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Ubiquitination-Related Molecular Subtypes and a Novel Prognostic Index for Bladder Cancer Patients
Objective: To develop and validate ubiquitination-related molecular subtypes and a novel prognostic index using ubiquitination-related genes (URGs) for patients with bladder cancer (BCa). Materials and Methods: We downloaded the clinical data and transcriptome data of BCa from TCGA and GEO database....
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8585742/ https://www.ncbi.nlm.nih.gov/pubmed/34776794 http://dx.doi.org/10.3389/pore.2021.1609941 |
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author | Cai, Hai Chen, Hang Huang, Qi Zhu, Jun-Ming Ke, Zhi-Bin Lin, Yun-Zhi Zheng, Qing-Shui Wei, Yong Xu, Ning Xue, Xue-Yi |
author_facet | Cai, Hai Chen, Hang Huang, Qi Zhu, Jun-Ming Ke, Zhi-Bin Lin, Yun-Zhi Zheng, Qing-Shui Wei, Yong Xu, Ning Xue, Xue-Yi |
author_sort | Cai, Hai |
collection | PubMed |
description | Objective: To develop and validate ubiquitination-related molecular subtypes and a novel prognostic index using ubiquitination-related genes (URGs) for patients with bladder cancer (BCa). Materials and Methods: We downloaded the clinical data and transcriptome data of BCa from TCGA and GEO database. Consensus clustering analysis was conducted to identify ubiquitination-related molecular subtypes for BCa. Besides, we performed univariate and multivariate Cox regression analysis to develop a novel prognostic URGs-related index for BCa. We conducted internal and external verification in TCGA cohort and GEO cohort, respectively. Furthermore, the associations of ubiquitination-related molecular subtypes and prognostic index with tumor immune environment were also investigated. Results: A total of four ubiquitination-related molecular subtypes of BCa were finally identified. These four molecular subtypes had significantly different clinical characteristics, prognosis, PD-L1 expression level and tumor microenvironment. Besides, we developed a novel prognostic index using six URGs (including HLA-A, TMEM129, UBE2D1, UBE2N, UBE2T and USP5). The difference in OS between high and low-risk group was statistically significant in training cohort, testing cohort, and validating cohort. The area under ROC curve (AUC) for OS prediction was 0.736, 0.723, and 0.683 in training cohort, testing cohort, and validating cohort, respectively. Multivariate survival analysis showed that this index was an independent predictor for OS. This prognostic index was especially suitable for subtype 1 and 3, older, male, high grade, AJCC stage III-IV, stage N0, stage T3-4 BCa patients. Conclusions: This study identified a total of four ubiquitination-related molecular subtypes with significantly different tumor microenvironment, prognosis, clinical characteristics and PD-L1 expression level. Besides, a novel ubiquitination-related prognostic index for BCa patients was developed and successfully verified, which performed well in predicting prognosis of BCa. |
format | Online Article Text |
id | pubmed-8585742 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-85857422021-11-13 Ubiquitination-Related Molecular Subtypes and a Novel Prognostic Index for Bladder Cancer Patients Cai, Hai Chen, Hang Huang, Qi Zhu, Jun-Ming Ke, Zhi-Bin Lin, Yun-Zhi Zheng, Qing-Shui Wei, Yong Xu, Ning Xue, Xue-Yi Pathol Oncol Res Pathology and Oncology Archive Objective: To develop and validate ubiquitination-related molecular subtypes and a novel prognostic index using ubiquitination-related genes (URGs) for patients with bladder cancer (BCa). Materials and Methods: We downloaded the clinical data and transcriptome data of BCa from TCGA and GEO database. Consensus clustering analysis was conducted to identify ubiquitination-related molecular subtypes for BCa. Besides, we performed univariate and multivariate Cox regression analysis to develop a novel prognostic URGs-related index for BCa. We conducted internal and external verification in TCGA cohort and GEO cohort, respectively. Furthermore, the associations of ubiquitination-related molecular subtypes and prognostic index with tumor immune environment were also investigated. Results: A total of four ubiquitination-related molecular subtypes of BCa were finally identified. These four molecular subtypes had significantly different clinical characteristics, prognosis, PD-L1 expression level and tumor microenvironment. Besides, we developed a novel prognostic index using six URGs (including HLA-A, TMEM129, UBE2D1, UBE2N, UBE2T and USP5). The difference in OS between high and low-risk group was statistically significant in training cohort, testing cohort, and validating cohort. The area under ROC curve (AUC) for OS prediction was 0.736, 0.723, and 0.683 in training cohort, testing cohort, and validating cohort, respectively. Multivariate survival analysis showed that this index was an independent predictor for OS. This prognostic index was especially suitable for subtype 1 and 3, older, male, high grade, AJCC stage III-IV, stage N0, stage T3-4 BCa patients. Conclusions: This study identified a total of four ubiquitination-related molecular subtypes with significantly different tumor microenvironment, prognosis, clinical characteristics and PD-L1 expression level. Besides, a novel ubiquitination-related prognostic index for BCa patients was developed and successfully verified, which performed well in predicting prognosis of BCa. Frontiers Media S.A. 2021-10-29 /pmc/articles/PMC8585742/ /pubmed/34776794 http://dx.doi.org/10.3389/pore.2021.1609941 Text en Copyright © 2021 Cai, Chen, Huang, Zhu, Ke, Lin, Zheng, Wei, Xu and Xue. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Pathology and Oncology Archive Cai, Hai Chen, Hang Huang, Qi Zhu, Jun-Ming Ke, Zhi-Bin Lin, Yun-Zhi Zheng, Qing-Shui Wei, Yong Xu, Ning Xue, Xue-Yi Ubiquitination-Related Molecular Subtypes and a Novel Prognostic Index for Bladder Cancer Patients |
title | Ubiquitination-Related Molecular Subtypes and a Novel Prognostic Index for Bladder Cancer Patients |
title_full | Ubiquitination-Related Molecular Subtypes and a Novel Prognostic Index for Bladder Cancer Patients |
title_fullStr | Ubiquitination-Related Molecular Subtypes and a Novel Prognostic Index for Bladder Cancer Patients |
title_full_unstemmed | Ubiquitination-Related Molecular Subtypes and a Novel Prognostic Index for Bladder Cancer Patients |
title_short | Ubiquitination-Related Molecular Subtypes and a Novel Prognostic Index for Bladder Cancer Patients |
title_sort | ubiquitination-related molecular subtypes and a novel prognostic index for bladder cancer patients |
topic | Pathology and Oncology Archive |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8585742/ https://www.ncbi.nlm.nih.gov/pubmed/34776794 http://dx.doi.org/10.3389/pore.2021.1609941 |
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