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Long non-coding RNAs identify a subset of luminal muscle-invasive bladder cancer patients with favorable prognosis
BACKGROUND: Muscle-invasive bladder cancer (MIBC) is a heterogeneous disease, and gene expression profiling has identified several molecular subtypes with distinct biological and clinicopathological characteristics. While MIBC subtyping has primarily been based on messenger RNA (mRNA), long non-codi...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6796434/ https://www.ncbi.nlm.nih.gov/pubmed/31619281 http://dx.doi.org/10.1186/s13073-019-0669-z |
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author | de Jong, Joep J. Liu, Yang Robertson, A. Gordon Seiler, Roland Groeneveld, Clarice S. van der Heijden, Michiel S. Wright, Jonathan L. Douglas, James Dall’Era, Marc Crabb, Simon J. van Rhijn, Bas W. G. van Kessel, Kim E. M. Davicioni, Elai Castro, Mauro A. A. Lotan, Yair Zwarthoff, Ellen C. Black, Peter C. Boormans, Joost L. Gibb, Ewan A. |
author_facet | de Jong, Joep J. Liu, Yang Robertson, A. Gordon Seiler, Roland Groeneveld, Clarice S. van der Heijden, Michiel S. Wright, Jonathan L. Douglas, James Dall’Era, Marc Crabb, Simon J. van Rhijn, Bas W. G. van Kessel, Kim E. M. Davicioni, Elai Castro, Mauro A. A. Lotan, Yair Zwarthoff, Ellen C. Black, Peter C. Boormans, Joost L. Gibb, Ewan A. |
author_sort | de Jong, Joep J. |
collection | PubMed |
description | BACKGROUND: Muscle-invasive bladder cancer (MIBC) is a heterogeneous disease, and gene expression profiling has identified several molecular subtypes with distinct biological and clinicopathological characteristics. While MIBC subtyping has primarily been based on messenger RNA (mRNA), long non-coding RNAs (lncRNAs) may provide additional resolution. METHODS: LncRNA expression was quantified from microarray data of a MIBC cohort treated with neoadjuvant chemotherapy (NAC) and radical cystectomy (RC) (n = 223). Unsupervised consensus clustering of highly variant lncRNAs identified a four-cluster solution, which was characterized using a panel of MIBC biomarkers, regulon activity profiles, gene signatures, and survival analysis. The four-cluster solution was confirmed in The Cancer Genome Atlas (TCGA) cohort (n = 405). A single-sample genomic classifier (GC) was trained using ridge-penalized logistic regression and validated in two independent cohorts (n = 255 and n = 94). RESULTS: NAC and TCGA cohorts both contained an lncRNA cluster (LC3) with favorable prognosis that was enriched with tumors of the luminal-papillary (LP) subtype. In both cohorts, patients with LP tumors in LC3 (LPL-C3) were younger and had organ-confined, node-negative disease. The LPL-C3 tumors had enhanced FGFR3, SHH, and wild-type p53 pathway activity. In the TCGA cohort, LPL-C3 tumors were enriched for FGFR3 mutations and depleted for TP53 and RB1 mutations. A GC trained to identify these LPL-C3 patients showed robust performance in two validation cohorts. CONCLUSIONS: Using lncRNA expression profiles, we identified a biologically distinct subgroup of luminal-papillary MIBC with a favorable prognosis. These data suggest that lncRNAs provide additional information for higher-resolution subtyping, potentially improving precision patient management. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13073-019-0669-z) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6796434 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-67964342019-10-21 Long non-coding RNAs identify a subset of luminal muscle-invasive bladder cancer patients with favorable prognosis de Jong, Joep J. Liu, Yang Robertson, A. Gordon Seiler, Roland Groeneveld, Clarice S. van der Heijden, Michiel S. Wright, Jonathan L. Douglas, James Dall’Era, Marc Crabb, Simon J. van Rhijn, Bas W. G. van Kessel, Kim E. M. Davicioni, Elai Castro, Mauro A. A. Lotan, Yair Zwarthoff, Ellen C. Black, Peter C. Boormans, Joost L. Gibb, Ewan A. Genome Med Research BACKGROUND: Muscle-invasive bladder cancer (MIBC) is a heterogeneous disease, and gene expression profiling has identified several molecular subtypes with distinct biological and clinicopathological characteristics. While MIBC subtyping has primarily been based on messenger RNA (mRNA), long non-coding RNAs (lncRNAs) may provide additional resolution. METHODS: LncRNA expression was quantified from microarray data of a MIBC cohort treated with neoadjuvant chemotherapy (NAC) and radical cystectomy (RC) (n = 223). Unsupervised consensus clustering of highly variant lncRNAs identified a four-cluster solution, which was characterized using a panel of MIBC biomarkers, regulon activity profiles, gene signatures, and survival analysis. The four-cluster solution was confirmed in The Cancer Genome Atlas (TCGA) cohort (n = 405). A single-sample genomic classifier (GC) was trained using ridge-penalized logistic regression and validated in two independent cohorts (n = 255 and n = 94). RESULTS: NAC and TCGA cohorts both contained an lncRNA cluster (LC3) with favorable prognosis that was enriched with tumors of the luminal-papillary (LP) subtype. In both cohorts, patients with LP tumors in LC3 (LPL-C3) were younger and had organ-confined, node-negative disease. The LPL-C3 tumors had enhanced FGFR3, SHH, and wild-type p53 pathway activity. In the TCGA cohort, LPL-C3 tumors were enriched for FGFR3 mutations and depleted for TP53 and RB1 mutations. A GC trained to identify these LPL-C3 patients showed robust performance in two validation cohorts. CONCLUSIONS: Using lncRNA expression profiles, we identified a biologically distinct subgroup of luminal-papillary MIBC with a favorable prognosis. These data suggest that lncRNAs provide additional information for higher-resolution subtyping, potentially improving precision patient management. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s13073-019-0669-z) contains supplementary material, which is available to authorized users. BioMed Central 2019-10-17 /pmc/articles/PMC6796434/ /pubmed/31619281 http://dx.doi.org/10.1186/s13073-019-0669-z Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research de Jong, Joep J. Liu, Yang Robertson, A. Gordon Seiler, Roland Groeneveld, Clarice S. van der Heijden, Michiel S. Wright, Jonathan L. Douglas, James Dall’Era, Marc Crabb, Simon J. van Rhijn, Bas W. G. van Kessel, Kim E. M. Davicioni, Elai Castro, Mauro A. A. Lotan, Yair Zwarthoff, Ellen C. Black, Peter C. Boormans, Joost L. Gibb, Ewan A. Long non-coding RNAs identify a subset of luminal muscle-invasive bladder cancer patients with favorable prognosis |
title | Long non-coding RNAs identify a subset of luminal muscle-invasive bladder cancer patients with favorable prognosis |
title_full | Long non-coding RNAs identify a subset of luminal muscle-invasive bladder cancer patients with favorable prognosis |
title_fullStr | Long non-coding RNAs identify a subset of luminal muscle-invasive bladder cancer patients with favorable prognosis |
title_full_unstemmed | Long non-coding RNAs identify a subset of luminal muscle-invasive bladder cancer patients with favorable prognosis |
title_short | Long non-coding RNAs identify a subset of luminal muscle-invasive bladder cancer patients with favorable prognosis |
title_sort | long non-coding rnas identify a subset of luminal muscle-invasive bladder cancer patients with favorable prognosis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6796434/ https://www.ncbi.nlm.nih.gov/pubmed/31619281 http://dx.doi.org/10.1186/s13073-019-0669-z |
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