Literature DB >> 20060481

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

Mark A Horsfield1, Stefania Sala, Mohit Neema, Martina Absinta, Anshika Bakshi, Maria Pia Sormani, Maria A Rocca, Rohit Bakshi, Massimo Filippi.   

Abstract

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. Copyright 2010 Elsevier Inc. All rights reserved.

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Year:  2010        PMID: 20060481      PMCID: PMC2830007          DOI: 10.1016/j.neuroimage.2009.12.121

Source DB:  PubMed          Journal:  Neuroimage        ISSN: 1053-8119            Impact factor:   6.556


  25 in total

1.  The effect of the neuroprotective agent riluzole on MRI parameters in primary progressive multiple sclerosis: a pilot study.

Authors:  N F Kalkers; F Barkhof; E Bergers; R van Schijndel; C H Polman
Journal:  Mult Scler       Date:  2002-12       Impact factor: 6.312

Review 2.  Measurement of spinal cord atrophy in multiple sclerosis.

Authors:  Xia Lin; Christopher R Tench; Nikos Evangelou; Timothy Jaspan; Cris S Constantinescu
Journal:  J Neuroimaging       Date:  2004-07       Impact factor: 2.486

3.  Spinal crawlers: deformable organisms for spinal cord segmentation and analysis.

Authors:  Chris McIntosh; Ghassan Hamarneh
Journal:  Med Image Comput Comput Assist Interv       Date:  2006

4.  Intensive immunosuppression in progressive multiple sclerosis. A randomized, three-arm study of high-dose intravenous cyclophosphamide, plasma exchange, and ACTH.

Authors:  S L Hauser; D M Dawson; J R Lehrich; M F Beal; S V Kevy; R D Propper; J A Mills; H L Weiner
Journal:  N Engl J Med       Date:  1983-01-27       Impact factor: 91.245

5.  Measurement of signal intensities in the presence of noise in MR images.

Authors:  R M Henkelman
Journal:  Med Phys       Date:  1985 Mar-Apr       Impact factor: 4.071

Review 6.  High resolution CISS imaging of the spine.

Authors:  N Ramli; A Cooper; T Jaspan
Journal:  Br J Radiol       Date:  2001-09       Impact factor: 3.039

7.  Spinal cord atrophy and disability in multiple sclerosis over four years: application of a reproducible automated technique in monitoring disease progression in a cohort of the interferon beta-1a (Rebif) treatment trial.

Authors:  X Lin; C R Tench; B Turner; L D Blumhardt; C S Constantinescu
Journal:  J Neurol Neurosurg Psychiatry       Date:  2003-08       Impact factor: 10.154

8.  Rating neurologic impairment in multiple sclerosis: an expanded disability status scale (EDSS).

Authors:  J F Kurtzke
Journal:  Neurology       Date:  1983-11       Impact factor: 9.910

9.  Magnetic resonance imaging of the cervical spinal cord in multiple sclerosis--a quantitative T1 relaxation time mapping approach.

Authors:  Lalitha Vaithianathar; Chris R Tench; Paul S Morgan; Cris S Constantinescu
Journal:  J Neurol       Date:  2003-03       Impact factor: 4.849

10.  Application of a B-spline active surface technique to the measurement of cervical cord volume in multiple sclerosis from three-dimensional MR images.

Authors:  Simon J Hickman; Olivier Coulon; Geoffrey J M Parker; Gareth J Barker; Valerie L Stevenson; Declan T Chard; Simon R Arridge; Alan J Thompson; David H Miller
Journal:  J Magn Reson Imaging       Date:  2003-09       Impact factor: 4.813

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  81 in total

1.  Spatial normalization and regional assessment of cord atrophy: voxel-based analysis of cervical cord 3D T1-weighted images.

Authors:  P Valsasina; M A Horsfield; M A Rocca; M Absinta; G Comi; M Filippi
Journal:  AJNR Am J Neuroradiol       Date:  2012-06-07       Impact factor: 3.825

2.  Automatic magnetic resonance spinal cord segmentation with topology constraints for variable fields of view.

Authors:  Min Chen; Aaron Carass; Jiwon Oh; Govind Nair; Dzung L Pham; Daniel S Reich; Jerry L Prince
Journal:  Neuroimage       Date:  2013-08-06       Impact factor: 6.556

3.  Construction of an in vivo human spinal cord atlas based on high-resolution MR images at cervical and thoracic levels: preliminary results.

Authors:  Manuel Taso; Arnaud Le Troter; Michaël Sdika; Jean-Philippe Ranjeva; Maxime Guye; Monique Bernard; Virginie Callot
Journal:  MAGMA       Date:  2013-09-20       Impact factor: 2.310

4.  Gradient nonlinearity effects on upper cervical spinal cord area measurement from 3D T1 -weighted brain MRI acquisitions.

Authors:  Nico Papinutto; Rohit Bakshi; Antje Bischof; Peter A Calabresi; Eduardo Caverzasi; R Todd Constable; Esha Datta; Gina Kirkish; Govind Nair; Jiwon Oh; Daniel Pelletier; Dzung L Pham; Daniel S Reich; William Rooney; Snehashis Roy; Daniel Schwartz; Russell T Shinohara; Nancy L Sicotte; William A Stern; Ian Tagge; Shahamat Tauhid; Subhash Tummala; Roland G Henry
Journal:  Magn Reson Med       Date:  2017-06-15       Impact factor: 4.668

Review 5.  Secondary Progressive Multiple Sclerosis: Definition and Measurement.

Authors:  Domenico Plantone; Floriana De Angelis; Anisha Doshi; Jeremy Chataway
Journal:  CNS Drugs       Date:  2016-06       Impact factor: 5.749

Review 6.  Spinal cord MRI in multiple sclerosis--diagnostic, prognostic and clinical value.

Authors:  Hugh Kearney; David H Miller; Olga Ciccarelli
Journal:  Nat Rev Neurol       Date:  2015-05-26       Impact factor: 42.937

7.  Automatic vertebra segmentation on dynamic magnetic resonance imaging.

Authors:  Sinan Onal; Xin Chen; Susana Lai-Yuen; Stuart Hart
Journal:  J Med Imaging (Bellingham)       Date:  2017-03-15

8.  Robust GM/WM segmentation of the spinal cord with iterative non-local statistical fusion.

Authors:  Andrew J Asman; Seth A Smith; Daniel S Reich; Bennett A Landman
Journal:  Med Image Comput Comput Assist Interv       Date:  2013

9.  Groupwise multi-atlas segmentation of the spinal cord's internal structure.

Authors:  Andrew J Asman; Frederick W Bryan; Seth A Smith; Daniel S Reich; Bennett A Landman
Journal:  Med Image Anal       Date:  2014-02-05       Impact factor: 8.545

10.  2D phase-sensitive inversion recovery imaging to measure in vivo spinal cord gray and white matter areas in clinically feasible acquisition times.

Authors:  Nico Papinutto; Regina Schlaeger; Valentina Panara; Eduardo Caverzasi; Sinyeob Ahn; Kevin J Johnson; Alyssa H Zhu; William A Stern; Gerhard Laub; Stephen L Hauser; Roland G Henry
Journal:  J Magn Reson Imaging       Date:  2014-12-08       Impact factor: 4.813

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