TNF and diabetic kidney disease: Although MR analysis did not establish direct causal relationships between these core genes and DKD, a significant negative correlation between TNF, IL4, and GFR was observed, suggesting their involvement in DKD progression.<h4>Discussion</h4>TP may exert therapeutic effects on DKD through coordinated regulation of immune and inflammatory pathways.