Smartphone-based symbol-digit modalities test reliably captures brain damage in multiple sclerosis
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作者:
Linh Pham
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机构:National Institutes of Health (NIH),Neuroimmunological Diseases Section (NDS), Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID)
Linh Pham
Thomas Harris
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机构:National Institutes of Health (NIH),Neuroimmunological Diseases Section (NDS), Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID)
Thomas Harris
Mihael Varosanec
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机构:National Institutes of Health (NIH),Neuroimmunological Diseases Section (NDS), Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID)
Mihael Varosanec
Vanessa Morgan
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机构:National Institutes of Health (NIH),Neuroimmunological Diseases Section (NDS), Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID)
Vanessa Morgan
Peter Kosa
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机构:National Institutes of Health (NIH),Neuroimmunological Diseases Section (NDS), Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID)
Peter Kosa
Bibiana Bielekova
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机构:National Institutes of Health (NIH),Neuroimmunological Diseases Section (NDS), Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID)
Bibiana Bielekova
机构:
[1] National Institutes of Health (NIH),Neuroimmunological Diseases Section (NDS), Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID)
As the burden of neurodegenerative diseases increases, time-limited clinic encounters do not allow quantification of complex neurological functions. Patient-collected digital biomarkers may remedy this, if they provide reliable information. However, psychometric properties of digital tools remain largely un-assessed. We developed a smartphone adaptation of the cognitive test, the Symbol-Digit Modalities Test (SDMT) by randomizing the test’s symbol-number codes and testing sequences. The smartphone SDMT showed comparable psychometric properties in 154 multiple sclerosis (MS) patients and 39 healthy volunteers (HV). E.g., smartphone SDMT achieved slightly higher correlations with cognitive subscores of neurological examinations and with brain injury measured by MRI (R2 = 0.75, Rho = 0.83, p < 0.0001) than traditional SDMT. Mathematical adjustment for motoric disability of the dominant hand, measured by another smartphone test, compensates for the disadvantage of touch-based test. Averaging granular home measurements of the digital biomarker also increases accuracy of identifying true neurological decline.
机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Dini, Michelangelo
Gamberini, Giulia
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机构:
Casa di Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Gamberini, Giulia
Tacchini, Marta
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h-index: 0
机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Tacchini, Marta
Boschetti, Angela
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h-index: 0
机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Boschetti, Angela
Gradassi, Alessandro
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机构:
Casa di Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Gradassi, Alessandro
Chiveri, Luca
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机构:
Casa di Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Chiveri, Luca
Rodegher, Mariaemma
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机构:
Casa di Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Rodegher, Mariaemma
Comi, Giancarlo
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机构:
Casa di Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Comi, Giancarlo
Leocani, Letizia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
机构:
Inst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Univ Vita Salute San Raffaele, Milan, ItalyInst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Dini, Michelangelo
Gamberini, Giulia
论文数: 0引用数: 0
h-index: 0
机构:
Casa Di Cura Igea, Neurorehabil Dept, Milan, ItalyInst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Gamberini, Giulia
Rodegher, Mariaemma
论文数: 0引用数: 0
h-index: 0
机构:
Casa Di Cura Igea, Neurorehabil Dept, Milan, ItalyInst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Rodegher, Mariaemma
Chiveri, Luca
论文数: 0引用数: 0
h-index: 0
机构:
Casa Di Cura Igea, Neurorehabil Dept, Milan, ItalyInst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Chiveri, Luca
Gradassi, Alessandro
论文数: 0引用数: 0
h-index: 0
机构:
Casa Di Cura Igea, Neurorehabil Dept, Milan, ItalyInst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Gradassi, Alessandro
Boschetti, Angela
论文数: 0引用数: 0
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机构:
Inst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Univ Vita Salute San Raffaele, Milan, ItalyInst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Boschetti, Angela
Tacchini, Marta
论文数: 0引用数: 0
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机构:
Inst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Univ Vita Salute San Raffaele, Milan, ItalyInst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Tacchini, Marta
Comi, Giancarlo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vita Salute San Raffaele, Milan, Italy
Casa Di Cura Igea, Neurorehabil Dept, Milan, ItalyInst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Comi, Giancarlo
Leocani, Letizia
论文数: 0引用数: 0
h-index: 0
机构:
Inst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
Univ Vita Salute San Raffaele, Milan, ItalyInst Expt Neurol INSPE, Expt Neurophysiol Unit, Milan, Italy
机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Dini, Michelangelo
Boschetti, Angela
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Boschetti, Angela
Tacchini, Marta
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Tacchini, Marta
Gamberini, Giulia
论文数: 0引用数: 0
h-index: 0
机构:
Casa di Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Gamberini, Giulia
Gradassi, Alessandro
论文数: 0引用数: 0
h-index: 0
机构:
Casa di Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Gradassi, Alessandro
Chiveri, Luca
论文数: 0引用数: 0
h-index: 0
机构:
Casa di Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Chiveri, Luca
Rodegher, Mariaemma
论文数: 0引用数: 0
h-index: 0
机构:
Casa di Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Rodegher, Mariaemma
Comi, Giancarlo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vita Salute San Raffaele, Milan, Italy
Casa di Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy
Comi, Giancarlo
Leocani, Letizia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vita Salute San Raffaele, Milan, Italy
IRCCS Sci Inst San Raffaele, Inst Expt Neurol, Milan, Italy
Casa di Cura Igea, Dept Neurorehabil Sci, Milan, ItalyUniv Vita Salute San Raffaele, Milan, Italy