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Prognostic Analysis of Differentially Expressed DNA Damage Repair Genes in Bladder Cancer
Bladder cancer (BCa) is the tenth most common tumor in humans. DNA damage repair genes (DDRGs) play important roles in many malignant tumors; thus, their functions in BCa should also be explored. We performed a comprehensive analysis of the expression profiles of DDRGs in 410 BCa tumors and 19 norma...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9172279/ https://www.ncbi.nlm.nih.gov/pubmed/35685866 http://dx.doi.org/10.3389/pore.2022.1610267 |
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author | Yang, Yong Yu, Jieqing Xiong, Yuanping Xiao, Jiansheng Dai, Daofeng Zhang, Feng |
author_facet | Yang, Yong Yu, Jieqing Xiong, Yuanping Xiao, Jiansheng Dai, Daofeng Zhang, Feng |
author_sort | Yang, Yong |
collection | PubMed |
description | Bladder cancer (BCa) is the tenth most common tumor in humans. DNA damage repair genes (DDRGs) play important roles in many malignant tumors; thus, their functions in BCa should also be explored. We performed a comprehensive analysis of the expression profiles of DDRGs in 410 BCa tumors and 19 normal tissues from The Cancer Genome Atlas database. We identified 123 DDRGs differentially expressed between BCa tumors and normal tissues, including 95 upregulated and 28 downregulated genes. We detected 22 DDRGs associated with overall survival (OS) of patients with BCa by performing univariate Cox regression analysis. To explore the interactions between OS-associated DDRGs, we constructed a PPI network, which showed that the top six DDRGs (CDCA2, FOXM1, PBK, RRM2, ORC1, and HDAC4) with the highest scores in the PPI network might play significant roles in OS of BCa. Moreover, to investigate the latent regulatory mechanism of these OS-associated DDRGs, we analyzed the transcription factors (TFs)-DDRGs regulatory network. The core seven TFs (NCAPG, DNMT1, LMNB1, BRCA1, E2H2, CENPA, and E2F7) were shown to be critical regulators of the OS-related DDRGs. The 22 DDRGs were incorporated into a stepwise multivariable Cox analysis. Then, we built the index of risk score based on the expression of 8 DDRGs (CAD, HDAC10, JDP2, LDLR, PDGFRA, POLA2, SREBF1, and STAT1). The p-value < 0.0001 in the Kaplan–Meier survival plot and an area under the ROC curve (AUC) of 0.771 in TCGA-BLCA training dataset suggested the high specificity and sensitivity of the prognostic index. Furthermore, we validated the risk score in the internal TCGA-BLCA and an independent GSE32894 dataset, with AUC of 0.743 and 0.827, respectively. More importantly, the multivariate Cox regression and stratification analysis demonstrated that the predictor was independent of various clinical parameters, including age, tumor stage, grade, and number of positive tumor lymph nodes. In summary, a panel of 8 DNA damage repair genes associated with overall survival in bladder cancer may be a useful prognostic tool. |
format | Online Article Text |
id | pubmed-9172279 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91722792022-06-08 Prognostic Analysis of Differentially Expressed DNA Damage Repair Genes in Bladder Cancer Yang, Yong Yu, Jieqing Xiong, Yuanping Xiao, Jiansheng Dai, Daofeng Zhang, Feng Pathol Oncol Res Pathology and Oncology Archive Bladder cancer (BCa) is the tenth most common tumor in humans. DNA damage repair genes (DDRGs) play important roles in many malignant tumors; thus, their functions in BCa should also be explored. We performed a comprehensive analysis of the expression profiles of DDRGs in 410 BCa tumors and 19 normal tissues from The Cancer Genome Atlas database. We identified 123 DDRGs differentially expressed between BCa tumors and normal tissues, including 95 upregulated and 28 downregulated genes. We detected 22 DDRGs associated with overall survival (OS) of patients with BCa by performing univariate Cox regression analysis. To explore the interactions between OS-associated DDRGs, we constructed a PPI network, which showed that the top six DDRGs (CDCA2, FOXM1, PBK, RRM2, ORC1, and HDAC4) with the highest scores in the PPI network might play significant roles in OS of BCa. Moreover, to investigate the latent regulatory mechanism of these OS-associated DDRGs, we analyzed the transcription factors (TFs)-DDRGs regulatory network. The core seven TFs (NCAPG, DNMT1, LMNB1, BRCA1, E2H2, CENPA, and E2F7) were shown to be critical regulators of the OS-related DDRGs. The 22 DDRGs were incorporated into a stepwise multivariable Cox analysis. Then, we built the index of risk score based on the expression of 8 DDRGs (CAD, HDAC10, JDP2, LDLR, PDGFRA, POLA2, SREBF1, and STAT1). The p-value < 0.0001 in the Kaplan–Meier survival plot and an area under the ROC curve (AUC) of 0.771 in TCGA-BLCA training dataset suggested the high specificity and sensitivity of the prognostic index. Furthermore, we validated the risk score in the internal TCGA-BLCA and an independent GSE32894 dataset, with AUC of 0.743 and 0.827, respectively. More importantly, the multivariate Cox regression and stratification analysis demonstrated that the predictor was independent of various clinical parameters, including age, tumor stage, grade, and number of positive tumor lymph nodes. In summary, a panel of 8 DNA damage repair genes associated with overall survival in bladder cancer may be a useful prognostic tool. Frontiers Media S.A. 2022-05-24 /pmc/articles/PMC9172279/ /pubmed/35685866 http://dx.doi.org/10.3389/pore.2022.1610267 Text en Copyright © 2022 Yang, Yu, Xiong, Xiao, Dai and Zhang. 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 Yang, Yong Yu, Jieqing Xiong, Yuanping Xiao, Jiansheng Dai, Daofeng Zhang, Feng Prognostic Analysis of Differentially Expressed DNA Damage Repair Genes in Bladder Cancer |
title | Prognostic Analysis of Differentially Expressed DNA Damage Repair Genes in Bladder Cancer |
title_full | Prognostic Analysis of Differentially Expressed DNA Damage Repair Genes in Bladder Cancer |
title_fullStr | Prognostic Analysis of Differentially Expressed DNA Damage Repair Genes in Bladder Cancer |
title_full_unstemmed | Prognostic Analysis of Differentially Expressed DNA Damage Repair Genes in Bladder Cancer |
title_short | Prognostic Analysis of Differentially Expressed DNA Damage Repair Genes in Bladder Cancer |
title_sort | prognostic analysis of differentially expressed dna damage repair genes in bladder cancer |
topic | Pathology and Oncology Archive |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9172279/ https://www.ncbi.nlm.nih.gov/pubmed/35685866 http://dx.doi.org/10.3389/pore.2022.1610267 |
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