ArticleCancer medicine2019
Construction of immune-related risk signature for renal papillary cell carcinoma.
Article in Cancer medicine, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 41 papers.
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Who cites it
41 citing papers in PubMed, 85 citations in OpenAlex.
- Integrative analysis of the roles and prognostic value of RNA-binding proteins in papillary renal cell carcinoma.Discover oncology · 2026Article
- A Narrative Review of Prognostic Gene Signatures in Oral Squamous Cell Carcinoma Using LASSO Cox Regression.Biomedicines · 2025Review
- Prediction of clear cell renal cell carcinoma prognosis based on an immunogenomic landscape analysis.Heliyon · 2024Article
- Identification of prognostic stemness-related genes in kidney renal papillary cell carcinoma.BMC medical genomics · 2024Article
- Article
- Network diffusion-based approach for survival prediction and identification of biomarkers using multi-omics data of papillary renal cell carcinoma.Molecular genetics and genomics : MGG · 2023Article
- Seven Immune-Related Genes' Prognostic Value and Correlation with Treatment Outcome in Head and Neck Squamous Cell Carcinoma.Mediators of inflammation · 2023Article
- Immune-related 3-lncRNA signature with prognostic connotation in a multi-cancer setting.Journal of translational medicine · 2022Article
- A prognostic Risk Score model for oral squamous cell carcinoma constructed by 6 glycolysis-immune-related genes.BMC oral health · 2022Article
- Upregulation of Centromere Proteins as Potential Biomarkers for Esophageal Squamous Cell Carcinoma Diagnosis and Prognosis.BioMed research international · 2022Article
- Phosphogluconate dehydrogenase is a predictive biomarker for immunotherapy in hepatocellular carcinoma.Frontiers in oncology · 2022Article
- A united risk model of 11 immune‑related gene pairs and clinical stage for prediction of overall survival in clear cell renal cell carcinoma patients.Bioengineered · 2021Article
- A novel prognostic cancer-related lncRNA signature in papillary renal cell carcinoma.Cancer cell international · 2021Article
- Identification of immunization-related new prognostic biomarkers for papillary renal cell carcinoma by integrated bioinformatics analysis.BMC medical genomics · 2021Article
- Identification of core miRNA prognostic markers in patients with laryngeal cancer using bioinformatics analysis.European archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery · 2021Article
- Development and verification of an immune-related gene pairs prognostic signature in ovarian cancer.Journal of cellular and molecular medicine · 2021Article
- Identification of an Immune-Related Risk Signature Correlates With Immunophenotype and Predicts Anti-PD-L1 Efficacy of Urothelial Cancer.Frontiers in cell and developmental biology · 2021Article
- Survival prediction and response to immune checkpoint inhibitors: A prognostic immune signature for hepatocellular carcinoma.Translational oncology · 2021Article
- The role of an immune signature for prognosis and immunotherapy response in endometrial cancer.American journal of translational research · 2021Article
- Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.Frontiers in immunology · 2021Article
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Authors and funding
6 authors at 4 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The kidney renal papillary cell carcinoma (KIRP) is a relatively rare type of kidney cancer. There has been no investigation to find a robust signature to predict the survival outcome of KIRP patients in the aspect of tumor immunology. In this study, 285 KIRP samples from The Cancer Genome Atlas (TCGA) were randomly divided into training and testing set. A total of 1534 immune-related genes from The Immunology Database and Analysis Portal (ImmPort) were used as candidates to construct the signature. Using univariate Cox analysis, we evaluated the relationship between overall survival and immune-related genes expression and found 272 immune-related genes with predicting prognostic ability. In order to construct an efficient predictive model, the Cox proportional hazards model with an elastic-net penalty was used and identified 23 groups after 1000 iterations. As a result, 15-genes model showing more stable than other gene groups was chosen to construct our immune-related risk signature. In line with our expectations, the signature can independently predict the survival outcome of KIRP patients. Patients with high-immune risk were found correlated with advanced stage. We also found that the high-immune risk patients with higher PBRM1 and SETD2 mutations, increasing chromosomal instability, together with the gene set enrichment analysis (GSEA) results showing intensive connection of our signature with immune pathways. In conclusion, our study constructs a robust 15-gene signature for predicting KIRP patients' survival outcome on the basis of tumor immune environment and may provide possible relationship between prognosis and immune-related biological function.
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