This work evaluates the potential in diagnostic application of a new advanced neuroimaging method, which delineates the profile of tissue properties along the corticospinal tract (CST) in amyotrophic lateral sclerosis (ALS), by means of diffusion tensor imaging (DTI). Twenty-four ALS patients and twenty-four demographically matched healthy subjects were enrolled in this study. The Automated Fiber Quantification (AFQ), a tool for the automatic reconstruction of white matter tract profiles, based on a deterministic tractography algorithm to automatically identify the CST and quantify its diffusion properties, was used. At a group level, the highest non-overlapping DTI-related differences were detected in the cerebral peduncle, posterior limb of the internal capsule, and primary motor cortex. Fractional anisotropy (FA) decrease and mean diffusivity (MD) and radial diffusivity (RD) increases were detected when comparing ALS patients to controls. The machine learning approach used to assess the clinical utility of this DTI tool revealed that, by combining all DTI metrics measured along tract between the cerebral peduncle and the corona radiata, a mean 5-fold cross validation accuracy of 80% was reached in discriminating ALS from controls. Our study provides a useful new neuroimaging tool to characterize ALS-related neurodegenerative processes by means of CST profile. We demonstrated that specific microstructural changes in the upper part of the brainstem might be considered as a valid biomarker. With further validations this method has the potential to be considered a promising step toward the diagnostic utility of DTI measures in ALS. Hum Brain Mapp 38:727-739, 2017. (c) 2016 Wiley Periodicals, Inc.
机构:Inst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Agosta, F.
Chio, A.
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Univ Turin, Dept Neurosci, Turin, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Chio, A.
Cosottini, M.
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Univ Pisa, Neuroradiol Unit, Dept Neurosci, Pisa, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Cosottini, M.
De Stefano, N.
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Univ Siena, Dept Neurol & Behav Sci, I-53100 Siena, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
De Stefano, N.
Falini, A.
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Inst Sci, Div Neurosci, Neuroradiol Unit, I-20132 Milan, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Falini, A.
Mascalchi, M.
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Univ Florence, Dept Clin Physiopathol, Radiodiagnost Sect, Florence, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Mascalchi, M.
Rocca, M. A.
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机构:Inst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Rocca, M. A.
Silani, V.
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Univ Milan, IRCCS Ist Auxol Italiano, Dino Ferrari Ctr, Dept Neurol, Milan, Italy
Univ Milan, IRCCS Ist Auxol Italiano, Dino Ferrari Ctr, Neurosci Lab, Milan, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Silani, V.
Tedeschi, G.
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Univ Naples 2, Dept Neurol Sci, Naples, Italy
Inst Hermitage Capodimonte, Naples, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Tedeschi, G.
Filippi, M.
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Inst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Univ Hosp San Raffaele, I-20132 Milan, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
机构:
Walter & Eliza Hall Inst Med Res, Div Mol Med, Melbourne, Vic 3050, Australia
Univ Melbourne, Dept Med Biol, Melbourne, Vic 3050, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Blewitt, Marnie E.
Gendrel, Anne-Valerie
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Univ London Imperial Coll Sci Technol & Med, MRC, Ctr Clin Sci, London SW7 2AZ, England
Univ London Imperial Coll Sci Technol & Med, MRC, Fac Med, London SW7 2AZ, EnglandQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Gendrel, Anne-Valerie
Pang, Zhenyi
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Queensland Inst Med Res, Brisbane, Qld 4006, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Pang, Zhenyi
Sparrow, Duncan B.
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h-index: 0
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Univ New S Wales, Victor Chang Cardiac Res Inst, Sydney, NSW 2010, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Sparrow, Duncan B.
Whitelaw, Nadia
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Queensland Inst Med Res, Brisbane, Qld 4006, Australia
Univ Queensland, Sch Med, Brisbane, Qld 4072, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Whitelaw, Nadia
Craig, Jeffrey M.
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Murdoch Childrens Res Inst, Parkville, Vic 3052, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Craig, Jeffrey M.
Apedaile, Anwyn
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Univ London Imperial Coll Sci Technol & Med, MRC, Ctr Clin Sci, London SW7 2AZ, England
Univ London Imperial Coll Sci Technol & Med, MRC, Fac Med, London SW7 2AZ, EnglandQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Apedaile, Anwyn
Hilton, Douglas J.
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h-index: 0
机构:
Walter & Eliza Hall Inst Med Res, Div Mol Med, Melbourne, Vic 3050, Australia
Univ Melbourne, Dept Med Biol, Melbourne, Vic 3050, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Hilton, Douglas J.
Dunwoodie, Sally L.
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h-index: 0
机构:Queensland Inst Med Res, Brisbane, Qld 4006, Australia
Dunwoodie, Sally L.
