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Development and validation of an individualized immune-related gene pairs prognostic signature in papillary renal cell carcinoma
- Source :
- Frontiers in Genetics, Frontiers in Genetics, Vol 11 (2020)
- Publication Year :
- 2020
- Publisher :
- Research Square Platform LLC, 2020.
-
Abstract
- Background: Papillary renal carcinoma (PRCC) is one of the important subtypes of kidney cancer, with a high degree of heterogeneity. At present, there is still a lack of robust and accurate biomarkers for the diagnosis, prognosis and treatment selection of PRCC. Considering the important role of tumor immunity in PRCC, we aim to construct a signature based on immune-related gene pairs (IRGPs) to estimate the prognostic of patients with PRCC.Methods: We obtained gene expression profiling and clinical information of patients with PRCC from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO), which were divided into discovery and validation cohorts, respectively. The immune-related genes in the samples were used to construct gene pairs, and the immune-related genes pairs (IRGPs) with robust impact for overall survival (OS) were screened out to construct the signature by univariate analysis, multivariate Cox analysis, and least absolute shrinkage and selection operator (Lasso) analysis. Then we verified the prognostic role of the signature, and assessed the relationship between this signature with tumor immune infiltration and functional pathways.Results: A total of 315 patients were included in our study, and divided to discovery (n=287) and validation (n=28) cohorts. Finally, we selected 14 IRGPs with a panel of 22 unique genes to construct the prognostic signature. According to the signature, we stratified patients into high-risk group and low-risk group. In both discovery and validation cohorts, the results of Kaplan-Meier analysis showed that there were significant differences in OS between the two groups (p+ T cells, Tregs, and T follicular cell helper were significantly higher in the high-risk group. Functional analysis showed that multiple immune-related signaling pathways were enriched in the high-risk group.Conclusions: We successfully established an individualized prognostic immune-related gene pairs signature, which can accurately and independently predict the OS of patients with PRCC.
- Subjects :
- 0301 basic medicine
Oncology
medicine.medical_specialty
Multivariate analysis
lcsh:QH426-470
The Cancer Genome Atlas
03 medical and health sciences
0302 clinical medicine
Text mining
Internal medicine
medicine
Genetics
prognostic signature
Pathological
Genetics (clinical)
Original Research
Univariate analysis
gene expression omnibus
Papillary renal cell carcinomas
business.industry
medicine.disease
immune-related gene pairs
Gene expression profiling
lcsh:Genetics
030104 developmental biology
030220 oncology & carcinogenesis
Molecular Medicine
business
Kidney cancer
papillary renal carcinoma
CD8
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Frontiers in Genetics, Frontiers in Genetics, Vol 11 (2020)
- Accession number :
- edsair.doi.dedup.....7421e163d209f3d69343fda24e6311b8