High-Resolution Cartography of the Transcriptome and Methylome Landscapes of Diffuse Gliomas

被引:7
作者
Willscher, Edith [1 ]
Hopp, Lydia [1 ]
Kreuz, Markus [2 ]
Schmidt, Maria [1 ]
Hakobyan, Siras [3 ,4 ]
Arakelyan, Arsen [3 ,4 ]
Hentschel, Bettina [2 ]
Jones, David T. W. [4 ,5 ]
Pfister, Stefan M. [4 ,5 ]
Loeffler, Markus [2 ]
Loeffler-Wirth, Henry [1 ]
Binder, Hans [1 ,4 ]
机构
[1] Univ Leipzig, Interdisciplinary Ctr Bioinformat, IZBI, Hartelstr 16-18, D-04107 Leipzig, Germany
[2] Univ Leipzig, Inst Med Informat Stat & Epidemiol, IMISE, Hartelstr 16-18, D-04107 Leipzig, Germany
[3] Natl Acad Sci Republ Armenia, Inst Mol Biol, Res Grp Bioinformat, 7 Hasratyan Str, Yerevan 0014, Armenia
[4] Armenian Bioinformat Inst ABI, 7 Hasratyan Str, Yerevan 0014, Armenia
[5] Hopp Childrens Canc Ctr Heidelberg KiTZ, Im Neuenheimer Feld 430, D-69120 Heidelberg, Germany
关键词
grade II-IV gliomas; gene expression; DNA methylation; tumor heterogeneity; molecular subtypes; tumor evolution; self-organizing maps machine learning; integrative bioinformatics; CENTRAL-NERVOUS-SYSTEM; DNA METHYLATION; GENE-EXPRESSION; CANCER IMMUNOGENOMICS; STEM-CELLS; LONG-TERM; GLIOBLASTOMA; MUTATIONS; CLASSIFICATION; SURVIVAL;
D O I
10.3390/cancers13133198
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
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. 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.
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页数:27
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