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Enhancing glioma progression prediction: Unsupervised clustering of whole-brain magnetic resonance spectroscopy data for surgical planning.

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Title: Enhancing glioma progression prediction: Unsupervised clustering of whole-brain magnetic resonance spectroscopy data for surgical planning.
Authors: Rivera CA; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA. Electronic address: car909@med.miami.edu., Ho A; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA., Uppalapati V; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA., Himic V; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA., Aaronson DM; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA., Bhatia S; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA; Department of Neurological Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Berke CN; Department of Neurological Surgery, The Ohio State University Wexner Medical Center, Columbus, OH, USA., Ratnaparkhi A; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA., Knott MV; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA., Mayrand R; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA., Mellon EA; Department of Radiation Oncology, University of Miami Miller School of Medicine, Miami, FL, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Sheriff SA; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Komotar RJ; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Shah AH; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Ivan ME; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA.
Source: Clinical neurology and neurosurgery [Clin Neurol Neurosurg] 2026 Sep; Vol. 268, pp. 109477. Date of Electronic Publication: 2026 May 13.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 7502039 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-6968 (Electronic) Linking ISSN: 03038467 NLM ISO Abbreviation: Clin Neurol Neurosurg Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Rivera+CA%22">Rivera CA</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA. Electronic address: car909@med.miami.edu.<br /><searchLink fieldCode="AU" term="%22Ho+A%22">Ho A</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Uppalapati+V%22">Uppalapati V</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Himic+V%22">Himic V</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Aaronson+DM%22">Aaronson DM</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Bhatia+S%22">Bhatia S</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA; Department of Neurological Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Berke+CN%22">Berke CN</searchLink>; Department of Neurological Surgery, The Ohio State University Wexner Medical Center, Columbus, OH, USA.<br /><searchLink fieldCode="AU" term="%22Ratnaparkhi+A%22">Ratnaparkhi A</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Knott+MV%22">Knott MV</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Mayrand+R%22">Mayrand R</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Mellon+EA%22">Mellon EA</searchLink>; Department of Radiation Oncology, University of Miami Miller School of Medicine, Miami, FL, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Sheriff+SA%22">Sheriff SA</searchLink>; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Komotar+RJ%22">Komotar RJ</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Shah+AH%22">Shah AH</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Ivan+ME%22">Ivan ME</searchLink>; Department of Neurological Surgery, University of Miami Miller School of Medicine, Miami, FL, USA; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA.
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              Text: 2026 Sep
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