BioMed Research International · 2017 · 32 citations · 45 references
MedicineBioinformaticsOncologyGene ExpressionMolecular OncologyNetwork BiologyCancer BiomarkersCancer GenomicsColorectal CancerGene Coexpression NetworksMolecular Interaction NetworksProtein-protein Interaction AnalysisColorectal Cancer PrognosisDifferential Gene ExpressionDifferential Transcript ExpressionEnrichment AnalysisNetwork-based Cancer AnalysisProtein-protein Interaction Network AnalysisProtein-protein Interaction Network InferenceTumor Stage Prognosis
Although hundreds of colorectal cancer- (CRC-) related genes have been screened, the significant hub genes still need to be further identified. The aim of this study was to identify the hub genes based on protein-protein interaction network and uncover their clinical value. Firstly, 645 CRC patients' data from the Tumor Cancer Genome Atlas were downloaded and analyzed to screen the differential expression genes (DEGs). And then, the Kyoto Encyclopedia of Genes and Genomes pathway enrichment analysis was performed, and PPI network of the DEGs was constructed by Cytoscape software. Finally, four hub genes (CXCL3, ELF5, TIMP1, and PHLPP2) were obtained from four subnets and further validated in our clinical setting and TCGA dataset. The results showed that mRNA expression of CXCL3, ELF5, and TIMP1 was increased in CRC tissues, whereas PHLPP2 mRNA expression was decreased. More importantly, high expression of CXCL3, ELF5, and TIMP1 was significantly associated with lymphatic invasion, distance metastasis, and advanced tumor stage. In addition, a shorter overall survival was observed in patients with increased CXCL3, TIMP1, and ELF5 expression and decreased PHLPP2 expression. In conclusion, the four hub genes screened by our strategy could serve as novel biomarkers for prognosis prediction of CRC patients.
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Cytoscape: A Software Environment for Integrated Models of Biomolecular Interaction Networks
Paul Shannon, Andrew Markiel, Owen Ozier et al. · Genome Research · 2003 · 54.3K citations · Full text
Comprehensive molecular characterization of human colon and rectal cancer
Lethality and centrality in protein networks
Hawoong Jeong, S. P. Mason, Albert-Ĺaszló Barabási et al. · Nature · 2001 · 5.4K citations · Full text