Identifying diagnostic biomarkers in functional motor disorders through multimodal behavioral, neurophysiological, and imaging assessment using explainable machine learning.
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| Title: | Identifying diagnostic biomarkers in functional motor disorders through multimodal behavioral, neurophysiological, and imaging assessment using explainable machine learning. |
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| Authors: | Gandolfi M; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy. marialuisa.gandolfi@univr.it.; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy. marialuisa.gandolfi@univr.it., Sandri A; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy., Russo M; Department of Chemical, Material and Industrial Production Engineering, University of Naples Federico II, Naples, Italy., Sarasso E; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy.; Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal Child Health, University of Genoa, Genoa, Italy., Gardoni A; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy., Basaia S; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy., Erro R; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy.; IRCCS Synlab SDN, Naples, Italy., Cuoco S; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy., Carotenuto I; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy., Ricciardi C; Department of Electrical Engineering and Information Technologies, University of Naples Federico II, Naples, Italy., Amato F; Department of Electrical Engineering and Information Technologies, University of Naples Federico II, Naples, Italy., Vinciguerra C; Neurology Unit, University Hospital 'San Giovanni di Dio E Ruggi d'Aragona', Salerno, Italy., Botto A; UOC Neuroradiologia Diagnostica ed Interventistica Azienda Ospedaliera-Universitaria 'San Giovanni di Dio E Ruggi d'Aragona', Salerno, Italy., Amboni M; Department of Medicine, Center for Neurodegenerative Diseases (CEMAND), University of Salerno, Salerno, Italy., Romano D; UOC Neuroradiologia Diagnostica ed Interventistica Azienda Ospedaliera-Universitaria 'San Giovanni di Dio E Ruggi d'Aragona', Salerno, Italy., Di Vico IA; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy., Fiorio M; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy., Pedrotti G; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy., Paolicelli A; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy., Crestani M; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy., Fratucello A; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy., Mansueto G; Department of Diagnostic and Public Health, Section of Radiology, University of Verona, P.Le L.A. Scuro 10, 37134, Verona, Italy.; Department of Radiology, Ospedale G. B. Rossi AOUI Verona, Verona, Italy., Pizzini FB; Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy.; Neurology Unit, Movement Disorders Division, Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy., Barillari M; Department of Diagnostic and Public Health, Section of Radiology, University of Verona, P.Le L.A. Scuro 10, 37134, Verona, Italy., Lauriola MF; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy., Tozzi M; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy., Rusciano F; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy., Geroin C; Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy.; Neurology Unit, Movement Disorders Division, Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy., Fasoli M; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy., Marotta A; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy., Salaorni F; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy., Squintani GM; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy., Mariotto S; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy., Tamburin S; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy., Paio F; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy., De Biasi G; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy., Piscosquito G; Neurology Unit, University Hospital 'San Giovanni di Dio E Ruggi d'Aragona', Salerno, Italy., Zenere L; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy., Canu E; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy., Barone P; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy.; IRCCS Synlab SDN, Naples, Italy.; Neurology Unit, University Hospital 'San Giovanni di Dio E Ruggi d'Aragona', Salerno, Italy., Filippi M; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurophysiology Service, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy., Agosta F; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy., Pellecchia MT; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy.; IRCCS Synlab SDN, Naples, Italy., Tinazzi M; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy. michele.tinazzi@univr.it.; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy. michele.tinazzi@univr.it. |
| Source: | Journal of neurology [J Neurol] 2026 Apr 30; Vol. 273 (5). Date of Electronic Publication: 2026 Apr 30. |
