TNF and diabetic kidney disease: HG stimulation markedly elevated the expression levels of key pro-inflammatory cytokines, including TNF-α, TGF-β1, IL-6, and IL-1β in HK-2 cells, which is consistent with inflammation-driven pathogenesis in DKD.