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Gene expression signature of Gleason score is associated with prostate cancer outcomes in a radical prostatectomy cohort
Prostate cancer (PCa) is a leading cause of cancer-related mortality worldwide. Gleason score (GS) is one of the best predictors of PCa aggressiveness, but additional tumor biomarkers may improve its prognostic accuracy. We developed a gene expression signature of GS to enhance the prediction of PCa...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals LLC
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5522125/ https://www.ncbi.nlm.nih.gov/pubmed/28496006 http://dx.doi.org/10.18632/oncotarget.17428 |
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author | Jhun, Min A. Geybels, Milan S. Wright, Jonathan L. Kolb, Suzanne April, Craig Bibikova, Marina Ostrander, Elaine A. Fan, Jian-Bing Feng, Ziding Stanford, Janet L. |
author_facet | Jhun, Min A. Geybels, Milan S. Wright, Jonathan L. Kolb, Suzanne April, Craig Bibikova, Marina Ostrander, Elaine A. Fan, Jian-Bing Feng, Ziding Stanford, Janet L. |
author_sort | Jhun, Min A. |
collection | PubMed |
description | Prostate cancer (PCa) is a leading cause of cancer-related mortality worldwide. Gleason score (GS) is one of the best predictors of PCa aggressiveness, but additional tumor biomarkers may improve its prognostic accuracy. We developed a gene expression signature of GS to enhance the prediction of PCa outcomes. Elastic net was used to construct a gene expression signature by contrasting GS 8-10 vs. ≤6 tumors in The Cancer Genome Atlas (TCGA) dataset. The constructed signature was then evaluated for its ability to predict recurrence and metastatic-lethal (ML) progression in a Fred Hutchinson (FH) patient cohort (N=408; N(Recurrence)=109; N(MLprogression)=27). The expression signature included transcripts representing 49 genes. In the FH cohort, a 25% increase in the signature was associated with a hazard ratio (HR) of 1.51 (P=2.7×10(−5)) for recurrence. The signature's area under the curve (AUC) for predicting recurrence and ML progression was 0.68 and 0.76, respectively. Compared to a model with age at diagnosis, pathological stage and GS, the gene expression signature improved the AUC for recurrence (3%) and ML progression (6%). Higher levels of the signature were associated with increased expression of genes in cell cycle-related pathways and decreased expression of genes in androgen response, estrogen response, oxidative phosphorylation, and apoptosis. This gene expression signature based on GS may improve the prediction of recurrence as well as ML progression in PCa patients after radical prostatectomy. |
format | Online Article Text |
id | pubmed-5522125 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Impact Journals LLC |
record_format | MEDLINE/PubMed |
spelling | pubmed-55221252017-08-08 Gene expression signature of Gleason score is associated with prostate cancer outcomes in a radical prostatectomy cohort Jhun, Min A. Geybels, Milan S. Wright, Jonathan L. Kolb, Suzanne April, Craig Bibikova, Marina Ostrander, Elaine A. Fan, Jian-Bing Feng, Ziding Stanford, Janet L. Oncotarget Research Paper Prostate cancer (PCa) is a leading cause of cancer-related mortality worldwide. Gleason score (GS) is one of the best predictors of PCa aggressiveness, but additional tumor biomarkers may improve its prognostic accuracy. We developed a gene expression signature of GS to enhance the prediction of PCa outcomes. Elastic net was used to construct a gene expression signature by contrasting GS 8-10 vs. ≤6 tumors in The Cancer Genome Atlas (TCGA) dataset. The constructed signature was then evaluated for its ability to predict recurrence and metastatic-lethal (ML) progression in a Fred Hutchinson (FH) patient cohort (N=408; N(Recurrence)=109; N(MLprogression)=27). The expression signature included transcripts representing 49 genes. In the FH cohort, a 25% increase in the signature was associated with a hazard ratio (HR) of 1.51 (P=2.7×10(−5)) for recurrence. The signature's area under the curve (AUC) for predicting recurrence and ML progression was 0.68 and 0.76, respectively. Compared to a model with age at diagnosis, pathological stage and GS, the gene expression signature improved the AUC for recurrence (3%) and ML progression (6%). Higher levels of the signature were associated with increased expression of genes in cell cycle-related pathways and decreased expression of genes in androgen response, estrogen response, oxidative phosphorylation, and apoptosis. This gene expression signature based on GS may improve the prediction of recurrence as well as ML progression in PCa patients after radical prostatectomy. Impact Journals LLC 2017-04-26 /pmc/articles/PMC5522125/ /pubmed/28496006 http://dx.doi.org/10.18632/oncotarget.17428 Text en Copyright: © 2017 Jhun et al. http://creativecommons.org/licenses/by/3.0/ This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/) (CC-BY), which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Research Paper Jhun, Min A. Geybels, Milan S. Wright, Jonathan L. Kolb, Suzanne April, Craig Bibikova, Marina Ostrander, Elaine A. Fan, Jian-Bing Feng, Ziding Stanford, Janet L. Gene expression signature of Gleason score is associated with prostate cancer outcomes in a radical prostatectomy cohort |
title | Gene expression signature of Gleason score is associated with prostate cancer outcomes in a radical prostatectomy cohort |
title_full | Gene expression signature of Gleason score is associated with prostate cancer outcomes in a radical prostatectomy cohort |
title_fullStr | Gene expression signature of Gleason score is associated with prostate cancer outcomes in a radical prostatectomy cohort |
title_full_unstemmed | Gene expression signature of Gleason score is associated with prostate cancer outcomes in a radical prostatectomy cohort |
title_short | Gene expression signature of Gleason score is associated with prostate cancer outcomes in a radical prostatectomy cohort |
title_sort | gene expression signature of gleason score is associated with prostate cancer outcomes in a radical prostatectomy cohort |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5522125/ https://www.ncbi.nlm.nih.gov/pubmed/28496006 http://dx.doi.org/10.18632/oncotarget.17428 |
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