Infectious Agents and Cancer · 2022 · 23 citations · 38 references
MedicineBioinformaticsOncologyCancer GeneticsGene Expression AnalysisMolecular OncologyExpression Signature DiscoveryHepatocellular CarcinomaLiver CancerMolecular Classification Of TumorsMolecular Tumor ProfilingViral HepatitisCox RegressionKegg Pathway EnrichmentLiver Disease PrognosisPrimary Liver CancerPrognostic BiomarkersPrognostic Signature DevelopmentRisk Score DevelopmentRisk Score Validation
BACKGROUND: Hepatocellular carcinoma (HCC) is a frequent primary liver cancer, and it is one of the leading cause of cancer-related deaths. Hepatitis B virus (HBV) infection is a crucial risk factor for HCC. Thus, this study aimed to explore the prognostic role of HBV-positive HCC related specific genes in HCC. METHODS: The HCC related data were downloaded from three databases, including The Cancer Genome Atlas (TCGA), International Cancer Genome Consortium (ICGC), and Gene Expression Omnibus (GEO). Univariate Cox regression analysis and LASSO Cox regression analysis were conducted to build the Risk score. Multivariate Cox regression analysis and survival analysis determined the independent prognostic indicators. RESULTS: After cross analysis of differentially expressed genes (DEGs), we have identified 106 overlapped DEGs, which were probably HBV-positive HCC related specific genes. These 106 DEGs were significantly enriched in 213 GO terms and 8 KEGG pathways. Among that, 11 optimal genes were selected to build a Risk score, and Risk score was an independent prognostic factor for HCC. High risk HCC patients had worse OS. Moreover, five kinds of immune cells were differentially infiltrated between high and low risk HCC patients. CONCLUSION: The prognostic signature, based on HMMR, MCM6, TPX2, KIF20A, CCL20, RGS2, NUSAP1, FABP5, FZD6, PBK, and STK39, is conducive to distinguish different prognosis of HCC patients.
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clusterProfiler: an R Package for Comparing Biological Themes Among Gene Clusters
Guangchuang Yu, Li-Gen Wang, Yanyan Han et al. · OMICS A Journal of Integrative Biology · 2012 · 38.3K citations
Robust enumeration of cell subsets from tissue expression profiles
Aaron M. Newman, Chih Long Liu, Michael R. Green et al. · Nature Methods · 2015 · 14.1K citations · Full text