In addition, we will demonstrate the expression levels of FN1 and TGFBI at the cellular and animal experimental levels, further investigate the correlation between genes in DKD and macrophage expression, and further validate the actual regulatory function of genes and their impact on functional phenotype through subsequent experiments. Here, FN1 is linked to diabetic kidney disease.