Through TWAS and MR analysis, we identified MSH5, ZNF165, ZKSCAN8, and ZSCAN9 as novel protective factors exhibiting moderate protective effects (ORs generally ranging from 0.51 to 0.85) against DKD. This evidence concerns the gene ZNF165 and diabetic kidney disease.