| Publication Type: | Journal Article; Multicenter Study |
| Journal Info: | Publisher: Springer-Verlag Country of Publication: Germany NLM ID: 0423161 Publication Model: Electronic Cited Medium: Internet ISSN: 1432-1459 (Electronic) Linking ISSN: 03405354 NLM ISO Abbreviation: J Neurol Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42060125 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Identifying diagnostic biomarkers in functional motor disorders through multimodal behavioral, neurophysiological, and imaging assessment using explainable machine learning. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Gandolfi+M%22">Gandolfi M</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy. marialuisa.gandolfi@univr.it.; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy. marialuisa.gandolfi@univr.it.<br /><searchLink fieldCode="AU" term="%22Sandri+A%22">Sandri A</searchLink>; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Russo+M%22">Russo M</searchLink>; Department of Chemical, Material and Industrial Production Engineering, University of Naples Federico II, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Sarasso+E%22">Sarasso E</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy.; Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal Child Health, University of Genoa, Genoa, Italy.<br /><searchLink fieldCode="AU" term="%22Gardoni+A%22">Gardoni A</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Basaia+S%22">Basaia S</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Erro+R%22">Erro R</searchLink>; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy.; IRCCS Synlab SDN, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Cuoco+S%22">Cuoco S</searchLink>; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Carotenuto+I%22">Carotenuto I</searchLink>; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Ricciardi+C%22">Ricciardi C</searchLink>; Department of Electrical Engineering and Information Technologies, University of Naples Federico II, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Amato+F%22">Amato F</searchLink>; Department of Electrical Engineering and Information Technologies, University of Naples Federico II, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Vinciguerra+C%22">Vinciguerra C</searchLink>; Neurology Unit, University Hospital 'San Giovanni di Dio E Ruggi d'Aragona', Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Botto+A%22">Botto A</searchLink>; UOC Neuroradiologia Diagnostica ed Interventistica Azienda Ospedaliera-Universitaria 'San Giovanni di Dio E Ruggi d'Aragona', Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Amboni+M%22">Amboni M</searchLink>; Department of Medicine, Center for Neurodegenerative Diseases (CEMAND), University of Salerno, Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Romano+D%22">Romano D</searchLink>; UOC Neuroradiologia Diagnostica ed Interventistica Azienda Ospedaliera-Universitaria 'San Giovanni di Dio E Ruggi d'Aragona', Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Di+Vico+IA%22">Di Vico IA</searchLink>; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Fiorio+M%22">Fiorio M</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Pedrotti+G%22">Pedrotti G</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Paolicelli+A%22">Paolicelli A</searchLink>; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Crestani+M%22">Crestani M</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Fratucello+A%22">Fratucello A</searchLink>; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Mansueto+G%22">Mansueto G</searchLink>; Department of Diagnostic and Public Health, Section of Radiology, University of Verona, P.Le L.A. Scuro 10, 37134, Verona, Italy.; Department of Radiology, Ospedale G. B. Rossi AOUI Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Pizzini+FB%22">Pizzini FB</searchLink>; Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy.; Neurology Unit, Movement Disorders Division, Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Barillari+M%22">Barillari M</searchLink>; Department of Diagnostic and Public Health, Section of Radiology, University of Verona, P.Le L.A. Scuro 10, 37134, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Lauriola+MF%22">Lauriola MF</searchLink>; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Tozzi+M%22">Tozzi M</searchLink>; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Rusciano+F%22">Rusciano F</searchLink>; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Geroin+C%22">Geroin C</searchLink>; Department of Surgery, Dentistry, Pediatrics, and Gynecology, University of Verona, Verona, Italy.; Neurology Unit, Movement Disorders Division, Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Fasoli+M%22">Fasoli M</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Marotta+A%22">Marotta A</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Salaorni+F%22">Salaorni F</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Squintani+GM%22">Squintani GM</searchLink>; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Mariotto+S%22">Mariotto S</searchLink>; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Tamburin+S%22">Tamburin S</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22Paio+F%22">Paio F</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy.