Evidence map›Paper›PMID 39941181›Full record

ReviewDiagnostics (Basel, Switzerland)2025

Virtual Biopsy for the Prediction of MGMT Promoter Methylation in Gliomas: A Comprehensive Review of Radiomics and Deep Learning Approaches Applied to MRI.

Augusto Leone, Veronica Di Napoli, Nicola Pio Fochi, Giuseppe Di Perna, Uwe Spetzger, Elena Filimonova, Flavio Angileri, Francesco Carbone, Antonio Colamaria

Abstract readReview
In one paragraph

Review in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed, 1 pooled it
–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

6 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Diagnostic Accuracy of Artificial Intelligence for Predicting MGMT Promoter Methylation in Glioblastoma Using MR Imaging: A Systematic Review.Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine · 2026
    Pooled it
  2. Review
  3. Review
  4. Article
  5. Article
  6. Article
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

9 authors.

Augusto LeoneDepartment of Neurosurgery, Karlsruher Neurozentrum, Städtisches Klinikum Karlsruhe, 76133 Karlsruhe, Germany.ORCID 0000-0002-4737-067X
Veronica Di NapoliDepartment of Neurosurgery, University of Turin, 10124 Turin, Italy.
Nicola Pio FochiDepartment of Neurosurgery, University of Turin, 10124 Turin, Italy.
Giuseppe Di PernaDivision of Neurosurgery, "Policlinico Riuniti", 71122 Foggia, Italy.ORCID 0000-0002-7381-9194
Uwe SpetzgerDepartment of Neurosurgery, Karlsruher Neurozentrum, Städtisches Klinikum Karlsruhe, 76133 Karlsruhe, Germany.ORCID 0000-0001-5201-5202
Elena FilimonovaDepartment of Neuroradiology, Federal Neurosurgical Center, 630048 Novosibirsk, Russia.ORCID 0000-0002-6696-9071
Flavio AngileriDepartment of Neurosurgery, University of Messina, 98122 Messina, Italy.
Francesco CarboneDepartment of Neurosurgery, Karlsruher Neurozentrum, Städtisches Klinikum Karlsruhe, 76133 Karlsruhe, Germany.ORCID 0000-0002-6351-9999
Antonio ColamariaDivision of Neurosurgery, "Policlinico Riuniti", 71122 Foggia, Italy.ORCID 0000-0003-0912-8484

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learninggliomasmachine learningnon-invasive diagnosticsO6-methylguanine-DNA methyltransferaseradiomics

Identifiers

PMID39941181
PMCPMC11816478

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.