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High-Resolution Cartography of the Transcriptome and Methylome Landscapes of Diffuse Gliomas
SIMPLE SUMMARY: A high degree of molecular heterogeneity is a fundamental characteristic of diffuse gliomas, a brain tumor entity, which splits into several subtypes of different but overall adverse prognosis. Heterogeneity is governed by a handful of key mutations—first of all, of the isocitrate de...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8268631/ https://www.ncbi.nlm.nih.gov/pubmed/34206856 http://dx.doi.org/10.3390/cancers13133198 |
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author | Willscher, Edith Hopp, Lydia Kreuz, Markus Schmidt, Maria Hakobyan, Siras Arakelyan, Arsen Hentschel, Bettina Jones, David T. W. Pfister, Stefan M. Loeffler, Markus Loeffler-Wirth, Henry Binder, Hans |
author_facet | Willscher, Edith Hopp, Lydia Kreuz, Markus Schmidt, Maria Hakobyan, Siras Arakelyan, Arsen Hentschel, Bettina Jones, David T. W. Pfister, Stefan M. Loeffler, Markus Loeffler-Wirth, Henry Binder, Hans |
author_sort | Willscher, Edith |
collection | PubMed |
description | SIMPLE SUMMARY: A high degree of molecular heterogeneity is a fundamental characteristic of diffuse gliomas, a brain tumor entity, which splits into several subtypes of different but overall adverse prognosis. Heterogeneity is governed by a handful of key mutations—first of all, of the isocitrate dehydrogenase gene. It drastically affects DNA methylation on a genome-wide scale. DNA methylation acts as an important regulator of gene transcription with consequences for glioma physiology. We here present a combined gene expression and DNA methylation study with the focus on lower-grade (II–III), adult-type gliomas. It aimed at deciphering glioma heterogeneity into molecular subtypes at a finer granularity level and at characterizing the underlying modes of gene regulation. Our analysis made use of high-resolution molecular portrayal, a machine learning approach to visualize complex genomic data. The results support the importance of epigenetics for glioma diversity and, in consequence, for prognosis and epigenetics-directed treatment. ABSTRACT: Molecular mechanisms of lower-grade (II–III) diffuse gliomas (LGG) are still poorly understood, mainly because of their heterogeneity. They split into astrocytoma- (IDH-A) and oligodendroglioma-like (IDH-O) tumors both carrying mutations(s) at the isocitrate dehydrogenase (IDH) gene and into IDH wild type (IDH-wt) gliomas of glioblastoma resemblance. We generated detailed maps of the transcriptomes and DNA methylomes, revealing that cell functions divided into three major archetypic hallmarks: (i) increased proliferation in IDH-wt and, to a lesser degree, IDH-O; (ii) increased inflammation in IDH-A and IDH-wt; and (iii) the loss of synaptic transmission in all subtypes. Immunogenic properties of IDH-A are diverse, partly resembling signatures observed in grade IV mesenchymal glioblastomas or in grade I pilocytic astrocytomas. We analyzed details of coregulation between gene expression and DNA methylation and of the immunogenic micro-environment presumably driving tumor development and treatment resistance. Our transcriptome and methylome maps support personalized, case-by-case views to decipher the heterogeneity of glioma states in terms of data portraits. Thereby, molecular cartography provides a graphical coordinate system that links gene-level information with glioma subtypes, their phenotypes, and clinical context. |
format | Online Article Text |
id | pubmed-8268631 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82686312021-07-10 High-Resolution Cartography of the Transcriptome and Methylome Landscapes of Diffuse Gliomas Willscher, Edith Hopp, Lydia Kreuz, Markus Schmidt, Maria Hakobyan, Siras Arakelyan, Arsen Hentschel, Bettina Jones, David T. W. Pfister, Stefan M. Loeffler, Markus Loeffler-Wirth, Henry Binder, Hans Cancers (Basel) Article SIMPLE SUMMARY: A high degree of molecular heterogeneity is a fundamental characteristic of diffuse gliomas, a brain tumor entity, which splits into several subtypes of different but overall adverse prognosis. Heterogeneity is governed by a handful of key mutations—first of all, of the isocitrate dehydrogenase gene. It drastically affects DNA methylation on a genome-wide scale. DNA methylation acts as an important regulator of gene transcription with consequences for glioma physiology. We here present a combined gene expression and DNA methylation study with the focus on lower-grade (II–III), adult-type gliomas. It aimed at deciphering glioma heterogeneity into molecular subtypes at a finer granularity level and at characterizing the underlying modes of gene regulation. Our analysis made use of high-resolution molecular portrayal, a machine learning approach to visualize complex genomic data. The results support the importance of epigenetics for glioma diversity and, in consequence, for prognosis and epigenetics-directed treatment. ABSTRACT: Molecular mechanisms of lower-grade (II–III) diffuse gliomas (LGG) are still poorly understood, mainly because of their heterogeneity. They split into astrocytoma- (IDH-A) and oligodendroglioma-like (IDH-O) tumors both carrying mutations(s) at the isocitrate dehydrogenase (IDH) gene and into IDH wild type (IDH-wt) gliomas of glioblastoma resemblance. We generated detailed maps of the transcriptomes and DNA methylomes, revealing that cell functions divided into three major archetypic hallmarks: (i) increased proliferation in IDH-wt and, to a lesser degree, IDH-O; (ii) increased inflammation in IDH-A and IDH-wt; and (iii) the loss of synaptic transmission in all subtypes. Immunogenic properties of IDH-A are diverse, partly resembling signatures observed in grade IV mesenchymal glioblastomas or in grade I pilocytic astrocytomas. We analyzed details of coregulation between gene expression and DNA methylation and of the immunogenic micro-environment presumably driving tumor development and treatment resistance. Our transcriptome and methylome maps support personalized, case-by-case views to decipher the heterogeneity of glioma states in terms of data portraits. Thereby, molecular cartography provides a graphical coordinate system that links gene-level information with glioma subtypes, their phenotypes, and clinical context. MDPI 2021-06-26 /pmc/articles/PMC8268631/ /pubmed/34206856 http://dx.doi.org/10.3390/cancers13133198 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Willscher, Edith Hopp, Lydia Kreuz, Markus Schmidt, Maria Hakobyan, Siras Arakelyan, Arsen Hentschel, Bettina Jones, David T. W. Pfister, Stefan M. Loeffler, Markus Loeffler-Wirth, Henry Binder, Hans High-Resolution Cartography of the Transcriptome and Methylome Landscapes of Diffuse Gliomas |
title | High-Resolution Cartography of the Transcriptome and Methylome Landscapes of Diffuse Gliomas |
title_full | High-Resolution Cartography of the Transcriptome and Methylome Landscapes of Diffuse Gliomas |
title_fullStr | High-Resolution Cartography of the Transcriptome and Methylome Landscapes of Diffuse Gliomas |
title_full_unstemmed | High-Resolution Cartography of the Transcriptome and Methylome Landscapes of Diffuse Gliomas |
title_short | High-Resolution Cartography of the Transcriptome and Methylome Landscapes of Diffuse Gliomas |
title_sort | high-resolution cartography of the transcriptome and methylome landscapes of diffuse gliomas |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8268631/ https://www.ncbi.nlm.nih.gov/pubmed/34206856 http://dx.doi.org/10.3390/cancers13133198 |
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