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Non-invasive identification of mesenchymal glioblastoma using quantitative radiomic features from advanced diffusion MRI: a preclinical-to-clinical transfer learning strategy.

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Title: Non-invasive identification of mesenchymal glioblastoma using quantitative radiomic features from advanced diffusion MRI: a preclinical-to-clinical transfer learning strategy.
Authors: Gallotti AL; Neural Stem Cell Biology Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurosurgery and Gamma Knife Radiosurgery Department, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy., Pecco N; Vita-Salute San Raffaele University, Milan, Italy.; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy., Pieri V; Neural Stem Cell Biology Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy., Cominelli M; Pathology Unit, Molecular and Translational Medicine Department, University of Brescia, Brescia, Italy., Brugnara G; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy., Altabella L; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy., Pagano I; Neural Stem Cell Biology Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Callea M; Pathology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy., Fodor A; Radiotherapy Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy., Gagliardi F; Neurosurgery and Gamma Knife Radiosurgery Department, IRCCS San Raffaele Scientific Institute, Milan, Italy., Mortini P; Neurosurgery and Gamma Knife Radiosurgery Department, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy., Poliani PL; Pathology Unit, Molecular and Translational Medicine Department, University of Brescia, Brescia, Italy., Falini A; Vita-Salute San Raffaele University, Milan, Italy.; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy., Castellano A; Vita-Salute San Raffaele University, Milan, Italy.; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy., Galli R; Neural Stem Cell Biology Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy. galli.rossella@hsr.it.
Source: European radiology experimental [Eur Radiol Exp] 2025 Nov 14; Vol. 9 (1), pp. 111. Date of Electronic Publication: 2025 Nov 14.
Publication Type: Journal Article
Journal Info: Publisher: SpringerOpen Country of Publication: England NLM ID: 101721752 Publication Model: Electronic Cited Medium: Internet ISSN: 2509-9280 (Electronic) Linking ISSN: 25099280 NLM ISO Abbreviation: Eur Radiol Exp Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Non-invasive identification of mesenchymal glioblastoma using quantitative radiomic features from advanced diffusion MRI: a preclinical-to-clinical transfer learning strategy.
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  Data: <searchLink fieldCode="AU" term="%22Gallotti+AL%22">Gallotti AL</searchLink>; Neural Stem Cell Biology Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurosurgery and Gamma Knife Radiosurgery Department, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Pecco+N%22">Pecco N</searchLink>; Vita-Salute San Raffaele University, Milan, Italy.; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Pieri+V%22">Pieri V</searchLink>; Neural Stem Cell Biology Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Cominelli+M%22">Cominelli M</searchLink>; Pathology Unit, Molecular and Translational Medicine Department, University of Brescia, Brescia, Italy.<br /><searchLink fieldCode="AU" term="%22Brugnara+G%22">Brugnara G</searchLink>; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Altabella+L%22">Altabella L</searchLink>; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Pagano+I%22">Pagano I</searchLink>; Neural Stem Cell Biology Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Callea+M%22">Callea M</searchLink>; Pathology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Fodor+A%22">Fodor A</searchLink>; Radiotherapy Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Gagliardi+F%22">Gagliardi F</searchLink>; Neurosurgery and Gamma Knife Radiosurgery Department, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Mortini+P%22">Mortini P</searchLink>; Neurosurgery and Gamma Knife Radiosurgery Department, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Poliani+PL%22">Poliani PL</searchLink>; Pathology Unit, Molecular and Translational Medicine Department, University of Brescia, Brescia, Italy.<br /><searchLink fieldCode="AU" term="%22Falini+A%22">Falini A</searchLink>; Vita-Salute San Raffaele University, Milan, Italy.; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Castellano+A%22">Castellano A</searchLink>; Vita-Salute San Raffaele University, Milan, Italy.; Neuroradiology Unit and CERMAC, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Galli+R%22">Galli R</searchLink>; Neural Stem Cell Biology Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy. galli.rossella@hsr.it.
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  Data: <searchLink fieldCode="JN" term="%22101721752%22">European radiology experimental</searchLink> [Eur Radiol Exp] 2025 Nov 14; Vol. 9 (1), pp. 111. <i>Date of Electronic Publication: </i>2025 Nov 14.
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              Text: 2025 Nov 14
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