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Development of a novel gene signature to predict prognosis and response to PD-1 blockade in clear cell renal cell carcinoma

Clear cell renal cell carcinoma (ccRCC) is the most common kidney malignancy characterized by a poor prognosis. The treatment efficacy of immune checkpoint inhibitors (ICIs) also varies widely in advanced ccRCC. We aim to construct a robust gene signature to improve the prognostic discrimination and...

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Autores principales: Yin, Xiaomao, Wang, Zaoyu, Wang, Jianfeng, Xu, Yunze, Kong, Wen, Zhang, Jin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8253123/
https://www.ncbi.nlm.nih.gov/pubmed/34262797
http://dx.doi.org/10.1080/2162402X.2021.1933332
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author Yin, Xiaomao
Wang, Zaoyu
Wang, Jianfeng
Xu, Yunze
Kong, Wen
Zhang, Jin
author_facet Yin, Xiaomao
Wang, Zaoyu
Wang, Jianfeng
Xu, Yunze
Kong, Wen
Zhang, Jin
author_sort Yin, Xiaomao
collection PubMed
description Clear cell renal cell carcinoma (ccRCC) is the most common kidney malignancy characterized by a poor prognosis. The treatment efficacy of immune checkpoint inhibitors (ICIs) also varies widely in advanced ccRCC. We aim to construct a robust gene signature to improve the prognostic discrimination and prediction of ICIs for ccRCC patients. In this study, adopting differentially expressed genes from seven ccRCC datasets in GEO (Gene Expression Omnibus), a novel signature (FOXM1&TOP2A) was constructed in TCGA (The Cancer Genome Atlas) database by LASSO and Cox regression. Survival and time-dependent ROC analysis revealed the strong predictive ability of our signature in discovery set, two online validation sets and one tissue microarray (TMA) from our institution. High-risk group based on the signature comprises more high-grade (G3&G4) and advanced pathologic stage (stageIII/IV) tumors and presents hyperactivation of cell cycle process according to the functional analysis. Meanwhile, high-risk tumors demonstrate an immunosuppressive phenotype with more infiltrations of regulatory T cells (Tregs), macrophages and high expressions of genes negatively regulating anti-tumor immunity. Low-risk tumors have an improved response to anti-PD-1 therapy and the predictive ability of our signature is better than other recognized biomarkers in ccRCC. A nomogram containing this signature showed a high predictive accuracy with AUCs of 0.90 and 0.84 at 3 and 5 years. Overall, this robust signature could predict prognosis, evaluate immune microenvironment and response to anti-PD-1 therapy in ccRCC, which is very promising in clinical promotion.
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spelling pubmed-82531232021-07-13 Development of a novel gene signature to predict prognosis and response to PD-1 blockade in clear cell renal cell carcinoma Yin, Xiaomao Wang, Zaoyu Wang, Jianfeng Xu, Yunze Kong, Wen Zhang, Jin Oncoimmunology Original Research Clear cell renal cell carcinoma (ccRCC) is the most common kidney malignancy characterized by a poor prognosis. The treatment efficacy of immune checkpoint inhibitors (ICIs) also varies widely in advanced ccRCC. We aim to construct a robust gene signature to improve the prognostic discrimination and prediction of ICIs for ccRCC patients. In this study, adopting differentially expressed genes from seven ccRCC datasets in GEO (Gene Expression Omnibus), a novel signature (FOXM1&TOP2A) was constructed in TCGA (The Cancer Genome Atlas) database by LASSO and Cox regression. Survival and time-dependent ROC analysis revealed the strong predictive ability of our signature in discovery set, two online validation sets and one tissue microarray (TMA) from our institution. High-risk group based on the signature comprises more high-grade (G3&G4) and advanced pathologic stage (stageIII/IV) tumors and presents hyperactivation of cell cycle process according to the functional analysis. Meanwhile, high-risk tumors demonstrate an immunosuppressive phenotype with more infiltrations of regulatory T cells (Tregs), macrophages and high expressions of genes negatively regulating anti-tumor immunity. Low-risk tumors have an improved response to anti-PD-1 therapy and the predictive ability of our signature is better than other recognized biomarkers in ccRCC. A nomogram containing this signature showed a high predictive accuracy with AUCs of 0.90 and 0.84 at 3 and 5 years. Overall, this robust signature could predict prognosis, evaluate immune microenvironment and response to anti-PD-1 therapy in ccRCC, which is very promising in clinical promotion. Taylor & Francis 2021-06-30 /pmc/articles/PMC8253123/ /pubmed/34262797 http://dx.doi.org/10.1080/2162402X.2021.1933332 Text en © 2021 The Author(s). Published with license by Taylor & Francis Group, LLC. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ), which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Research
Yin, Xiaomao
Wang, Zaoyu
Wang, Jianfeng
Xu, Yunze
Kong, Wen
Zhang, Jin
Development of a novel gene signature to predict prognosis and response to PD-1 blockade in clear cell renal cell carcinoma
title Development of a novel gene signature to predict prognosis and response to PD-1 blockade in clear cell renal cell carcinoma
title_full Development of a novel gene signature to predict prognosis and response to PD-1 blockade in clear cell renal cell carcinoma
title_fullStr Development of a novel gene signature to predict prognosis and response to PD-1 blockade in clear cell renal cell carcinoma
title_full_unstemmed Development of a novel gene signature to predict prognosis and response to PD-1 blockade in clear cell renal cell carcinoma
title_short Development of a novel gene signature to predict prognosis and response to PD-1 blockade in clear cell renal cell carcinoma
title_sort development of a novel gene signature to predict prognosis and response to pd-1 blockade in clear cell renal cell carcinoma
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8253123/
https://www.ncbi.nlm.nih.gov/pubmed/34262797
http://dx.doi.org/10.1080/2162402X.2021.1933332
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