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.
引用
收藏
页数:27
相关论文
共 50 条
  • [31] High-resolution spectrometry for diffuse light by use of anamorphic concentration
    Davidson, N
    Khaykovich, L
    Hasman, E
    OPTICS LETTERS, 1999, 24 (24) : 1835 - 1837
  • [32] High-Resolution MR Neurography of Diffuse Peripheral Nerve Lesions
    Thawait, S. K.
    Chaudhry, V.
    Thawait, G. K.
    Wang, K. C.
    Belzberg, A.
    Carrino, J. A.
    Chhabra, A.
    AMERICAN JOURNAL OF NEURORADIOLOGY, 2011, 32 (08) : 1365 - 1372
  • [33] A high-resolution map of diffuse groundwater recharge rates for Australia
    Lee, Stephen
    Irvine, Dylan J.
    Duvert, Clement
    Rau, Gabriel C.
    Cartwright, Ian
    HYDROLOGY AND EARTH SYSTEM SCIENCES, 2024, 28 (07) : 1771 - 1790
  • [34] High-resolution CT in diagnosis of diffuse infiltrative lung disease
    Zompatori, M
    Sverzellati, N
    Poletti, V
    Bnà, C
    Ormitti, F
    Spaggiari, E
    Maffei, E
    SEMINARS IN ULTRASOUND CT AND MRI, 2005, 26 (05) : 332 - 347
  • [35] DIFFUSE PANBRONCHIOLITIS - CORRELATION OF HIGH-RESOLUTION CT AND PATHOLOGIC FINDINGS
    NISHIMURA, K
    KITAICHI, M
    IZUMI, T
    ITOH, H
    RADIOLOGY, 1992, 184 (03) : 779 - 785
  • [36] Approximation of diffuse attenuation, Kd, for MODIS high-resolution bands
    Tomlinson, Michelle C.
    Stumpf, Richard P.
    Vogel, Ronald L.
    REMOTE SENSING LETTERS, 2019, 10 (02) : 178 - 185
  • [37] THERMAL DIFFUSE-SCATTERING IN HIGH-RESOLUTION ELECTRON HOLOGRAPHY
    WANG, ZL
    ULTRAMICROSCOPY, 1993, 52 (3-4) : 504 - 511
  • [38] HIGH-RESOLUTION PROFILES OF DIFFUSE INTERSTELLAR FEATURE AT 5780-A
    SAVAGE, BD
    ASTROPHYSICAL JOURNAL, 1976, 205 (01): : 122 - &
  • [39] High-resolution CT of diffuse lung disease - Value and limitations
    Hansell, DM
    RADIOLOGIC CLINICS OF NORTH AMERICA, 2001, 39 (06) : 1091 - +
  • [40] A high-resolution suitability index for solar farm location in complex landscapes
    Finn, Thomas
    McKenzie, Paul
    RENEWABLE ENERGY, 2020, 158 : 520 - 533