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Identification of hepatocellular carcinoma prognostic markers based on 10-immune gene signature
- Source :
- Bioscience Reports
- Publication Year :
- 2020
- Publisher :
- Portland Press Ltd., 2020.
-
Abstract
- Background: Due to the heterogeneity of hepatocellular carcinoma (HCC), hepatocelluarin-associated differentially expressed genes were analyzed by bioinformatics methods to screen the molecular markers for HCC prognosis and potential molecular targets for immunotherapy. Methods: RNA-seq data and clinical follow-up data of HCC were downloaded from The Cancer Genome Atlas (TCGA) database. Multivariate Cox analysis and Lasso regression were used to identify robust immunity-related genes. Finally, a risk prognosis model of immune gene pairs was established and verified by clinical features, test set and Gene Expression Omnibus (GEO) external validation set. Results: A total of 536 immune-related gene (IRGs) were significantly associated with the prognosis of patients with HCC. Ten robust IRGs were finally obtained and a prognostic risk prediction model was constructed by feature selection of Lasso. The risk score of each sample is calculated based on the risk model and is divided into high risk group (Risk-H) and low risk group (Risk-L). Risk models enable risk stratification of samples in training sets, test sets, external validation sets, staging and subtypes. The area under the curve (AUC) in the training set and the test set were all >0.67, and there were significant overall suvival (OS) differences between the Risk-H and Risk-L samples. Compared with the published four models, the traditional clinical features of Grade, Stage and Gender, the model performed better on the risk prediction of HCC prognosis. Conclusion: The present study constructed 10-gene signature as a novel prognostic marker for predicting survival in patients with HCC.
- Subjects :
- Male
0301 basic medicine
Oncology
Multivariate statistics
Biochemistry
0302 clinical medicine
Lasso (statistics)
Risk Factors
Databases, Genetic
Medicine
RNA-Seq
Stage (cooking)
Child
IRGs
Diagnostics & Biomarkers
Research Articles
Cancer
Aged, 80 and over
Framingham Risk Score
Liver Neoplasms
Middle Aged
Prognosis
10-gene signature
Child, Preschool
030220 oncology & carcinogenesis
Hepatocellular carcinoma
Female
Adult
medicine.medical_specialty
Carcinoma, Hepatocellular
Adolescent
Bioinformatics
Biophysics
immune related genes
Feature selection
Risk Assessment
Young Adult
03 medical and health sciences
Predictive Value of Tests
Internal medicine
Biomarkers, Tumor
Humans
Molecular Biology
Aged
business.industry
Gene Expression Profiling
Infant, Newborn
Infant
Reproducibility of Results
Hepatocellular Carcinoma
Cell Biology
TCGA
medicine.disease
Nomograms
030104 developmental biology
Test set
Transcriptome
business
Subjects
Details
- ISSN :
- 15734935 and 01448463
- Volume :
- 40
- Database :
- OpenAIRE
- Journal :
- Bioscience Reports
- Accession number :
- edsair.doi.dedup.....39cb2564d4f00aa402c79549823873fd
- Full Text :
- https://doi.org/10.1042/bsr20200894