Evidence map›Paper›PMID 42270902›Full record

ArticleNature cancer2026

Hetairos is a histology-based artificial intelligence model for predicting central nervous system tumor methylation subtypes.

Darui Jin, Artem Shmatko, Areeba Patel, Samuel Rutz, Lukas Friedrich, Rouzbeh Banan, Ramin Rahmanzade, Philipp Sievers, Stefan Hamelmann, Daniel Schrimpf and 49 more

Abstract readValidation Study
In one paragraph

Article in Nature cancer, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

59 authors.

Darui Jin *Division of AI in Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.ORCID http://orcid.org/0000-0003-1784-8844
Artem Shmatko *Division of AI in Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.ORCID http://orcid.org/0000-0002-2184-0856
Areeba Patel *Division of AI in Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.
Samuel RutzDivision of AI in Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.ORCID http://orcid.org/0009-0007-2911-5708
Lukas FriedrichDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0009-0008-7821-0282
Rouzbeh BananDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-9999-576X
Ramin RahmanzadeDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.
Philipp SieversDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0003-3237-6021
Stefan HamelmannDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.
Daniel SchrimpfDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.
Kirsten GöbelDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0009-0006-2117-6381
Henri BogumilDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.
Sybren L N MaasDepartment of Pathology, Leiden University Medical Center, Leiden, The Netherlands.ORCID http://orcid.org/0000-0002-8745-4405
Martin SillHopp Children's Cancer Center (KiTZ), Heidelberg, Germany.ORCID http://orcid.org/0000-0001-7616-7665
Felix E HinzDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.
Abigail K SuwalaDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.
Felix KellerDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.
Antje HabelDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0003-3472-4165
Gleb RukhovichDivision of AI in Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.
Ferdinand ZettlDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.
Obada T AlhalabiDepartment of Neurosurgery, University Hospital Heidelberg, Heidelberg, Germany.
Sebastian IlleDepartment of Neurosurgery, University Hospital Heidelberg, Heidelberg, Germany.
Jannik SehringInstitute of Neuropathology, Justus Liebig University Giessen, Giessen, Germany.ORCID http://orcid.org/0009-0009-2822-7833
Daniel AmselInstitute of Neuropathology, Justus Liebig University Giessen, Giessen, Germany.
Benedikt WiestlerAI for Image-Guided Diagnosis and Therapy, School of Medicine and Health, Technical University of Munich, Munich, Germany.ORCID http://orcid.org/0000-0002-2963-7772
Pedro Piovesan LagoAC Camargo Cancer Center, São Paulo, Brazil.ORCID http://orcid.org/0009-0004-9281-3566
Bogdana SuchorskaDepartment of Neurosurgery, University Hospital Heidelberg, Heidelberg, Germany.
Olfat AhmadHopp Children's Cancer Center (KiTZ), Heidelberg, Germany.ORCID http://orcid.org/0000-0003-3764-4304
Dominik SturmHopp Children's Cancer Center (KiTZ), Heidelberg, Germany.ORCID http://orcid.org/0000-0003-0250-1696
David ReussDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.
Pieter WesselingPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
Adelheid WöhrerDivision of Neuropathology and Neurochemistry, Department of Neurology, Comprehensive Center for Clinical Neurosciences and Mental Health, Medical University of Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0001-8435-8189
Frank L HeppnerDepartment of Neuropathology, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, Berlin Institute of Health, Berlin, Germany.ORCID http://orcid.org/0000-0001-9816-8917
Ingmar BlümckeDepartment of Neuropathology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nürnberg, Erlangen, Germany.
Claire DelbridgeInstitute of Pathology, School of Medicine and Health, Technical University of Munich, Munich, Germany.
Martin JakobsDepartment of Neurosurgery, University Hospital Heidelberg, Heidelberg, Germany.
Christel Herold-MendeDepartment of Neurosurgery, University Hospital Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-1915-745X
Sandro M KriegDepartment of Neurosurgery, University Hospital Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0003-4050-1531
Wolfgang WickNeurology Clinic, University Hospital Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-6171-634X
David T W JonesHopp Children's Cancer Center (KiTZ), Heidelberg, Germany.ORCID http://orcid.org/0000-0002-2036-5141
Stefan M PfisterHopp Children's Cancer Center (KiTZ), Heidelberg, Germany.ORCID http://orcid.org/0000-0002-5447-5322
Maysa Al-HussainiDepartment of Cell Therapy and Applied Genomics, King Hussein Cancer Center, Amman, Jordan.ORCID http://orcid.org/0000-0001-6392-150X
Yanghao HouDepartment of Pathology, Center for Molecular Medicine Testing, College of Basic Medicine, Chongqing Medical University, Chongqing, China.
Felipe D'Almeida CostaAC Camargo Cancer Center, São Paulo, Brazil.ORCID http://orcid.org/0000-0002-6470-749X
Leonille SchweizerEdinger Institute, Institute of Neurology, University of Frankfurt am Main, Frankfurt am Main, Germany.
Luca BerteroDepartment of Medical Sciences, University of Turin, Turin, Italy.ORCID http://orcid.org/0000-0001-9887-7668
Till AckerInstitute of Neuropathology, Justus Liebig University Giessen, Giessen, Germany.ORCID http://orcid.org/0000-0001-6357-7227
Arnault Tauziede-EspariatDepartment of Neuropathology, Sainte-Anne Hospital, Paris, France.
Pascale VarletDepartment of Neuropathology, Sainte-Anne Hospital, Paris, France.
Doron MerklerDepartment of Pathology and Immunology, University of Geneva, Geneva, Switzerland.
Kristof EgervariDepartment of Pathology and Immunology, University of Geneva, Geneva, Switzerland.
Hildegard DohmenInstitute of Neuropathology, Justus Liebig University Giessen, Giessen, Germany.
Pablo ZoroquiainPathology Department, Faculty of Medicine, Pontificia Universidad Católica de Chile, Santiago, Chile.
Roger GejmanPathology Department, Faculty of Medicine, Pontificia Universidad Católica de Chile, Santiago, Chile.
Sebastian BrandnerDepartment of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, London, UK.ORCID http://orcid.org/0000-0002-9821-0342
Xiangzhi BaiImage Processing Center, Beihang University, Beijing, China.ORCID http://orcid.org/0000-0002-6115-8237
Andreas von DeimlingDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany.ORCID http://orcid.org/0000-0002-5863-540X
Felix SahmDepartment of Neuropathology, University Hospital Heidelberg, Heidelberg, Germany. felix.sahm@med.uni-heidelberg.de.ORCID http://orcid.org/0000-0001-5441-1962
Moritz GerstungDivision of AI in Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany. moritz.gerstung@dkfz.de.ORCID http://orcid.org/0000-0001-6709-963X

