European cross-cultural neuropsychological test battery (CNTB) for the assessment of cognitive impairment in multiple sclerosis: Cognitive phenotyping and classification supported by machine learning techniques
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作者:
Delgado-Alvarez, Alfonso
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Univ Autonoma Madrid, Fac Psychol, Dept Biol & Hlth Psychol, Madrid, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Delgado-Alvarez, Alfonso
[1
,2
]
Hernandez-Lorenzo, Laura
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Univ Complutense, Fac Informat, Dept Comp Architecture & Automat, Madrid, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Hernandez-Lorenzo, Laura
[3
]
Nielsen, T. Rune
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Univ Copenhagen, Rigshosp, Danish Dementia Res Ctr, Dept Neurol, Copenhagen, DenmarkUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Nielsen, T. Rune
[4
]
Diez-Cirarda, Maria
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Diez-Cirarda, Maria
[1
]
Cuevas, Constanza
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Cuevas, Constanza
[1
]
Montero-Escribano, Paloma
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Montero-Escribano, Paloma
[1
]
Delgado-Alonso, Cristina
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Delgado-Alonso, Cristina
[1
]
Valles-Salgado, Maria
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Valles-Salgado, Maria
[1
]
Gil-Moreno, Maria Jose
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Gil-Moreno, Maria Jose
[1
]
Matias-Guiu, Jorge
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Matias-Guiu, Jorge
[1
]
Matias-Guiu, Jordi A.
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
Matias-Guiu, Jordi A.
[1
]
机构:
[1] Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdiSSC, Dept Neurol,ES, Madrid 28040, Spain
[2] Univ Autonoma Madrid, Fac Psychol, Dept Biol & Hlth Psychol, Madrid, Spain
Background: The European Cross-Cultural Neuropsychological Test Battery (CNTB) has been proposed as a comprehensive battery for cognitive assessment, reducing the potential impact of cultural variables. In this validation study, we aimed to evaluate the diagnostic capacity of CNTB for the assessment of participants with multiple sclerosis (pwMS) compared to the Neuronorma battery (NN) according to the International Classification of Cognitive Disorders in MS criteria, and to develop machine learning (ML) algorithms to improve the diagnostic capacity of CNTB and to select the most relevant tests. Methods: Sixty pwMS and 60 healthy controls (HC) with no differences in sex, age, or years of education were enrolled. All participants completed the CNTB and pwMS were also examined with NN, depression, and fatigue scales. Impaired domains and cognitive phenotypes were defined following IC-CoDiMS - CoDiMS based on CNTB scores and compared to NN, according to-1SD and-1.5SD cutoff scores. To select the most relevant tests, random forest (RF) was performed for different binary classifications. Results: PwMS showed a lower performance compared to HC with medium-large effect sizes, in episodic memory, executive function, attention, and processing speed, in accordance with their characteristic cognitive profile. There were no differences in impaired domains or cognitive phenotypes between CNTB and NN, highlighting the role of episodic memory, executive function, attention, and processing speed tests. The most relevant tests identified by RF were consistent with inter-group comparisons and allowed a better classification than SD cutoff scores. Conclusion: CNTB is a valid test for cognitive diagnosis in pwMS, including key tests for the most frequently impaired cognitive domains in MS. The use of ML techniques may also be useful to improve diagnosis, especially in some tests with lower sensitivity.
机构:
Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, Spain
Univ Autonoma Madrid, Fac Psychol, Madrid, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, Spain
Delgado-Alvarez, Alfonso
Nielsen, Thomas Rune
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Univ Copenhagen, Rigshospitalet, Danish Dementia Res Ctr, Dept Neurol, Copenhagen, DenmarkUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, Spain
Nielsen, Thomas Rune
Delgado-Alonso, Cristina
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, Spain
Delgado-Alonso, Cristina
Valles-Salgado, Maria
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h-index: 0
机构:
Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, Spain
Valles-Salgado, Maria
Lopez-Carbonero, Juan I.
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, Spain
Lopez-Carbonero, Juan I.
Garcia-Ramos, Rocio
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, Spain
Garcia-Ramos, Rocio
Gil-Moreno, Maria Jose
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, Spain
Gil-Moreno, Maria Jose
Diez-Cirarda, Maria
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, Spain
Diez-Cirarda, Maria
Matias-Guiu, Jorge
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, Spain
Matias-Guiu, Jorge
Matias-Guiu, Jordi A.
