Clinical utility of diffusion MRI-derived measures of cortical microstructure in a real-world memory clinic setting

被引:1
|
作者
Torso, Mario [1 ]
Fumagalli, Giorgio [2 ]
Ridgway, Gerard R. [1 ]
Contarino, Valeria Elisa [3 ]
Hardingham, Ian [1 ]
Scarpini, Elio [4 ]
Galimberti, Daniela [4 ,5 ]
Chance, Steven A. [1 ]
Arighi, Andrea [4 ]
机构
[1] Oxford Brain Diagnost Ltd, Oxford, England
[2] Univ Trento, Ctr Mind Brain Sci CIMeC, Rovereto, Italy
[3] Fdn IRCCS Ca Granda Osped Maggiore Policlin, Neuroradiol Unit, Milan, Italy
[4] Fdn IRCCS Ca Granda Osped Maggiore Policlin, Neurodegenerat Dis Unit, Milan, Italy
[5] Univ Milan, Dept Biomed Surg & Dent Sci, Milan, Italy
来源
关键词
MILD COGNITIVE IMPAIRMENT; ALZHEIMERS-DISEASE; DIAGNOSTIC-CRITERIA; BIOMARKERS; CONSENSUS; DEMENTIA;
D O I
10.1002/acn3.52097
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
ObjectiveTo investigate cortical microstructural measures from diffusion MRI as "neurodegeneration" markers that could improve prognostic accuracy in mild cognitive impairment (MCI). MethodsThe prognostic power of Amyloid/Tau/Neurodegeneration (ATN) biomarkers to predict progression from MCI to AD or non-AD dementia was investigated. Ninety patients underwent clinical evaluation (follow-up interval 32 +/- 18 months), lumbar puncture, and MRI. Participants were grouped by clinical stage and cerebrospinal fluid Amyloid and Tau status. T1-structural and diffusion MRI scans were analyzed to calculate diffusion metrics related to cortical columnar structure (AngleR, ParlPD, PerpPD+), cortical mean diffusivity, and fractional anisotropy. Statistical tests were corrected for multiple comparisons. Prognostic power was assessed using receiver operating characteristic (ROC) analysis and related indices. MethodsThe prognostic power of Amyloid/Tau/Neurodegeneration (ATN) biomarkers to predict progression from MCI to AD or non-AD dementia was investigated. Ninety patients underwent clinical evaluation (follow-up interval 32 +/- 18 months), lumbar puncture, and MRI. Participants were grouped by clinical stage and cerebrospinal fluid Amyloid and Tau status. T1-structural and diffusion MRI scans were analyzed to calculate diffusion metrics related to cortical columnar structure (AngleR, ParlPD, PerpPD+), cortical mean diffusivity, and fractional anisotropy. Statistical tests were corrected for multiple comparisons. Prognostic power was assessed using receiver operating characteristic (ROC) analysis and related indices. ResultsA progressive increase of whole-brain cortical diffusion values was observed along the AD continuum, with all A+ groups showing significantly higher AngleR than A-T-. Investigating clinical progression to dementia, the AT biomarkers together showed good positive predictive value (with 90.91% of MCI A+T+ converting to dementia) but poor negative predictive value (with 40% of MCI A-T- progressing to a mix of AD and non-AD dementias). Adding whole-brain AngleR as an N marker, produced good differentiation between stable and converting MCI A-T- patients (0.8 area under ROC curve) and substantially improved negative predictive value (+21.25%). ResultsA progressive increase of whole-brain cortical diffusion values was observed along the AD continuum, with all A+ groups showing significantly higher AngleR than A-T-. Investigating clinical progression to dementia, the AT biomarkers together showed good positive predictive value (with 90.91% of MCI A+T+ converting to dementia) but poor negative predictive value (with 40% of MCI A-T- progressing to a mix of AD and non-AD dementias). Adding whole-brain AngleR as an N marker, produced good differentiation between stable and converting MCI A-T- patients (0.8 area under ROC curve) and substantially improved negative predictive value (+21.25%). InterpretationResults support the clinical utility of cortical microstructure to aid prognosis, especially in A-T- patients. Further work will investigate other complexities of the real-world clinical setting, including A-T+ groups. Diffusion MRI measures of neurodegeneration may complement fluid AT markers to support clinical decision-making.
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页码:1964 / 1976
页数:13
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