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Development and validation of a new tumor-based gene signature predicting prognosis of HBV/HCV-included resected hepatocellular carcinoma patients
- Source :
- Journal of Translational Medicine, Journal of Translational Medicine, Vol 17, Iss 1, Pp 1-13 (2019)
- Publication Year :
- 2019
-
Abstract
- Background Due to the phenotypic and molecular diversity of hepatocellular carcinomas (HCC), it is still a challenge to determine patients’ prognosis. We aim to identify new prognostic markers for resected HCC patients. Methods 274 patients were retrospectively identified and samples collected from Zhongshan hospital, Fudan University. We analyzed the gene expression patterns of tumors and compared expression patterns with patient survival times. We identified a “9-gene signature” associated with survival by using the coefficient and regression formula of multivariate Cox model. This molecular signature was then validated in three patients cohorts from internal cohort (n = 69), TCGA (n = 369) and GEO dataset (n = 80). Results We identified 9-gene signature consisting of ZC2HC1A, MARCKSL1, PTGS1, CDKN2B, CLEC10A, PRDX3, PRKCH, MPEG1 and LMO2. The 9-gene signature was used, combined with clinical parameters, to fit a multivariable Cox model to the training cohort (concordance index, ci = 0.85), which was successfully validated (ci = 0.86 for internal cohort; ci = 0.78 for in silico cohort). The signature showed improved performance compared with clinical parameters alone (ci = 0.70). Furthermore, the signature predicted patient prognosis than previous gene signatures more accurately. It was also used to stratify early-stage, HBV or HCV-infected patients into low and high-risk groups, leading to significant differences in survival in training and validation (P
- Subjects :
- 0301 basic medicine
Oncology
Male
Hepatocellular carcinoma
lcsh:Medicine
Hepacivirus
Cohort Studies
0302 clinical medicine
Risk Factors
CDKN2B
Prospective cohort study
Liver resection
Liver Neoplasms
General Medicine
Middle Aged
Hepatitis B
Prognosis
Hepatitis C
Gene Expression Regulation, Neoplastic
Improved performance
030220 oncology & carcinogenesis
Molecular classification
Cohort
Female
Early stage disease
Adult
medicine.medical_specialty
Hepatitis B virus
Carcinoma, Hepatocellular
General Biochemistry, Genetics and Molecular Biology
03 medical and health sciences
Internal medicine
medicine
Biomarkers, Tumor
Humans
Aged
Retrospective Studies
Proportional hazards model
business.industry
Gene Expression Profiling
Research
lcsh:R
Microarray analysis
Gene signature
medicine.disease
Cell Transformation, Viral
030104 developmental biology
business
Transcriptome
Genes, Neoplasm
Subjects
Details
- ISSN :
- 14795876
- Volume :
- 17
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Journal of translational medicine
- Accession number :
- edsair.doi.dedup.....1d096dbc1f160b197e20b0a66620c7e6