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Metabolic signatures derived from whole-brain MR-spectroscopy identify early tumor progression in high-grade gliomas using machine learning.

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Title: Metabolic signatures derived from whole-brain MR-spectroscopy identify early tumor progression in high-grade gliomas using machine learning.
Authors: Rivera CA; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA. car909@med.miami.edu., Bhatia S; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Department of Neurosurgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Morell AA; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Department of Critical Care, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Daggubati LC; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Surgical Neuro-Oncology, District of Columbia, George Washington Medical Faculty Associates, Washington, USA., Merenzon MA; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Department of Neurosurgery, Yale University School of Medicine, New Haven, CT, USA., Sheriff SA; Department of Radiation Oncology, University of Miami Miller School of Medicine, Miami, FL, USA.; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA., Luther E; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Department of Neurosurgery, Allegheny Health Network, Pittsburgh, PA, USA., Chandar J; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Herbert Wertheim College of Medicine, Florida International University, Miami, FL, USA., S Levy A; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA., Metzler AR; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA., Berke CN; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA., Goryawala M; Department of Radiology, 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, 1475 NW 12th Ave, Miami, FL, USA., Bhatia RG; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA., Nagornaya N; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA., Saigal G; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA., I de la Fuente M; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, 1475 NW 12th Ave, Miami, FL, USA.; Department of Neurology, University of Miami Miller School of Medicine, Miami, FL, USA., Komotar RJ; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, 1475 NW 12th Ave, Miami, FL, USA., Ivan ME; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, 1475 NW 12th Ave, Miami, FL, USA., Shah AH; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, 1475 NW 12th Ave, Miami, FL, USA.
Source: Journal of neuro-oncology [J Neurooncol] 2024 Dec; Vol. 170 (3), pp. 579-589. Date of Electronic Publication: 2024 Aug 24.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 8309335 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1573-7373 (Electronic) Linking ISSN: 0167594X NLM ISO Abbreviation: J Neurooncol Subsets: MEDLINE
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  Data: Metabolic signatures derived from whole-brain MR-spectroscopy identify early tumor progression in high-grade gliomas using machine learning.
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  Data: <searchLink fieldCode="AU" term="%22Rivera+CA%22">Rivera CA</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA. car909@med.miami.edu.<br /><searchLink fieldCode="AU" term="%22Bhatia+S%22">Bhatia S</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Department of Neurosurgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Morell+AA%22">Morell AA</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Department of Critical Care, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Daggubati+LC%22">Daggubati LC</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Surgical Neuro-Oncology, District of Columbia, George Washington Medical Faculty Associates, Washington, USA.<br /><searchLink fieldCode="AU" term="%22Merenzon+MA%22">Merenzon MA</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Department of Neurosurgery, Yale University School of Medicine, New Haven, CT, USA.<br /><searchLink fieldCode="AU" term="%22Sheriff+SA%22">Sheriff SA</searchLink>; Department of Radiation Oncology, University of Miami Miller School of Medicine, Miami, FL, USA.; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Luther+E%22">Luther E</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Department of Neurosurgery, Allegheny Health Network, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Chandar+J%22">Chandar J</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Herbert Wertheim College of Medicine, Florida International University, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22S+Levy+A%22">S Levy A</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Metzler+AR%22">Metzler AR</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Berke+CN%22">Berke CN</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Goryawala+M%22">Goryawala M</searchLink>; Department of Radiology, 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, 1475 NW 12th Ave, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Bhatia+RG%22">Bhatia RG</searchLink>; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Nagornaya+N%22">Nagornaya N</searchLink>; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Saigal+G%22">Saigal G</searchLink>; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22I+de+la+Fuente+M%22">I de la Fuente M</searchLink>; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, 1475 NW 12th Ave, Miami, FL, USA.; Department of Neurology, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Komotar+RJ%22">Komotar RJ</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, 1475 NW 12th Ave, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Ivan+ME%22">Ivan ME</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, 1475 NW 12th Ave, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Shah+AH%22">Shah AH</searchLink>; Department of Neurosurgery, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, 1475 NW 12th Ave, Miami, FL, USA.
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  Data: <searchLink fieldCode="JN" term="%228309335%22">Journal of neuro-oncology</searchLink> [J Neurooncol] 2024 Dec; Vol. 170 (3), pp. 579-589. <i>Date of Electronic Publication: </i>2024 Aug 24.
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