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Univ Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, SpainUniv Complutense, Hosp Clin San Carlos, San Carlos Inst Hlth Res IdISSC, Dept Neurol, Madrid, Spain
机构:
Univ Sao Paulo, Fac Med, Dept Neurol, Sao Paulo, SP, BrazilUniv Sao Paulo, Fac Med, Dept Neurol, Sao Paulo, SP, Brazil
Nitrini, Ricardo
Caramelli, Paulo
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Univ Fed Minas Gerais, Fac Med, Dept Clin Med, Belo Horizonte, MG, BrazilUniv Sao Paulo, Fac Med, Dept Neurol, Sao Paulo, SP, Brazil
Caramelli, Paulo
Dozzi Brucki, Sonia Maria
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Univ Sao Paulo, Fac Med, Dept Neurol, Sao Paulo, SP, BrazilUniv Sao Paulo, Fac Med, Dept Neurol, Sao Paulo, SP, Brazil
Dozzi Brucki, Sonia Maria
Yassuda, Monica Sanches
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Univ Sao Paulo, Fac Med, Dept Neurol, Sao Paulo, SP, Brazil
Univ Sao Paulo, Escola Artes Ciencias & Humanidades, Gerontol, Sao Paulo, SP, BrazilUniv Sao Paulo, Fac Med, Dept Neurol, Sao Paulo, SP, Brazil
机构:
Univ Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
Univ Autonoma Madrid, Fac Psychol, Madrid, SpainUniv Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
Delgado-Alvarez, Alfonso
Delgado-Alonso, Cristina
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h-index: 0
机构:
Univ Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, SpainUniv Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
Delgado-Alonso, Cristina
Goudsmit, Miriam
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OLVG Hosp, Dept Psychiat & Med Psychol, Amsterdam, NetherlandsUniv Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
Goudsmit, Miriam
Jose Gil, Maria
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Univ Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, SpainUniv Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
Jose Gil, Maria
Diez-Cirarda, Maria
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Univ Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, SpainUniv Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
Diez-Cirarda, Maria
Valles-Salgado, Maria
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机构:
Univ Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, SpainUniv Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
Valles-Salgado, Maria
Montero-Escribano, Paloma
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h-index: 0
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Univ Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, SpainUniv Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
Montero-Escribano, Paloma
Hernandez-Lorenzo, Laura
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机构:
Univ Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
Univ Complutense, Fac Informat, Dept Comp Architecture & Automat, Madrid, SpainUniv Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
Hernandez-Lorenzo, Laura
Matias-Guiu, Jorge
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机构:
Univ Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, SpainUniv Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
Matias-Guiu, Jorge
Matias-Guiu, Jordi A.
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Univ Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, SpainUniv Complutense, San Carlos Inst Hlth Res IdiSSC, Hosp Clin San Carlos, Dept Neurol, Prof Martin Lagos St, ES-28040 Madrid, Spain
机构:
Univ Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, BrazilUniv Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, Brazil
Araujo, Narahyana B.
Nielsen, Thomas R.
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h-index: 0
机构:
Univ Copenhagen, Danish Dementia Res Ctr, Copenhagen, DenmarkUniv Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, Brazil
Nielsen, Thomas R.
Barca, Maria L.
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h-index: 0
机构:
Vestfold Cty Hosp, Norwegian Natl Unit Aging & Hlth, Tonsberg, Norway
Oslo Univ Hosp, Dept Geriatr Med, Oslo, NorwayUniv Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, Brazil
Barca, Maria L.
Engedal, Knut
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Vestfold Cty Hosp, Norwegian Natl Unit Aging & Hlth, Tonsberg, Norway
Oslo Univ Hosp, Dept Geriatr Med, Oslo, NorwayUniv Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, Brazil
Engedal, Knut
Marinho, Valeska
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Univ Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, BrazilUniv Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, Brazil
Marinho, Valeska
Deslandes, Andrea C.
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Univ Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, BrazilUniv Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, Brazil
Deslandes, Andrea C.
Coutinho, Evandro S.
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Fundacao Oswaldo Cruz FIOCRUZ, Escola Nacl Saude Publ ENSP, Rio De Janeiro, RJ, BrazilUniv Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, Brazil
Coutinho, Evandro S.
Laks, Jerson
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Univ Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, Brazil
Univ Grande Rio Unigranrio, Programa Posgrad Biomed Translac Biotrans, Duque De Caxias, RJ, BrazilUniv Fed Rio de Janeiro UFRJ, Inst Psiquiatria IPUB, Rio De Janeiro, RJ, Brazil
机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol INSPE, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Dini, Michelangelo
Tacchini, Marta
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机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol INSPE, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Tacchini, Marta
Boschetti, Angela
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机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol INSPE, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Boschetti, Angela
Gamberini, Giulia
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h-index: 0
机构:
Casa Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Gamberini, Giulia
Gradassi, Alessandro
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机构:
Casa Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Gradassi, Alessandro
Chiveri, Luca
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Casa Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Chiveri, Luca
Rodegher, Mariaemma
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Casa Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Rodegher, Mariaemma
Comi, Giancarlo
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机构:
Univ Vita Salute San Raffaele, Milan, Italy
Casa Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Comi, Giancarlo
Leocani, Letizia
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机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol INSPE, Milan, Italy
Casa Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy