Identification of biomarkers and potential molecular mechanisms of clear cell renal cell carcinoma
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Updated: Feb 13, 2026

Comparing Metastatic Clear Cell Renal Cell Carcinoma Model Established in Mouse Kidney and on Chicken Chorioallantoic Membrane
Published on: February 8, 2020
Abstract:
Clear cell renal cell carcinoma (ccRCC) is the most common type of renal cancer in adults. The aim of this study is to identify the biomarkers and potential molecular mechanisms of ccRCC. Three gene expression profiles and two miRNA expression profiles were downloaded from GEO database. A total of 330 up-regulated differentially expressed genes (DEGs), 545 down-regulated DEGs, 26 up-regulated differentially expressed miRNAs (DEMs) and 11 down-regulated DEMs were identified by GEO2R. The gene ontology (GO) enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis were performed by KOBAS software. The results showed that GO terms of the up-regulated DEGs were mostly enriched in response to stimulus at BP level, cell periphery at CC level and binding at MF level, while the GO terms of down-regulated DEGs were enriched in single-organism process at BP level, extracellular exosome at CC level and catalytic activity at MF level. As for KEGG pathways, HIF-1 signaling pathway, focal adhesion, PI3K-Akt signaling pathway and metabolic pathways were significantly enriched. Then, protein-protein interaction (PPI) network and miRNA-gene network were constructed and analyzed by Cytoscape. A total of eight DEGs were identified as biomarkers, including VEGFA, PPARA, CCND1, FLT1, CXCL12, FN1, DCN and ERBB4. Expression validation and survival analysis were performed by GEPIA and OncoLnc, respectively. Four biomarkers were verified by quantitative real-time PCR (qPCR) in 786-O cell line and HK-2 cell line. All four genes had the same expression trend as predicted. Our study provides a series of biomarkers and molecular mechanisms for the deeper research of ccRCC.
Insights
This study identifies key biomarkers and molecular mechanisms for clear cell renal cell carcinoma (ccRCC), a common adult cancer. Findings highlight potential targets for future ccRCC research and therapeutic development.
Area of Science:
- Oncology
- Molecular Biology
- Bioinformatics
Background:
- Clear cell renal cell carcinoma (ccRCC) represents the predominant form of kidney cancer in adults.
- Identifying specific biomarkers and understanding the underlying molecular mechanisms are crucial for advancing ccRCC research and treatment.
Purpose of the Study:
- To identify novel biomarkers for clear cell renal cell carcinoma (ccRCC).
- To elucidate potential molecular mechanisms driving ccRCC development and progression.
- To provide a foundation for further research into ccRCC pathogenesis and therapeutic strategies.
Main Methods:
- Utilized GEO database for gene and miRNA expression profiles.
- Applied GEO2R for differential expression analysis, identifying differentially expressed genes (DEGs) and miRNAs (DEMs).
- Performed Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses using KOBAS software.
- Constructed and analyzed protein-protein interaction (PPI) and miRNA-gene networks via Cytoscape.
- Validated biomarker expression and survival data using GEPIA and OncoLnc, with qPCR confirmation in ccRCC cell lines.
Main Results:
- Identified 330 up-regulated and 545 down-regulated DEGs, alongside 26 up-regulated and 11 down-regulated DEMs.
- GO enrichment analysis revealed distinct functional categories for up- and down-regulated genes.
- KEGG pathway analysis highlighted significant enrichment in HIF-1 signaling, focal adhesion, PI3K-Akt signaling, and metabolic pathways.
- Eight DEGs (VEGFA, PPARA, CCND1, FLT1, CXCL12, FN1, DCN, ERBB4) were identified as potential biomarkers.
- Four biomarkers were experimentally validated, showing consistent expression trends.
Conclusions:
- The study successfully identified several potential biomarkers and elucidated key molecular pathways implicated in ccRCC.
- These findings offer valuable insights for future investigations into ccRCC biology.
- The validated biomarkers and pathways represent promising targets for diagnostic and therapeutic advancements in ccRCC.
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