The downregulation of genes such as VEGFA, MAGI2, THSD7A, and ANKRD28 in DN samples aligns with the notion that disulfidptosis and its associated molecular pathways are intricately involved in the pathogenesis of DN. This evidence concerns the gene VEGFA and liver dysplastic nodule.