TNF and Insulin resistance: The bioinformatics analysis also showed that the pathways regulated by Malat1 related target genes, such as PI3K/Akt, TNF, HIF-1, AGE/RAGE, insulin resistance, apoptosis, and FoxO, were important pathogenic mechanisms of DKD.