Research Article

Identification of hub genes and enriched pathways in renal ischemia–reperfusion injury via integrative transcriptomic and network analysis

Volume: 7 Number: 4 July 28, 2025
TR EN

Identification of hub genes and enriched pathways in renal ischemia–reperfusion injury via integrative transcriptomic and network analysis

Abstract

Aims: This study aimed to identify key genes and pathways involved in the pathogenesis of renal ischemia–reperfusion injury (IRI)-induced acute kidney injury (AKI) using an integrative bioinformatics approach. Methods: Publicly available gene expression profiles from two independent rat kidney microarray datasets (GSE27274 and GSE58438) were analyzed to identify differentially expressed genes (DEGs) between IRI and control groups. DEGs with an adjusted p-value <0.05 and |log2 fold change| >1 were considered significant. Common DEGs from both datasets were subjected to Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses. Protein–protein interaction networks were constructed using STRING and cytoscape, and hub genes were identified with the maximal clique centrality algorithm via the CytoHubba plugin. Results: A total of 189 overlapping DEGs were identified (117 upregulated, 72 downregulated). Upregulated DEGs were enriched in pathways associated with glutathione metabolism and oxidative stress response, while downregulated DEGs were associated with DNA replication and inflammatory signaling. Hub genes for upregulated DEGs included Gclc, Gclm, Anpep, and Gss, while downregulated hub genes included Mcm2, Gins1, Pcna, and Tnf. These genes represent potential regulatory nodes in the renal IRI response. Conclusion: This study highlights redox regulation, amino acid metabolism, immune modulation, and cell cycle arrest as major components in the molecular pathogenesis of renal IRI. The identified hub genes may serve as potential diagnostic biomarkers and therapeutic targets. These findings provide a framework for future experimental validation and drug development efforts in AKI caused by IRI.

Keywords

Ethical Statement

This study does not contain any clinical or experimental research data obtained directly from human participants or animal subjects by the author. All data in this study were obtained from publicly available databases. The author of this article declares that the materials and methods used in their research did not require ethics committee approval and/or any special legal permission.

References

  1. Wang HJ, Varner A, AbouShwareb T, Atala A, Yoo JJ. Ischemia/reperfusion-induced renal failure in rats as a model for evaluating cell therapies. Renal Failure. 2012;34(10):1324-1332. doi:10.3109/0886022x. 2012.725292
  2. Saat TC, van den Akker EK, JN IJ, Dor FJ, de Bruin RW. Improving the outcome of kidney transplantation by ameliorating renal ischemia reperfusion injury: lost in translation? J Transl Med. 2016;14(1):20. doi: 10.1186/s12967-016-0767-2
  3. George J, Lu Y, Tsuchishima M, Tsutsumi M. Cellular and molecular mechanisms of hepatic ischemia-reperfusion injury: the role of oxidative stress and therapeutic approaches. Redox Biol. 2024;75:103258. doi:10. 1016/j.redox.2024.103258
  4. Yuan Y, Sheng P, Ma B, et al. Elucidation of the mechanism of Yiqi Tongluo Granule against cerebral ischemia/reperfusion injury based on a combined strategy of network pharmacology, multi-omics and molecular biology. Phytomedicine. 2023;118:154934. doi:10.1016/j.phymed.2023.154934
  5. Huang Y, Peng J, Liang Q. Identification of key ferroptosis genes in diabetic retinopathy based on bioinformatics analysis. PloS One. 2023; 18(1):e0280548. doi:10.1371/journal.pone.0280548
  6. Barrett T, Wilhite SE, Ledoux P, et al. NCBI GEO: archive for functional genomics data sets--update. Nucleic Acids Res. 2013;41(Database issue): D991-995. doi:10.1093/nar/gks1193
  7. Tang D, Chen M, Huang X, et al. SRplot: a free online platform for data visualization and graphing. PLoS One. 2023;18(11):e0294236. doi:10. 1371/journal.pone.0294236
  8. Sherman BT, Hao M, Qiu J, et al. DAVID: a web server for functional enrichment analysis and functional annotation of gene lists (2021 update). Nucleic Acids Res. 2022;50(W1):W216–W21. doi:10.1093/nar/gkac194

Details

Primary Language

English

Subjects

Nefroloji, Medical Genetics (Excl. Cancer Genetics)

Journal Section

Research Article

Publication Date

July 28, 2025

Submission Date

June 4, 2025

Acceptance Date

July 7, 2025

Published in Issue

Year 2025 Volume: 7 Number: 4

APA
Pazarcı, P., & Evyapan, G. (2025). Identification of hub genes and enriched pathways in renal ischemia–reperfusion injury via integrative transcriptomic and network analysis. Anatolian Current Medical Journal, 7(4), 459-464. https://doi.org/10.38053/acmj.1713060
AMA
1.Pazarcı P, Evyapan G. Identification of hub genes and enriched pathways in renal ischemia–reperfusion injury via integrative transcriptomic and network analysis. Anatolian Curr Med J / ACMJ / acmj. 2025;7(4):459-464. doi:10.38053/acmj.1713060
Chicago
Pazarcı, Perçin, and Gülşah Evyapan. 2025. “Identification of Hub Genes and Enriched Pathways in Renal Ischemia–reperfusion Injury via Integrative Transcriptomic and Network Analysis”. Anatolian Current Medical Journal 7 (4): 459-64. https://doi.org/10.38053/acmj.1713060.
EndNote
Pazarcı P, Evyapan G (July 1, 2025) Identification of hub genes and enriched pathways in renal ischemia–reperfusion injury via integrative transcriptomic and network analysis. Anatolian Current Medical Journal 7 4 459–464.
IEEE
[1]P. Pazarcı and G. Evyapan, “Identification of hub genes and enriched pathways in renal ischemia–reperfusion injury via integrative transcriptomic and network analysis”, Anatolian Curr Med J / ACMJ / acmj, vol. 7, no. 4, pp. 459–464, July 2025, doi: 10.38053/acmj.1713060.
ISNAD
Pazarcı, Perçin - Evyapan, Gülşah. “Identification of Hub Genes and Enriched Pathways in Renal Ischemia–reperfusion Injury via Integrative Transcriptomic and Network Analysis”. Anatolian Current Medical Journal 7/4 (July 1, 2025): 459-464. https://doi.org/10.38053/acmj.1713060.
JAMA
1.Pazarcı P, Evyapan G. Identification of hub genes and enriched pathways in renal ischemia–reperfusion injury via integrative transcriptomic and network analysis. Anatolian Curr Med J / ACMJ / acmj. 2025;7:459–464.
MLA
Pazarcı, Perçin, and Gülşah Evyapan. “Identification of Hub Genes and Enriched Pathways in Renal Ischemia–reperfusion Injury via Integrative Transcriptomic and Network Analysis”. Anatolian Current Medical Journal, vol. 7, no. 4, July 2025, pp. 459-64, doi:10.38053/acmj.1713060.
Vancouver
1.Perçin Pazarcı, Gülşah Evyapan. Identification of hub genes and enriched pathways in renal ischemia–reperfusion injury via integrative transcriptomic and network analysis. Anatolian Curr Med J / ACMJ / acmj. 2025 Jul. 1;7(4):459-64. doi:10.38053/acmj.1713060

 

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