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Predicting 10-Year Clinical Outcomes in MS with Radiomics-Based Machine Learning Models.

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Title: Predicting 10-Year Clinical Outcomes in MS with Radiomics-Based Machine Learning Models.
Authors: Tranfa M; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy.; Department of Radiology and Nuclear Medicine (M.T., G.P.), MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands., Petracca M; Department of Human Neurosciences (M.P.), Sapienza University of Rome, Rome, Italy., Cuocolo R; Department of Medicine, Surgery and Dentistry (R.C.), University of Salerno, Baronissi, Italy rcuocolo@unisa.it., Ugga L; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy., Brescia Morra V; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy., Carotenuto A; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy., Elefante A; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy., Falco F; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy., Lanzillo R; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy., Moccia M; Multiple Sclerosis Unit (M.M.), Policlinico Federico II University Hospital, Naples, Italy.; Department of Molecular Medicine and Medical Biotechnology (M.M.), University of Naples 'Federico II,' Naples, Italy., Scaravilli A; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy., Brunetti A; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy., Cocozza S; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy., Quarantelli M; Institute of Biostructure and Bioimaging (M.Q.), National Research Council, Naples, Italy., Pontillo G; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy.; Department of Radiology and Nuclear Medicine (M.T., G.P.), MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation (G.P.), UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.; Department of Anatomy and Neurosciences (G.P.), MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
Source: AJNR. American journal of neuroradiology [AJNR Am J Neuroradiol] 2026 Jan 05; Vol. 47 (1), pp. 100-108. Date of Electronic Publication: 2026 Jan 05.
Publication Type: Journal Article
Journal Info: Publisher: American Society of Neuroradiology Country of Publication: United States NLM ID: 8003708 Publication Model: Electronic Cited Medium: Internet ISSN: 1936-959X (Electronic) Linking ISSN: 01956108 NLM ISO Abbreviation: AJNR Am J Neuroradiol Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Tranfa+M%22">Tranfa M</searchLink>; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy.; Department of Radiology and Nuclear Medicine (M.T., G.P.), MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.<br /><searchLink fieldCode="AU" term="%22Petracca+M%22">Petracca M</searchLink>; Department of Human Neurosciences (M.P.), Sapienza University of Rome, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Cuocolo+R%22">Cuocolo R</searchLink>; Department of Medicine, Surgery and Dentistry (R.C.), University of Salerno, Baronissi, Italy rcuocolo@unisa.it.<br /><searchLink fieldCode="AU" term="%22Ugga+L%22">Ugga L</searchLink>; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Brescia+Morra+V%22">Brescia Morra V</searchLink>; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Carotenuto+A%22">Carotenuto A</searchLink>; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Elefante+A%22">Elefante A</searchLink>; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Falco+F%22">Falco F</searchLink>; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Lanzillo+R%22">Lanzillo R</searchLink>; Department of Neurosciences and Reproductive and Odontostomatological Sciences (V.B.M., A.C., F.F., R.L.), University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Moccia+M%22">Moccia M</searchLink>; Multiple Sclerosis Unit (M.M.), Policlinico Federico II University Hospital, Naples, Italy.; Department of Molecular Medicine and Medical Biotechnology (M.M.), University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Scaravilli+A%22">Scaravilli A</searchLink>; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Brunetti+A%22">Brunetti A</searchLink>; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Cocozza+S%22">Cocozza S</searchLink>; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Quarantelli+M%22">Quarantelli M</searchLink>; Institute of Biostructure and Bioimaging (M.Q.), National Research Council, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Pontillo+G%22">Pontillo G</searchLink>; From the Department of Advanced Biomedical Sciences (M.T., L.U., A.E., A.S., A.B., S.C., G.P.), University of Naples 'Federico II,' Naples, Italy.; Department of Radiology and Nuclear Medicine (M.T., G.P.), MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.; Queen Square Multiple Sclerosis Centre, Department of Neuroinflammation (G.P.), UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.; Department of Anatomy and Neurosciences (G.P.), MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands.
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        Value: 10.3174/ajnr.A8912
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