Cargando…
Spatial concordance of DNA methylation classification in diffuse glioma
BACKGROUND: Intratumoral heterogeneity is a hallmark of diffuse gliomas. DNA methylation profiling is an emerging approach in the clinical classification of brain tumors. The goal of this study is to investigate the effects of intratumoral heterogeneity on classification confidence. METHODS: We used...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8643482/ https://www.ncbi.nlm.nih.gov/pubmed/34049406 http://dx.doi.org/10.1093/neuonc/noab134 |
_version_ | 1784609874411257856 |
---|---|
author | Verburg, Niels Barthel, Floris P Anderson, Kevin J Johnson, Kevin C Koopman, Thomas Yaqub, Maqsood M Hoekstra, Otto S Lammertsma, Adriaan A Barkhof, Frederik Pouwels, Petra J W Reijneveld, Jaap C Rozemuller, Annemieke J M Beliën, Jeroen A M Boellaard, Ronald Taylor, Michael D Das, Sunit Costello, Joseph F Vandertop, William Peter Wesseling, Pieter de Witt Hamer, Philip C Verhaak, Roel G W |
author_facet | Verburg, Niels Barthel, Floris P Anderson, Kevin J Johnson, Kevin C Koopman, Thomas Yaqub, Maqsood M Hoekstra, Otto S Lammertsma, Adriaan A Barkhof, Frederik Pouwels, Petra J W Reijneveld, Jaap C Rozemuller, Annemieke J M Beliën, Jeroen A M Boellaard, Ronald Taylor, Michael D Das, Sunit Costello, Joseph F Vandertop, William Peter Wesseling, Pieter de Witt Hamer, Philip C Verhaak, Roel G W |
author_sort | Verburg, Niels |
collection | PubMed |
description | BACKGROUND: Intratumoral heterogeneity is a hallmark of diffuse gliomas. DNA methylation profiling is an emerging approach in the clinical classification of brain tumors. The goal of this study is to investigate the effects of intratumoral heterogeneity on classification confidence. METHODS: We used neuronavigation to acquire 133 image-guided and spatially separated stereotactic biopsy samples from 16 adult patients with a diffuse glioma (7 IDH-wildtype and 2 IDH-mutant glioblastoma, 6 diffuse astrocytoma, IDH-mutant and 1 oligodendroglioma, IDH-mutant and 1p19q codeleted), which we characterized using DNA methylation arrays. Samples were obtained from regions with and without abnormalities on contrast-enhanced T1-weighted and fluid-attenuated inversion recovery MRI. Methylation profiles were analyzed to devise a 3-dimensional reconstruction of (epi)genetic heterogeneity. Tumor purity was assessed from clonal methylation sites. RESULTS: Molecular aberrations indicated that tumor was found outside imaging abnormalities, underlining the infiltrative nature of this tumor and the limitations of current routine imaging modalities. We demonstrate that tumor purity is highly variable between samples and explains a substantial part of apparent epigenetic spatial heterogeneity. We observed that DNA methylation subtypes are often, but not always, conserved in space taking tumor purity and prediction accuracy into account. CONCLUSION: Our results underscore the infiltrative nature of diffuse gliomas and suggest that DNA methylation subtypes are relatively concordant in this tumor type, although some heterogeneity exists. |
format | Online Article Text |
id | pubmed-8643482 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-86434822021-12-06 Spatial concordance of DNA methylation classification in diffuse glioma Verburg, Niels Barthel, Floris P Anderson, Kevin J Johnson, Kevin C Koopman, Thomas Yaqub, Maqsood M Hoekstra, Otto S Lammertsma, Adriaan A Barkhof, Frederik Pouwels, Petra J W Reijneveld, Jaap C Rozemuller, Annemieke J M Beliën, Jeroen A M Boellaard, Ronald Taylor, Michael D Das, Sunit Costello, Joseph F Vandertop, William Peter Wesseling, Pieter de Witt Hamer, Philip C Verhaak, Roel G W Neuro Oncol Basic and Translational Investigations BACKGROUND: Intratumoral heterogeneity is a hallmark of diffuse gliomas. DNA methylation profiling is an emerging approach in the clinical classification of brain tumors. The goal of this study is to investigate the effects of intratumoral heterogeneity on classification confidence. METHODS: We used neuronavigation to acquire 133 image-guided and spatially separated stereotactic biopsy samples from 16 adult patients with a diffuse glioma (7 IDH-wildtype and 2 IDH-mutant glioblastoma, 6 diffuse astrocytoma, IDH-mutant and 1 oligodendroglioma, IDH-mutant and 1p19q