Funding

Deutsche Forschungsgemeinschaft (German Research Foundation) SFB 1389
6 · The paper itself

Abstract

Molecular testing is essential for classifying central nervous system (CNS) tumors, with methylation profiling providing the highest diagnostic granularity. However, this requires more resources and time than conventional hematoxylin and eosin (H&E) histopathology, which is widely available globally. Here we propose Hetairos, an artificial intelligence algorithm that predicts 102 methylation-based CNS tumor subtypes from digital H&E slides. Built and validated on 9,606 patients and over 11,000 slides from 11 centers across four continents, Hetairos identified 50-70% of cases with high confidence, achieving an accuracy of 0.87 for its highest-rated predictions. Hetairos outperformed five board-certified neuropathologists in a direct histology-only comparison (0.68 versus 0.30). Prospective evaluation in routine diagnostics confirmed its performance, reducing turnaround time from 12 days (molecular testing) to 12 min. Hetairos supports diagnostic decision-making across the full spectrum of pediatric and adult CNS tumors by narrowing differential diagnoses and guiding efficient testing.

Indexed as

Central Nervous System NeoplasmsDNA MethylationImage Processing, Computer-AssistedIntelligent SystemsPredictive Learning ModelsColoring AgentsEosine Yellowish-(YS)Fluorescent DyesHematoxylinHumansMolecular Diagnostic TechniquesPrediction AlgorithmsRisk AssessmentStaining and LabelingSurvival RateTime FactorsColoring AgentsEosine Yellowish-(YS)Fluorescent DyesHematoxylin

Identifiers

PMID42270902
PMCPMC13309283

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