TNF and acute kidney injury: They observed a significant inflammatory response characterized by the activation of signaling pathways associated with IFNs (IFN-α and IFN-y) and tumor necrosis factor (TNF)-α, along with downregulation of gene sets related to energy metabolism and mitochondrial function, which may contribute to the acute kidney injury observed in MVD.