progression of DN. This evidence concerns the gene EIF2AK3 and liver dysplastic nodule.