Objective To screen hub genes of sepsis-associated acute kidney injury (SA-AKI) by bioinformatics approaches and explore their potential regulatory mechanisms. Methods The human SA-AKI transcriptome dataset GSE139061, which contained renal biopsy samples from 39 SA-AKI patients and 9 normal control kidney tissue samples, was obtained from the GEO database. The limma package of R software was used to screen differentially expressed genes (DEGs) between kidney tissues of SA-AKI patients and normal controls. Gene Ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis of the DEGs obtained by screening were performed by the DAVID online database. A protein-protein interaction (PPI) network was constructed via the STRING online database, and the CytoNCA and MCODE plugins were applied to screen hub genes for SA-AKI. Results A total of 227 DEGs were screened out, including 202 up-regulated genes and 25 down-regulated genes. GO analysis revealed that the DEGs were mainly enriched in biological processes such as RNA processing, positive regulation of endothelial cell proliferation, and positive regulation of fibrinolysis; KEGG pathway analysis indicated that the DEGs were primarily enriched in the spliceosome pathway. Four hub genes, plasminogen (PLG), insulin-like growth factor 2 (IGF2), epidermal growth factor (EGF), and TEK receptor tyrosine kinase (TEK), were finally identified through topological analysis of the PPI network and mining of functional modules by MCODE. Conclusion PLG, IGF2, EGF, and TEK may serve as hub genes of SA-AKI and participate in the pathological progression of SA-AKI by regulating fibrinolytic homeostasis, renal tubular repair, inflammatory response, and endothelial-barrier function. The spliceosome pathway may act as an upstream post-transcriptional regulatory link and cooperate with the above-mentioned hub genes in the genesis and progression of SA-AKI. However, further experimental validation is required to elucidate its exact mechanisms.