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A novel prognostic risk score model based on immune-related genes in patients with stage IV colorectal cancer
- Source :
- Bioscience Reports
- Publication Year :
- 2020
- Publisher :
- Portland Press Ltd., 2020.
-
Abstract
- Purpose: The aims of the present study were to explore immune-related genes (IRGs) in stage IV colorectal cancer (CRC) and construct a prognostic risk score model to predict patient overall survival (OS), providing a reference for individualized clinical treatment. Methods: High-throughput RNA-sequencing, phenotype, and survival data from patients with stage IV CRC were downloaded from TCGA. Candidate genes were identified by screening for differentially expressed IRGs (DE-IRGs). Univariate Cox regression, LASSO, and multivariate Cox regression analyses were used to determine the final variables for construction of the prognostic risk score model. GSE17536 from the GEO database was used as an external validation dataset to evaluate the predictive power of the model. Results: A total of 770 candidate DE-IRGs were obtained, and a prognostic risk score model was constructed by variable screening using the following 12 genes: FGFR4, LGR6, TRBV12-3, NUDT6, MET, PDIA2, ORM1, IGKV3D-20, THRB, WNT5A, FGF18, and CCR8. In the external validation set, the survival prediction C-index was 0.685, and the AUC values were 0.583, 0.731, and 0.837 for 1-, 2- and 3-year OS, respectively. Univariate and multivariate Cox regression analyses demonstrated that the risk score model was an independent prognostic factor for patients with stage IV CRC. High- and low-risk patient groups had significant differences in the expression of checkpoint coding genes (ICGs). Conclusion: The prognostic risk score model for stage IV CRC developed in the present study based on immune-related genes has acceptable predictive power, and is closely related to the expression of ICGs.
- Subjects :
- Male
0301 basic medicine
Oncology
Candidate gene
Multivariate statistics
Datasets as Topic
Kaplan-Meier Estimate
Biochemistry
0302 clinical medicine
Lasso (statistics)
Protein Interaction Mapping
prognostic model
Gene Regulatory Networks
Protein Interaction Maps
RNA-Seq
IRGs
Research Articles
Cancer
Framingham Risk Score
metastatic colorectal cancer
Genomics
Middle Aged
Prognosis
Gene Expression Regulation, Neoplastic
030220 oncology & carcinogenesis
immune-related genes
Female
Colorectal Neoplasms
medicine.medical_specialty
Stage IV Colorectal Cancer
Bioinformatics
overall survival
Biophysics
risk score
Risk Assessment
03 medical and health sciences
Predictive Value of Tests
Internal medicine
Biomarkers, Tumor
medicine
Humans
Molecular Biology
Aged
Neoplasm Staging
Models, Genetic
business.industry
Proportional hazards model
Univariate
Cell Biology
030104 developmental biology
business
Subjects
Details
- ISSN :
- 15734935 and 01448463
- Volume :
- 40
- Database :
- OpenAIRE
- Journal :
- Bioscience Reports
- Accession number :
- edsair.doi.dedup.....5e92c6663396d7cbede23254d12123ad
- Full Text :
- https://doi.org/10.1042/bsr20201725