In conclusion, the present study demonstrated that LPS induced the overexpression of Ufm1 through JNK/ATF2 and c-Jun pathway; the highly expressed Ufm1 further activated the NF-κB pathway and resulted in inflammatory response by decreasing LZAP expression in macrophage of diabetes. Here, CDK5RAP3 is linked to diabetes mellitus.