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Published on: May 2, 2025
Molecular characterization of PANoptosis-related genes in chronic kidney disease
Wen-Tao Zhang1, Hong-Wei Ge1, Yuan Wei1
1Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China.
Abstract:
Chronic kidney disease (CKD) is characterized by fibrosis and inflammation in renal tissues. Several types of cell death have been implicated in CKD onset and progression. Unlike traditional forms of cell death, PANoptosis is characterized by the crosstalk among programmed cell death pathways. However, the interaction between PANoptosis and CKD remains unclear. Here, we used bioinformatics methods to identify differentially expressed genes and differentially expressed PANoptosis-related genes (DE-PRGs) using data from the GSE37171 dataset. Following this, we further performed gene ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis, and gene set enrichment analysis using the data. We adopted a combined approach to select hub genes, using the STRING database and CytoHubba plug-in, and we used the GSE66494 as a validation dataset. In addition, we constructed ceRNA, transcription factor (TF)-gene, and drug-gene networks using Cytoscape. Lastly, we conducted immunohistochemical analysis and western blotting to validate the hub genes. We identified 57 PANoptosis-associated genes as DE-PRGs. We screened nine hub genes from the 57 DE-PRGs. We identified two hub genes (FOS and PTGS2) using the GSE66494 database, Nephroseq, immunohistochemistry, and western blotting. A common miRNA (Hsa-miR-101-3p) and three TFs (CREB1, E2F1, and RELA) may play a crucial role in the onset and progression of PANoptosis-related CKD. In our analysis of the drug-gene network, we identified eight drugs targeting FOS and 52 drugs targeting PTGS2.
Insights
This study identifies key genes and pathways involved in PANoptosis, a programmed cell death process, within chronic kidney disease (CKD). Findings highlight FOS and PTGS2 as potential therapeutic targets for managing kidney fibrosis and inflammation.
Area of Science:
- Nephrology
- Molecular Biology
- Bioinformatics
Background:
- Chronic kidney disease (CKD) involves renal fibrosis and inflammation, with various cell death types implicated.
- PANoptosis, a programmed cell death pathway characterized by crosstalk, has an unclear role in CKD.
Purpose of the Study:
- To investigate the role of PANoptosis in CKD using bioinformatics.
- To identify key genes, regulatory networks, and potential therapeutic targets in PANoptosis-related CKD.
Main Methods:
- Differential gene expression analysis on CKD datasets (GSE37171, GSE66494).
- Gene Ontology (GO), KEGG, and gene set enrichment analyses.
- Network construction (ceRNA, TF-gene, drug-gene) and validation (immunohistochemistry, Western blotting).
Main Results:
- Identified 57 differentially expressed PANoptosis-related genes (DE-PRGs).
- Screened nine hub genes, validating FOS and PTGS2 as key players in PANoptosis-related CKD.
- Identified Hsa-miR-101-3p and TFs (CREB1, E2F1, RELA) as crucial regulators.
- Discovered eight drugs targeting FOS and 52 drugs targeting PTGS2.
Conclusions:
- FOS and PTGS2 are critical hub genes in PANoptosis-related CKD.
- Specific miRNAs and TFs are implicated in disease pathogenesis.
- Identified potential drug targets for treating PANoptosis-driven kidney disease.
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