codeleted), which we characterized using DNA methylation arrays. Samples were obtained from regions with and without abnormalities on contrast-enhanced T1-weighted and fluid-attenuated inversion recovery MRI. Methylation profiles were analyzed to devise a 3-dimensional reconstruction of (epi)genetic heterogeneity. Tumor purity was assessed from clonal methylation sites. RESULTS: Molecular aberrations indicated that tumor was found outside imaging abnormalities, underlining the infiltrative nature of this tumor and the limitations of current routine imaging modalities. We demonstrate that tumor purity is highly variable between samples and explains a substantial part of apparent epigenetic spatial heterogeneity. We observed that DNA methylation subtypes are often, but not always, conserved in space taking tumor purity and prediction accuracy into account. CONCLUSION: Our results underscore the infiltrative nature of diffuse gliomas and suggest that DNA methylation subtypes are relatively concordant in this tumor type, although some heterogeneity exists. Oxford University Press 2021-05-28 /pmc/articles/PMC8643482/ /pubmed/34049406 http://dx.doi.org/10.1093/neuonc/noab134 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of the Society for Neuro-Oncology. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Basic and Translational Investigations Verburg, Niels Barthel, Floris P Anderson, Kevin J Johnson, Kevin C Koopman, Thomas Yaqub, Maqsood M Hoekstra, Otto S Lammertsma, Adriaan A Barkhof, Frederik Pouwels, Petra J W Reijneveld, Jaap C Rozemuller, Annemieke J M Beliën, Jeroen A M Boellaard, Ronald Taylor, Michael D Das, Sunit Costello, Joseph F Vandertop, William Peter Wesseling, Pieter de Witt Hamer, Philip C Verhaak, Roel G W Spatial concordance of DNA methylation classification in diffuse glioma |
title | Spatial concordance of DNA methylation classification in diffuse glioma |
title_full | Spatial concordance of DNA methylation classification in diffuse glioma |
title_fullStr | Spatial concordance of DNA methylation classification in diffuse glioma |
title_full_unstemmed | Spatial concordance of DNA methylation classification in diffuse glioma |
title_short | Spatial concordance of DNA methylation classification in diffuse glioma |
title_sort | spatial concordance of dna methylation classification in diffuse glioma |
topic | Basic and Translational Investigations |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8643482/ https://www.ncbi.nlm.nih.gov/pubmed/34049406 http://dx.doi.org/10.1093/neuonc/noab134 |
work_keys_str_mv | AT verburgniels spatialconcordanceofdnamethylationclassificationindiffuseglioma AT barthelflorisp spatialconcordanceofdnamethylationclassificationindiffuseglioma AT andersonkevinj spatialconcordanceofdnamethylationclassificationindiffuseglioma AT johnsonkevinc spatialconcordanceofdnamethylationclassificationindiffuseglioma AT koopmanthomas spatialconcordanceofdnamethylationclassificationindiffuseglioma AT yaqubmaqsoodm spatialconcordanceofdnamethylationclassificationindiffuseglioma AT hoekstraottos spatialconcordanceofdnamethylationclassificationindiffuseglioma AT lammertsmaadriaana spatialconcordanceofdnamethylationclassificationindiffuseglioma AT barkhoffrederik spatialconcordanceofdnamethylationclassificationindiffuseglioma AT pouwelspetrajw spatialconcordanceofdnamethylationclassificationindiffuseglioma AT reijneveldjaapc spatialconcordanceofdnamethylationclassificationindiffuseglioma AT rozemullerannemiekejm spatialconcordanceofdnamethylationclassificationindiffuseglioma AT belienjeroenam spatialconcordanceofdnamethylationclassificationindiffuseglioma AT boellaardronald spatialconcordanceofdnamethylationclassificationindiffuseglioma AT taylormichaeld spatialconcordanceofdnamethylationclassificationindiffuseglioma AT dassunit spatialconcordanceofdnamethylationclassificationindiffuseglioma AT costellojosephf spatialconcordanceofdnamethylationclassificationindiffuseglioma AT vandertopwilliampeter spatialconcordanceofdnamethylationclassificationindiffuseglioma AT wesselingpieter spatialconcordanceofdnamethylationclassificationindiffuseglioma AT dewitthamerphilipc spatialconcordanceofdnamethylationclassificationindiffuseglioma AT verhaakroelgw spatialconcordanceofdnamethylationclassificationindiffuseglioma |