Rapid semi-automatic segmentation of the spinal cord from magnetic resonance images: Application in multiple sclerosis

被引:197
作者
Horsfield, Mark A. [1 ]
Sala, Stefania [2 ,3 ]
Neema, Mohit [4 ,5 ]
Absinta, Martina [2 ,3 ]
Bakshi, Anshika [4 ,5 ]
Sormani, Maria Pia [6 ]
Rocca, Maria A. [2 ,3 ]
Bakshi, Rohit [4 ,5 ]
Filippi, Massimo [2 ,3 ]
机构
[1] Univ Leicester, Leicester Royal Infirm, Dept Cardiovasc Sci, Med Phys Grp, Leicester LE1 5WW, Leics, England
[2] Inst Sci, Div Neurosci, Inst Expt Neurol, Neuroimaging Res Unit, Milan, Italy
[3] Univ Osped San Raffaele, Milan, Italy
[4] Harvard Univ, Brigham & Womens Hosp, Sch Med, Dept Neurol,Partners MS Ctr,Lab Neuroimaging Res, Boston, MA 02115 USA
[5] Harvard Univ, Brigham & Womens Hosp, Sch Med, Dept Radiol, Boston, MA 02115 USA
[6] Univ Genoa, Dept Hlth Sci DISSAL, Biostat Unit, Genoa, Italy
基金
美国国家卫生研究院;
关键词
CROSS-SECTIONAL AREA; ATROPHY; MRI; VOLUME; DISABILITY;
D O I
10.1016/j.neuroimage.2009.12.121
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
A new semi-automatic method for segmenting the spinal cord from MR images is presented. The method is based on an active surface (AS) model of the cord surface, with intrinsic smoothness constraints. The model is initialized by the user marking the approximate cord center-line on a few representative slices, and the compact surface parametrization results in a rapid segmentation, taking on the order of 1 min. Using 3-D acquired T-1-weighted images of the cervical spine from human controls and patients with multiple sclerosis, the intra- and inter-observer reproducibilities were evaluated, and compared favorably with an existing cord segmentation method. While the AS method overestimated the cord area by approximately 14% compared to manual outlining, correlations between cord cross-sectional area and clinical disability scores confirmed the relevance of the new method in measuring cord atrophy in multiple sclerosis. Segmentation of the cord from 2-D multi-slice T-2-weighted images is also demonstrated over the cervical and thoracic region. Since the cord center-line is an intrinsic parameter extracted as part of the segmentation process, the image can be resampled such that the center-line forms one coordinate axis of a new image, allowing simple visualization of the cord structure and pathology; this could find wider application in standard radiological practice. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:446 / 455
页数:10
相关论文
共 28 条
[1]  
[Anonymous], 1976, Differential Geometry of Curves and Surfaces
[2]   MRI in multiple sclerosis: current status and future prospects [J].
Bakshi, Rohit ;
Thompson, Alan J. ;
Rocca, Maria A. ;
Pelletier, Daniel ;
Dousset, Vincent ;
Barkhof, Frederik ;
Inglese, Matilde ;
Guttmann, Charles R. G. ;
Horsfield, Mark A. ;
Filippi, Massimo .
LANCET NEUROLOGY, 2008, 7 (07) :615-625
[3]   Quantification of spinal cord atrophy from magnetic resonance images via a B-spline active surface model [J].
Coulon, O ;
Hickman, SJ ;
Parker, GJ ;
Barker, GJ ;
Miller, DH ;
Arridge, SR .
MAGNETIC RESONANCE IN MEDICINE, 2002, 47 (06) :1176-1185
[4]  
Duda R., 1973, Pattern Classification and Scene Analysis, P271
[5]   Pathological study of spinal cord atrophy in multiple sclerosis suggests limited role of local lesions [J].
Evangelou, N ;
DeLuca, GC ;
Owens, T ;
Esiri, MM .
BRAIN, 2005, 128 :29-34
[6]   EFNS guidelines on the use of neuroimaging in the management of multiple sclerosis [J].
Filippi, M ;
Rocca, MA ;
Arnold, DL ;
Bakshi, R ;
Barkhof, F ;
De Stefano, N ;
Fazekas, F ;
Frohman, E ;
Wolinsky, JS .
EUROPEAN JOURNAL OF NEUROLOGY, 2006, 13 (04) :313-325
[7]   A spinal cord MRI study of benign and secondary progressive multiple sclerosis [J].
Filippi, M ;
Campi, A ;
Colombo, B ;
Pereira, C ;
Martinelli, V ;
Baratti, C ;
Comi, G .
JOURNAL OF NEUROLOGY, 1996, 243 (07) :502-505
[8]   Spinal cord atrophy in multiple sclerosis caused by white matter volume loss [J].
Gilmore, CP ;
DeLuca, GC ;
Bo, L ;
Owens, T ;
Lowe, J ;
Esiri, MM ;
Evangelou, N .
ARCHIVES OF NEUROLOGY, 2005, 62 (12) :1859-1862
[9]   MAGNETIC-RESONANCE-IMAGING LESION ENLARGEMENT IN MULTIPLE-SCLEROSIS - DISEASE-RELATED ACTIVITY, CHANCE OCCURRENCE, OR MEASUREMENT ARTIFACT [J].
GOODKIN, DE ;
ROSS, JS ;
MEDENDORP, SV ;
KONESCSNI, J ;
RUDICK, RA .
ARCHIVES OF NEUROLOGY, 1992, 49 (03) :261-263
[10]   INTENSIVE IMMUNOSUPPRESSION IN PROGRESSIVE MULTIPLE-SCLEROSIS - A RANDOMIZED, 3-ARM STUDY OF HIGH-DOSE INTRAVENOUS CYCLOPHOSPHAMIDE, PLASMA-EXCHANGE, AND ACTH [J].
HAUSER, SL ;
DAWSON, DM ;
LEHRICH, JR ;
BEAL, MF ;
KEVY, SV ;
PROPPER, RD ;
MILLS, JA ;
WEINER, HL .
NEW ENGLAND JOURNAL OF MEDICINE, 1983, 308 (04) :173-180