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Methylation profiling and alternative classification approaches in a glioma-enriched FFPE stereotaxic biopsy cohort.

Overview

Authors: Katharina Johanna Weber1,2,3,4, Jürgen Hench5, Markus Zumpt1, Thomas Eska6,7, Moritz Armbrust1,2,3,4, Pia Susann Zeiner2,3,4,8,9, Tabea Isabelle Hartung10, Viktoria Ruf6, Eike Steidl11, Mareike Dettki8, Tim Fenton12, Joachim Peter Steinbach2,3,8, Marcus Czabanka13, David Capper14,15, Stephan Frank5, Karl-Heinz Plate1,2,3,4, Marie-Thérèse Forster13, Patrick Nikolaus Harter6,7,16
16 affiliations
  1. Goethe University Frankfurt, University Hospital, Neurological Institute (Edinger Institute),Heinrich-Hoffmann-Straße 7, 60528 Frankfurt am Main, Germany
  2. German Cancer Research Center (DKFZ), German Cancer Consortium (DKTK), Partner Site Frankfurt,Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
  3. Frankfurt Cancer Institute (FCI),Paul-Ehrlich-Str. 42-44, 60596 Frankfurt am Main, Germany
  4. Goethe University Frankfurt, University Hospital, University Cancer Center (UCT),Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
  5. Division of Neuropathology, Institute of Pathology, Basel University Hospital,Schönbeinstrasse 40, 4031 Basel, Switzerland
  6. Ludwig Maximilians University Munich, University Hospital, Center for Neuropathology and Prion Research, Faculty of Medicine,Feodor-Lynen-Straße 23, 81377 Munich, Germany
  7. German Cancer Consortium (DKTK), Partner Site Munich, A Partnership Between German CancerResearch Center (DKFZ) and University/University Hospital, Ludwig Maximilians University Munich,Marchioninistraße 15, 81377 Munich, Germany
  8. Goethe University Frankfurt, University Hospital, Dr. Senckenberg Institute of Neurooncology,Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
  9. Goethe University Frankfurt, University Hospital, Department of Neurology,Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
  10. University Hospital Hamburg-Eppendorf,Martinistraße 52, 20251 Hamburg, Germany
  11. Goethe University Frankfurt, University Hospital, Institute of Neuroradiology,Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
  12. School of Cancer Sciences, University of Southampton,University Road, Southampton, SO17 1BJ UK
  13. Goethe University Frankfurt, University Hospital, Department of Neurosurgery,Theodor-Stern-Kai 7, 60590 Frankfurt am Main, Germany
  14. Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Department of Neuropathology,Charitéplatz 1, 10117 Berlin, Germany
  15. German Cancer Consortium (DKTK), Partner Site Berlin and German Cancer Research Center (DKFZ),Im Neuenheimer Feld 280, 69120 Heidelberg, Germany
  16. Bavarian Center for Cancer Research (BZKF), Partner Site Munich, Marchioninistraße 15, 81377 Munich, Germany
Journal: Acta neuropathologica communications, volume 14, issue 1, article 155
Dates: received 23 December 2025; accepted 11 July 2026; published online 22 July 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.1186/s40478-026-02382-z · PMID 42487136 · PMCID PMC13393821 · OpenAlex W7170059218
Open access: gold, a free copy (OpenAlex)
Status: data only
Categories: genetics / omics (modality), histology / microscopy (modality), human (organism), other condition (population)
Methods: Smoothing, state filtering, decompositions, Connectivity, Statistics
Keywords: Glioblastoma, IDH-wildtype, Heidelberg brain tumor classifier, Bethesda brain tumor classifier, EpiDiP, Tumor deconvolution, Stereotaxic biopsy
MeSH: Brain Neoplasms*, DNA Methylation*, Glioma*, Adult, Aged, Biopsy, Cohort Studies, DNA Copy Number Variations, Female, Humans, Male, Middle Aged, Neoplasm Grading, Stereotaxic Techniques, Young Adult (* major topic)
Topic: Glioma Diagnosis and Treatment (Genetics, Medicine), according to OpenAlex
Funding: Johann Wolfgang Goethe-Universität, Frankfurt am Main (1022)
Citations: not cited yet (Europe PMC); 38 references in the paper

