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

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Title: Virtual Biopsy for the Prediction of MGMT Promoter Methylation in Gliomas: A Comprehensive Review of Radiomics and Deep Learning Approaches Applied to MRI.
Authors: Leone A; Department of Neurosurgery, Karlsruher Neurozentrum, Städtisches Klinikum Karlsruhe, 76133 Karlsruhe, Germany.; Faculty of Human Medicine, Charité Universitätsmedizin, 10117 Berlin, Germany., Di Napoli V; Department of Neurosurgery, University of Turin, 10124 Turin, Italy., Fochi NP; Department of Neurosurgery, University of Turin, 10124 Turin, Italy., Di Perna G; Division of Neurosurgery, 'Policlinico Riuniti', 71122 Foggia, Italy., Spetzger U; Department of Neurosurgery, Karlsruher Neurozentrum, Städtisches Klinikum Karlsruhe, 76133 Karlsruhe, Germany., Filimonova E; Department of Neuroradiology, Federal Neurosurgical Center, 630048 Novosibirsk, Russia., Angileri F; Department of Neurosurgery, University of Messina, 98122 Messina, Italy., Carbone F; Department of Neurosurgery, Karlsruher Neurozentrum, Städtisches Klinikum Karlsruhe, 76133 Karlsruhe, Germany.; Division of Neurosurgery, 'Policlinico Riuniti', 71122 Foggia, Italy., Colamaria A; Division of Neurosurgery, 'Policlinico Riuniti', 71122 Foggia, Italy.
Source: Diagnostics (Basel, Switzerland) [Diagnostics (Basel)] 2025 Jan 22; Vol. 15 (3). Date of Electronic Publication: 2025 Jan 22.
Publication Type: Journal Article; Review
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101658402 Publication Model: Electronic Cited Medium: Print ISSN: 2075-4418 (Print) Linking ISSN: 20754418 NLM ISO Abbreviation: Diagnostics (Basel) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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ISSN:2075-4418
DOI:10.3390/diagnostics15030251