A reliable spatially normalized template of the human spinal cord - Applications to automated white matter/gray matter segmentation and tensor-based morphometry (TBM) mapping of gray matter alterations occurring with age

被引:31
作者
Taso, Manuel [1 ,2 ,3 ,4 ,5 ]
Le Troter, Arnaud [1 ,3 ]
Sdika, Michael [6 ]
Cohen-Adad, Julien [7 ]
Arnoux, Pierre-Jean [2 ,4 ,5 ]
Guye, Maxime [1 ,3 ]
Ranjeva, Jean-Philippe [1 ,3 ,4 ,5 ]
Callot, Virginie [1 ,3 ,4 ,5 ]
机构
[1] Aix Marseille Univ, CNRS, UMR 7339, CRMBM, F-13385 Marseille 05, France
[2] Aix Marseille Univ, IFSTTAR, LBA UMR T 24, F-13385 Marseille 05, France
[3] Hop Enfants La Timone, AP HM, Ctr Explorat Metab Resonance Magnet CEMEREM, Marseille, France
[4] Int Associated Lab Biomech Spine Injury & Pathol, Marseille, France
[5] Int Associated Lab Biomech Spine Injury & Pathol, Edmonton, AB, Canada
[6] Univ Lyon 1, Univ Lyon, INSA Lyon, CREATIS,CNRS,UMR5220,Inserm,U1044, F-69622 Villeurbanne, France
[7] Ecole Polytech Montreal, Inst Biomed Engn, Montreal, PQ, Canada
关键词
MRI; Spinal cord; Tensor-based morphometry; Segmentation; Template; Gray matter; Atrophy; OF-THE-ART; MULTIPLE-SCLEROSIS; IN-VIVO; GRADIENT-ECHO; ATROPHY; MRI; BRAIN; ATLAS; ABNORMALITIES; REGISTRATION;
D O I
10.1016/j.neuroimage.2015.05.034
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Recently, a T-2*-weighted template and probabilistic atlas of the white and gray matter (WM, GM) of the spinal cord (SC) have been reported. Such template can be used as tissue-priors for automated WM/GM segmentation but can also provide a common reference and normalized space for group studies. Here, a new template has been created (AMU(40)), and accuracy of automatic template-based WM/GM segmentation was quantified. The feasibility of tensor-based morphometry (TBM) for studying voxel-wise morphological differences of SC between young and elderly healthy volunteers was also investigated. Sixty-five healthy subjects were divided into young (n=40, age <40 years old, mean age 28 +/- 5 years old) and elderly (n=25, age >50 years old, mean age 57 +/- 5 years old) groups and scanned at 3 T using an axial high-resolution T-2*-weighted sequence. Inhomogeneity correction and affine intensity normalization of the SC and cerebrospinal fluid (CSF) signal intensities across slices were performed prior to both construction of the AMU(40) template and WM/GM template-based segmentation. The segmentation was achieved using non-linear spatial normalization of T-2*-w MR images to the AMU(40) template. Validation of WM/GM segmentations was performed with a leave-one-out procedure by calculating DICE similarity coefficients between manual and automated WM/GM masks. SC morphological differences between young and elderly healthy volunteers were assessed using the same non-linear spatial normalization of the subjects' MRI to a common template, derivation of the Jacobian determinant maps from the warping fields, and a TBM analysis. Results demonstrated robust WM/GM automated segmentation, with mean DICE values greater than 0.8. Concerning the TBM analysis, an anterior GM atrophy was highlighted in elderly volunteers, demonstrating thereby, for the first time, the feasibility of studying local structural alterations in the SC using tensor-based morphometry. This holds great promise for studies of morphological impairment occurring in several central nervous system pathologies. (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:20 / 28
页数:9
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