Abstract

DNA methylation profiling of CNS tumors supports and refines histological diagnoses. Tumor DNA methylation signatures allow for an alignment with reference methylation classes and copy number profiling required for molecular grading. Overall, and especially in cases with limited tissue like in stereotaxic (STX) biopsies, there is a need for informed triage to most promising analysis techniques. Here, we investigated the diagnostic potential and accuracy of DNA methylation profiling and molecular grading in STX samples. FFPE samples of 237 patients were subjected to DNA methylation analysis including the Heidelberg (v11b4), Bethesda (v2) and EpiDiP brain tumor classifiers, copy number profiling and tumor deconvolution using MethylCIBERSORT. 90.5% of samples (n = 232) were allocated DNA methylation classes, with 61.6% reaching Heidelberg classifier scores of > 0.84. Indicatory copy number variations (CNVs) were detectable in 96.9% of cases. Recursive partitioning supported by a resampling-based validation with repeated random subsampling pointed towards brain tumor classifier dependent minimum analyte inputs to reach robust calibrated scores for DNA methylation class allocation. Successful integrative diagnostics furthermore depended on pre-classifier H&E diagnoses with 96.2% of H&E malignant diffuse gliomas, 91.5% of H&E diffuse gliomas but only 60% of H&E circumscribed gliomas classifiable using the Heidelberg brain tumor classifier. When the alternative classifiers EpiDiP and Bethesda were used, higher DNA input amounts ameliorated the classification robustness. Nevertheless, diagnostics of high-grade gliomas in midline location and lower-grade glial/glioneuronal tumors posed a challenge. Our findings demonstrate the broad applicability of DNA methylation profiling and molecular grading to small brain tumor specimens under the caveat of certain tumors and locations potentially benefiting from additional molecular as well as computational approaches to increase methylation signals relevant for classification in the future.

Supplementary Information: The online version contains supplementary material available at 10.1186/s40478-026-02382-z.

Reproduced under the paper's license (CC BY), from the paper cited above.

Code

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Data

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Data availability

All data relevant to the study, analyzed and/or generated within this study are included in the article or uploaded as supplementary information. All other data and raw data IDAT files will be made accessible via the Gene Expression Omnibus platform (GEO, https://www.ncbi.nlm.nih.gov/geo/; GSE328441).

Reproduced under the paper's license (CC BY), from the paper cited above.

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 1, 27 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 18 authors, 6 keywords, 15 MeSH terms, 1 funder, 37 references.

Cite

This paper

Weber, K. J., Hench, J., Zumpt, M., Eska, T., Armbrust, M., Zeiner, P. S., Hartung, T. I., Ruf, V., Steidl, E., Dettki, M., Fenton, T., Steinbach, J. P., Czabanka, M., Capper, D., Frank, S., Plate, K.-H., Forster, M.-T., & Harter, P. N. (2026). Methylation profiling and alternative classification approaches in a glioma-enriched FFPE stereotaxic biopsy cohort. Acta neuropathologica communications, 14(1), 155. https://doi.org/10.1186/s40478-026-02382-z

BibTeX

@article{weber2026methylation,
author = {Weber, Katharina Johanna and Hench, Jürgen and Zumpt, Markus and Eska, Thomas and Armbrust, Moritz and Zeiner, Pia Susann and Hartung, Tabea Isabelle and Ruf, Viktoria and Steidl, Eike and Dettki, Mareike and Fenton, Tim and Steinbach, Joachim Peter and Czabanka, Marcus and Capper, David and Frank, Stephan and Plate, Karl-Heinz and Forster, Marie-Thérèse and Harter, Patrick Nikolaus},
title = {{Methylation profiling and alternative classification approaches in a glioma-enriched FFPE stereotaxic biopsy cohort}},
journal = {Acta neuropathologica communications},
year = {2026},
month = jul,
volume = {14},
number = {1},
pages = {155},
publisher = {BMC},
issn = {2051-5960},
doi = {10.1186/s40478-026-02382-z},
url = {https://doi.org/10.1186/s40478-026-02382-z},
pmid = {42487136},
pmcid = {PMC13393821}
}

RIS

TY - JOUR
AU - Weber, Katharina Johanna
AU - Hench, Jürgen
AU - Zumpt, Markus
AU - Eska, Thomas
AU - Armbrust, Moritz
AU - Zeiner, Pia Susann
AU - Hartung, Tabea Isabelle
AU - Ruf, Viktoria
AU - Steidl, Eike
AU - Dettki, Mareike
AU - Fenton, Tim
AU - Steinbach, Joachim Peter
AU - Czabanka, Marcus
AU - Capper, David
AU - Frank, Stephan
AU - Plate, Karl-Heinz
AU - Forster, Marie-Thérèse
AU - Harter, Patrick Nikolaus
TI - Methylation profiling and alternative classification approaches in a glioma-enriched FFPE stereotaxic biopsy cohort
T2 - Acta neuropathologica communications
J2 - Acta Neuropathol Commun
PY - 2026
DA - 2026/07/22
VL - 14
IS - 1
SP - 155
SN - 2051-5960
PB - BMC
DO - 10.1186/s40478-026-02382-z
UR - https://doi.org/10.1186/s40478-026-02382-z
LA - en
ER -

CSL-JSON

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