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Screening Hub Genes as Prognostic Biomarkers of Hepatocellular Carcinoma by Bioinformatics Analysis
- Source :
- Cell Transplantation, Vol 28 (2019), Cell Transplantation
- Publication Year :
- 2019
- Publisher :
- SAGE Publishing, 2019.
-
Abstract
- Hepatocellular carcinoma (HCC) is a widespread, common type of cancer in Asian countries, and the need for biomarker-matched molecularly targeted therapy for HCC has been increasingly recognized. However, the effective treatment for HCC is unclear. Therefore, identifying additional hub genes and pathways as novel prognostic biomarkers for HCC is necessary. In this study, the expression profiles of GSE121248, GSE45267 and GSE84402 were obtained from the Gene Expression Omnibus (GEO), including 132 HCC and 90 noncancerous liver tissues. Differentially expressed genes (DEGs) between HCC and noncancerous samples were identified by GEO2 R and Venn diagrams. In total, 109 DEGs were identified in these datasets, including 24 upregulated genes and 85 downregulated genes. Subsequently, Gene Ontology (GO) enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) preliminary analyses of the DEGs were performed using DAVID. The protein–protein interaction (PPI) network of the DEGs was constructed with the Search Tool for the Retrieval of Interacting Genes (STRING) and visualized in Cytoscape. Module analysis of the PPI network was performed using MCODE to get hub genes. Moreover, the influence of the hub genes on overall survival was determined with Kaplan–Meier plotter. All hub genes were analyzed by Gene Expression Profiling Interactive Analysis (GEPIA) and KEGG. Overall, the hub genes DTL, CDK1, CCNB1, RACGAP1, ECT2, NEK2, BUB1B, PBK, TOP2A, ASPM, HMMR, RRM2, CDKN3, PRC1, and ANLN were upregulated in HCC, and the survival rate was lower for HCC with increased expression of these hub genes. CCNB1, CDK1, and RRM2 were enriched in the p53 signaling pathway, and CCNB1, CDK1, and BUB1B were enriched in the cell cycle. In brief, we screened 15 hub genes and pathways to identify potential prognostic markers for HCC treatment. However, the specific occurrence and development of HCC with expression of the hub genes should be verified in vivo and in vitro.
- Subjects :
- 0301 basic medicine
bioinformatics analysis
Carcinoma, Hepatocellular
medicine.medical_treatment
Biomedical Engineering
Down-Regulation
lcsh:Medicine
Kaplan-Meier Estimate
Computational biology
Biology
prognostic biomarkers
Targeted therapy
ANLN
ASPM
03 medical and health sciences
0302 clinical medicine
Databases, Genetic
Protein Interaction Mapping
Biomarkers, Tumor
medicine
Humans
Gene Regulatory Networks
KEGG
Gene
Transplantation
Cyclin-dependent kinase 1
Gene Expression Profiling
Cell Cycle
Liver Neoplasms
lcsh:R
hub genes
Computational Biology
Cancer
Original Articles
hepatocellular carcinoma
Cell Biology
Microarray Analysis
Prognosis
medicine.disease
digestive system diseases
Up-Regulation
Gene expression profiling
Gene Ontology
030104 developmental biology
030220 oncology & carcinogenesis
Tumor Suppressor Protein p53
Signal Transduction
Subjects
Details
- Language :
- English
- ISSN :
- 15553892
- Volume :
- 28
- Database :
- OpenAIRE
- Journal :
- Cell Transplantation
- Accession number :
- edsair.doi.dedup.....9c273e00ce4706e87e5ea52a659eb840