Diffusion tensor MRI tractography and cognitive impairment in multiple sclerosis

被引:106
作者
Mesaros, S. [1 ,3 ]
Rocca, M. A. [1 ,2 ]
Kacar, K. [4 ]
Kostic, J. [3 ]
Copetti, M. [5 ]
Stosic-Opincal, T. [4 ]
Preziosa, P. [1 ,2 ]
Sala, S. [1 ]
Riccitelli, G. [1 ]
Horsfield, M. A. [6 ]
Drulovic, J. [3 ]
Comi, G. [2 ]
Filippi, M. [1 ,2 ]
机构
[1] Inst Sci, Neuroimaging Res Unit, Inst Expt Neurol, Div Neurosci, Milan, Italy
[2] Inst Sci, Dept Neurol, Milan, Italy
[3] Univ Belgrade, Fac Med, Neurol Clin, Belgrade, Serbia
[4] Univ Belgrade, Clin Radiol, Fac Med, Belgrade, Serbia
[5] IRCCS Osped Casa Sollievo Sofferenza, Biostat Unit, Foggia, Italy
[6] Univ Leicester, Dept Cardiovasc Sci, Leicester, Leics, England
关键词
VARIABLE IMPORTANCE; ASSOCIATION; ATROPHY; MS; DYSFUNCTION; DISEASE; CORTEX; DAMAGE;
D O I
10.1212/WNL.0b013e31824d5859
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: To assess the correlation between cognitive impairment and overall vs regional CNS damage, quantified using conventional and diffusion tensor (DT) MRI tractography in multiple sclerosis (MS). Methods: Brain dual-echo, T1-weighted, and DT MRI data were acquired from 82 patients with MS. DT tractography was used to produce maps of white matter (WM) tracts involved in cognition. The sensory thalamocortical projections and optic radiations were studied as "control" WM tracts. The contribution of global brain damage (T2 lesion volume, normalized brain volume, gray matter [GM] volume, WM volume, DT MRI measures of normal-appearing WM and GM damage) and damage to selected WM tracts to overall cognitive impairment and to impairment at individual neuropsychological tests was assessed using a random forest (RF) analysis. Results: Thirty-three patients had cognitive impairment. The majority of MRI measures differed significantly between cognitively impaired and cognitively preserved (CP) patients. Significant correlations were found between performance in the majority of neuropsychological tests and global or regional brain damage (r ranging from -0.60 to 0.57). The RF analysis showed a high performance in classifying cognitively impaired vs CP patients, with a classification (C)-index = 76.8%, as well as in classifying patients' impairment in individual neuropsychological tests (C-index between 75.6% and 86.6%). Measures of lesional damage in cognitive-related tracts, rather than measures of normal-appearing WM damage in the same tracts or global brain/WM/GM damage, resulted in the highest classification accuracy. Conclusions: Lesions in strategic brain WM tracts contribute to cognitive impairment in MS through a multisystem disconnection syndrome. Neurology (R) 2012;78:969-975
引用
收藏
页码:969 / 975
页数:7
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