The expression level of the LPL gene was negatively correlated with M1 and M2 macrophages, suggesting that LPL may affect the pro-inflammatory microenvironment of DKD by regulating the polarization state of macrophages, thereby exacerbating kidney damage. This evidence concerns the gene LPL and diabetic kidney disease.