Brockdorff, Neil
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h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, MRC, Ctr Clin Sci, London SW7 2AZ, England
Univ London Imperial Coll Sci Technol & Med, MRC, Fac Med, London SW7 2AZ, EnglandQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Brockdorff, Neil
Kay, Graham F.
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Queensland Inst Med Res, Brisbane, Qld 4006, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Kay, Graham F.
Whitelaw, Emma
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Queensland Inst Med Res, Brisbane, Qld 4006, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
机构:Inst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Agosta, F.
Chio, A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Turin, Dept Neurosci, Turin, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Chio, A.
Cosottini, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pisa, Neuroradiol Unit, Dept Neurosci, Pisa, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Cosottini, M.
De Stefano, N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Siena, Dept Neurol & Behav Sci, I-53100 Siena, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
De Stefano, N.
Falini, A.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Sci, Div Neurosci, Neuroradiol Unit, I-20132 Milan, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Falini, A.
Mascalchi, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florence, Dept Clin Physiopathol, Radiodiagnost Sect, Florence, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Mascalchi, M.
Rocca, M. A.
论文数: 0引用数: 0
h-index: 0
机构:Inst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Rocca, M. A.
Silani, V.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Milan, IRCCS Ist Auxol Italiano, Dino Ferrari Ctr, Dept Neurol, Milan, Italy
Univ Milan, IRCCS Ist Auxol Italiano, Dino Ferrari Ctr, Neurosci Lab, Milan, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Silani, V.
Tedeschi, G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Naples 2, Dept Neurol Sci, Naples, Italy
Inst Hermitage Capodimonte, Naples, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Tedeschi, G.
Filippi, M.
论文数: 0引用数: 0
h-index: 0
机构:
Inst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
Univ Hosp San Raffaele, I-20132 Milan, ItalyInst Sci, Neuroimaging Res Unit, Div Neurosci, Inst Expt Neurol, I-20132 Milan, Italy
机构:
Walter & Eliza Hall Inst Med Res, Div Mol Med, Melbourne, Vic 3050, Australia
Univ Melbourne, Dept Med Biol, Melbourne, Vic 3050, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Blewitt, Marnie E.
Gendrel, Anne-Valerie
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, MRC, Ctr Clin Sci, London SW7 2AZ, England
Univ London Imperial Coll Sci Technol & Med, MRC, Fac Med, London SW7 2AZ, EnglandQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Gendrel, Anne-Valerie
Pang, Zhenyi
论文数: 0引用数: 0
h-index: 0
机构:
Queensland Inst Med Res, Brisbane, Qld 4006, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Pang, Zhenyi
Sparrow, Duncan B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ New S Wales, Victor Chang Cardiac Res Inst, Sydney, NSW 2010, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Sparrow, Duncan B.
Whitelaw, Nadia
论文数: 0引用数: 0
h-index: 0
机构:
Queensland Inst Med Res, Brisbane, Qld 4006, Australia
Univ Queensland, Sch Med, Brisbane, Qld 4072, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Whitelaw, Nadia
Craig, Jeffrey M.
论文数: 0引用数: 0
h-index: 0
机构:
Murdoch Childrens Res Inst, Parkville, Vic 3052, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Craig, Jeffrey M.
Apedaile, Anwyn
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, MRC, Ctr Clin Sci, London SW7 2AZ, England
Univ London Imperial Coll Sci Technol & Med, MRC, Fac Med, London SW7 2AZ, EnglandQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Apedaile, Anwyn
Hilton, Douglas J.
论文数: 0引用数: 0
h-index: 0
机构:
Walter & Eliza Hall Inst Med Res, Div Mol Med, Melbourne, Vic 3050, Australia
Univ Melbourne, Dept Med Biol, Melbourne, Vic 3050, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Hilton, Douglas J.
Dunwoodie, Sally L.
论文数: 0引用数: 0
h-index: 0
机构:Queensland Inst Med Res, Brisbane, Qld 4006, Australia
Dunwoodie, Sally L.
Brockdorff, Neil
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, MRC, Ctr Clin Sci, London SW7 2AZ, England
Univ London Imperial Coll Sci Technol & Med, MRC, Fac Med, London SW7 2AZ, EnglandQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Brockdorff, Neil
Kay, Graham F.
论文数: 0引用数: 0
h-index: 0
机构:
Queensland Inst Med Res, Brisbane, Qld 4006, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia
Kay, Graham F.
Whitelaw, Emma
论文数: 0引用数: 0
h-index: 0
机构:
Queensland Inst Med Res, Brisbane, Qld 4006, AustraliaQueensland Inst Med Res, Brisbane, Qld 4006, Australia