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. The gene discussed is ZKSCAN8; the disease is diabetic kidney disease.