TIMP1 and diabetic kidney disease: In conclusion, we identified TNC, PXDN, TIMP1, and TPM1 as potential diagnostic markers for DKD using a comprehensive and systematic bioinformatics analysis and experimental validation, established a nomogram containing these four diagnostic markers, and preliminarily explored their possible biological functions in the occurrence and development of DKD.