SOCS1 and acute kidney injury: To validate the identified hub gene expression in human AKI kidney tissues, we performed IHC staining to examine the gene expression of three upregulated hub genes: STUB1, SOCS1, and VHL. We collected five AKI tissues and six normal kidney tissues from kidney biopsy.