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Discovery of Driver Genes in Colorectal HT29-derived Cancer Stem-Like Tumorspheres
Published on: July 22, 2020
Four targeted genes for predicting the prognosis of colorectal cancer: A bioinformatics analysis case
Qinglai Bian1, Jiaxu Chen1,2, Wenqi Qiu1
1School of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing 100029, P.R. China.
Abstract:
The molecular mechanisms underlying the development and progression of colorectal cancer (CRC) have not been clarified. The purpose of the present study was to identify key genes that may serve as novel therapeutic targets or prognostic predictors in patients with CRC using bioinformatics analysis. Four gene expression datasets were downloaded from the Gene Expression Omnibus database, which revealed 19 upregulated and 34 downregulated differentially expressed genes (DEGs). The downregulated DEGs were significantly enriched in eight pathways according to Kyoto Encyclopedia of Genes and Genomes pathway enrichment analysis. A protein-protein interaction network was constructed with 52 DEGs and 458 edges. Ten key genes were identified according to the degree value, betweenness centrality and closeness centrality. Survival analysis revealed that low expression of four of the ten genes, carcinoembryonic antigen related cell adhesion molecule 7 (CEACAM7), solute carrier family 4 member 4 (SLC4A4), glucagon (GCG) and chloride channel accessory 1 (CLCA1) genes, were associated with unfavorable prognosis in CRC. Furthermore, gene set enrichment analysis revealed that two pathways were significantly enriched in the CEACAM7 low-expression group. Thus, CEACAM7, SLC4A4, GCG and CLCA1 may be prognostic markers or therapeutic targets of CRC. Low CEACAM7 expression may be associated with the activation of glycosaminoglycan biosynthesis-chondroitin sulfate and extracellular matrix receptor interaction pathways and may affect the prognosis of CRC.
Insights
Bioinformatics analysis identified four key genes—CEACAM7, SLC4A4, GCG, and CLCA1—as potential prognostic markers for colorectal cancer (CRC). Low expression of these genes, particularly CEACAM7, indicates a poorer prognosis in CRC patients.
Area of Science:
- Oncology
- Bioinformatics
- Molecular Biology
Background:
- The molecular underpinnings of colorectal cancer (CRC) development and progression remain incompletely understood.
- Identifying novel therapeutic targets and prognostic indicators is crucial for improving CRC patient outcomes.
Purpose of the Study:
- To identify key genes associated with colorectal cancer (CRC) prognosis and therapeutic potential.
- To leverage bioinformatics analysis for discovering novel biomarkers in CRC.
Main Methods:
- Downloaded and analyzed four gene expression datasets from the Gene Expression Omnibus (GEO) database.
- Performed differential gene expression analysis to identify upregulated and downregulated genes.
- Constructed a protein-protein interaction (PPI) network and utilized network analysis metrics (degree, betweenness, closeness centrality) to identify key genes.
- Conducted Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis and gene set enrichment analysis (GSEA).
- Performed survival analysis to correlate gene expression levels with patient prognosis.
Main Results:
- Identified 19 upregulated and 34 downregulated differentially expressed genes (DEGs) in colorectal cancer (CRC).
- Discovered four key genes—carcinoembryonic antigen related cell adhesion molecule 7 (CEACAM7), solute carrier family 4 member 4 (SLC4A4), glucagon (GCG), and chloride channel accessory 1 (CLCA1)—associated with unfavorable CRC prognosis.
- Found that low expression of CEACAM7, SLC4A4, GCG, and CLCA1 correlates with poorer survival outcomes in CRC patients.
- Observed significant enrichment of specific pathways, including glycosaminoglycan biosynthesis-chondroitin sulfate and extracellular matrix receptor interaction, in the CEACAM7 low-expression group.
Conclusions:
- CEACAM7, SLC4A4, GCG, and CLCA1 represent potential prognostic markers or therapeutic targets for colorectal cancer (CRC).
- Low expression of CEACAM7 may influence CRC prognosis through its association with specific molecular pathways.
- Further investigation into these identified genes could lead to advancements in CRC diagnostics and treatment strategies.
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