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Systematic Evaluation of the Diagnostic and Prognostic Significance of Competitive Endogenous RNA Networks in Prostate Cancer
Long non-coding RNA (lncRNA)-mediated competitive endogenous RNA (ceRNA) networks act as essential mechanisms in tumor initiation and progression, but their diagnostic and prognostic significance in prostate cancer (PCa) remains poorly understood. Presently, using the RNA expression data derived fro...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7406720/ https://www.ncbi.nlm.nih.gov/pubmed/32849794 http://dx.doi.org/10.3389/fgene.2020.00785 |
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author | Guo, Zihu Han, Liang Fu, Yingxue Wu, Ziyin Ma, Yaohua Li, Yueping Wang, Haiqing Jiang, Li Liang, Shengnan Wang, Zhenzhong Li, Furong Xiao, Wei Wang, Jingbo Wang, Yonghua |
author_facet | Guo, Zihu Han, Liang Fu, Yingxue Wu, Ziyin Ma, Yaohua Li, Yueping Wang, Haiqing Jiang, Li Liang, Shengnan Wang, Zhenzhong Li, Furong Xiao, Wei Wang, Jingbo Wang, Yonghua |
author_sort | Guo, Zihu |
collection | PubMed |
description | Long non-coding RNA (lncRNA)-mediated competitive endogenous RNA (ceRNA) networks act as essential mechanisms in tumor initiation and progression, but their diagnostic and prognostic significance in prostate cancer (PCa) remains poorly understood. Presently, using the RNA expression data derived from multiple independent PCa-related studies, we constructed a high confidence and PCa-specific core ceRNA network by employing three lncRNA-gene inference approaches and key node filter strategies and then established a logistic model and risk score formula to evaluate its diagnostic and prognostic values, respectively. The core ceRNA network consists of 10 nodes, all of which are significantly associated with clinical outcomes. Combination of expression of the 10 ceRNAs with a logistic model achieved AUC of ROC and PR curve up to ∼96 and 99% in excluding normal prostate samples, respectively. Additionally, a risk score formula constructed with the ceRNAs exhibited significant association with disease-free survival. More importantly, utilizing the expression of RNAs in the core ceRNA network as a molecular signature, the TCGA-PRAD cohort was divided into four novel clinically relevant subgroups with distinct expression patterns, highlighting a feasible way for improving patient stratification in the future. Overall, we constructed a PCa-specific core ceRNA network, which provides diagnostic and prognostic value. |
format | Online Article Text |
id | pubmed-7406720 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-74067202020-08-25 Systematic Evaluation of the Diagnostic and Prognostic Significance of Competitive Endogenous RNA Networks in Prostate Cancer Guo, Zihu Han, Liang Fu, Yingxue Wu, Ziyin Ma, Yaohua Li, Yueping Wang, Haiqing Jiang, Li Liang, Shengnan Wang, Zhenzhong Li, Furong Xiao, Wei Wang, Jingbo Wang, Yonghua Front Genet Genetics Long non-coding RNA (lncRNA)-mediated competitive endogenous RNA (ceRNA) networks act as essential mechanisms in tumor initiation and progression, but their diagnostic and prognostic significance in prostate cancer (PCa) remains poorly understood. Presently, using the RNA expression data derived from multiple independent PCa-related studies, we constructed a high confidence and PCa-specific core ceRNA network by employing three lncRNA-gene inference approaches and key node filter strategies and then established a logistic model and risk score formula to evaluate its diagnostic and prognostic values, respectively. The core ceRNA network consists of 10 nodes, all of which are significantly associated with clinical outcomes. Combination of expression of the 10 ceRNAs with a logistic model achieved AUC of ROC and PR curve up to ∼96 and 99% in excluding normal prostate samples, respectively. Additionally, a risk score formula constructed with the ceRNAs exhibited significant association with disease-free survival. More importantly, utilizing the expression of RNAs in the core ceRNA network as a molecular signature, the TCGA-PRAD cohort was divided into four novel clinically relevant subgroups with distinct expression patterns, highlighting a feasible way for improving patient stratification in the future. Overall, we constructed a PCa-specific core ceRNA network, which provides diagnostic and prognostic value. Frontiers Media S.A. 2020-07-30 /pmc/articles/PMC7406720/ /pubmed/32849794 http://dx.doi.org/10.3389/fgene.2020.00785 Text en Copyright © 2020 Guo, Han, Fu, Wu, Ma, Li, Wang, Jiang, Liang, Wang, Li, Xiao, Wang and Wang. http://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 | Genetics Guo, Zihu Han, Liang Fu, Yingxue Wu, Ziyin Ma, Yaohua Li, Yueping Wang, Haiqing Jiang, Li Liang, Shengnan Wang, Zhenzhong Li, Furong Xiao, Wei Wang, Jingbo Wang, Yonghua Systematic Evaluation of the Diagnostic and Prognostic Significance of Competitive Endogenous RNA Networks in Prostate Cancer |
title | Systematic Evaluation of the Diagnostic and Prognostic Significance of Competitive Endogenous RNA Networks in Prostate Cancer |
title_full | Systematic Evaluation of the Diagnostic and Prognostic Significance of Competitive Endogenous RNA Networks in Prostate Cancer |
title_fullStr | Systematic Evaluation of the Diagnostic and Prognostic Significance of Competitive Endogenous RNA Networks in Prostate Cancer |
title_full_unstemmed | Systematic Evaluation of the Diagnostic and Prognostic Significance of Competitive Endogenous RNA Networks in Prostate Cancer |
title_short | Systematic Evaluation of the Diagnostic and Prognostic Significance of Competitive Endogenous RNA Networks in Prostate Cancer |
title_sort | systematic evaluation of the diagnostic and prognostic significance of competitive endogenous rna networks in prostate cancer |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7406720/ https://www.ncbi.nlm.nih.gov/pubmed/32849794 http://dx.doi.org/10.3389/fgene.2020.00785 |
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