<br /><searchLink fieldCode="AU" term="%22De+Biasi+G%22">De Biasi G</searchLink>; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Piscosquito+G%22">Piscosquito G</searchLink>; Neurology Unit, University Hospital 'San Giovanni di Dio E Ruggi d'Aragona', Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Zenere+L%22">Zenere L</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Canu+E%22">Canu E</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Barone+P%22">Barone P</searchLink>; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy.; IRCCS Synlab SDN, Naples, Italy.; Neurology Unit, University Hospital 'San Giovanni di Dio E Ruggi d'Aragona', Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Filippi+M%22">Filippi M</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurorehabilitation Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurophysiology Service, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Agosta+F%22">Agosta F</searchLink>; Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Neurotech Hub, Vita-Salute San Raffaele University, Milan, Italy.; Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.; Vita-Salute San Raffaele University, Milan, Italy.<br /><searchLink fieldCode="AU" term="%22Pellecchia+MT%22">Pellecchia MT</searchLink>; Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Salerno, Italy.; IRCCS Synlab SDN, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Tinazzi+M%22">Tinazzi M</searchLink>; Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, Verona, Italy. michele.tinazzi@univr.it.; Azienda Ospedaliera Universitaria Integrata Verona, Verona, Italy. michele.tinazzi@univr.it. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%220423161%22">Journal of neurology</searchLink> [J Neurol] 2026 Apr 30; Vol. 273 (5). <i>Date of Electronic Publication: </i>2026 Apr 30. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Multicenter Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer-Verlag%22">Springer-Verlag </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>0423161 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1432-1459 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2203405354%22">03405354 </searchLink><i>NLM ISO Abbreviation: </i>J Neurol <i>Subsets: </i>MEDLINE |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1007/s00415-026-13838-6 Languages: – Code: eng Text: English Titles: – TitleFull: Identifying diagnostic biomarkers in functional motor disorders through multimodal behavioral, neurophysiological, and imaging assessment using explainable machine learning. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Gandolfi M – PersonEntity: Name: NameFull: Sandri A – PersonEntity: Name: NameFull: Russo M – PersonEntity: Name: NameFull: Sarasso E – PersonEntity: Name: NameFull: Gardoni A – PersonEntity: Name: NameFull: Basaia S – PersonEntity: Name: NameFull: Erro R – PersonEntity: Name: NameFull: Cuoco S – PersonEntity: Name: NameFull: Carotenuto I – PersonEntity: Name: NameFull: Ricciardi C – PersonEntity: Name: NameFull: Amato F – PersonEntity: Name: NameFull: Vinciguerra C – PersonEntity: Name: NameFull: Botto A – PersonEntity: Name: NameFull: Amboni M – PersonEntity: Name: NameFull: Romano D – PersonEntity: Name: NameFull: Di Vico IA – PersonEntity: Name: NameFull: Fiorio M – PersonEntity: Name: NameFull: Pedrotti G – PersonEntity: Name: NameFull: Paolicelli A – PersonEntity: Name: NameFull: Crestani M – PersonEntity: Name: NameFull: Fratucello A – PersonEntity: Name: NameFull: Mansueto G – PersonEntity: Name: NameFull: Pizzini FB – PersonEntity: Name: NameFull: Barillari M – PersonEntity: Name: NameFull: Lauriola MF – PersonEntity: Name: NameFull: Tozzi M – PersonEntity: Name: NameFull: Rusciano F – PersonEntity: Name: NameFull: Geroin C – PersonEntity: Name: NameFull: Fasoli M – PersonEntity: Name: NameFull: Marotta A – PersonEntity: Name: NameFull: Salaorni F – PersonEntity: Name: NameFull: Squintani GM – PersonEntity: Name: NameFull: Mariotto S – PersonEntity: Name: NameFull: Tamburin S – PersonEntity: Name: NameFull: Paio F – PersonEntity: Name: NameFull: De Biasi G – PersonEntity: Name: NameFull: Piscosquito G – PersonEntity: Name: NameFull: Zenere L – PersonEntity: Name: NameFull: Canu E – PersonEntity: Name: NameFull: Barone P – PersonEntity: Name: NameFull: Filippi M – PersonEntity: Name: NameFull: Agosta F – PersonEntity: Name: NameFull: Pellecchia MT – PersonEntity: Name: NameFull: Tinazzi M IsPartOfRelationships: – BibEntity: Dates: – D: 30 M: 04 Text: 2026 Apr 30 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1432-1459 Numbering: – Type: volume Value: 273 – Type: issue Value: 5 Titles: – TitleFull: Journal of neurology Type: main |
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