Texture analysis of spinal cord pathology in multiple sclerosis

Texture analysis was applied to MR images of the spinal cord in an attempt to quantify pathological changes that occur in multiple sclerosis (MS). Texture features quantify macroscopic lesions and also the microscopic abnormalities that may be undetectable using conventional measures of lesion volume and number. Significant differences in texture between normal controls and MS patients were seen. Texture differences were detected between normal controls and relapsing–remitting patients before detectable spinal cord atrophy. There was also significant correlation between texture and disability. The segmentation and texture analysis technique demonstrates intraobserver coefficients of variation ranging from 0.6–8.2%. Texture analysis has potential as a tool for monitoring changes associated with the development of disability in patients with MS. Reproducibility and sensitivity must be improved to use the technique for serial monitoring in individuals. Magn Reson Med 42:929–935, 1999. © 1999 Wiley‐Liss, Inc.

[1]  A. Beckett,et al.  AKUFO AND IBARAPA. , 1965, Lancet.

[2]  Robert M. Haralick,et al.  Textural Features for Image Classification , 1973, IEEE Trans. Syst. Man Cybern..

[3]  D. Oppenheimer,et al.  THE CERVICAL CORD IN MULTIPLE SCLEROSIS , 1978, Neuropathology and applied neurobiology.

[4]  A. S. Hall,et al.  NUCLEAR MAGNETIC RESONANCE IMAGING OF THE BRAIN IN MULTIPLE SCLEROSIS , 1981, The Lancet.

[5]  D. Silberberg,et al.  New diagnostic criteria for multiple sclerosis: Guidelines for research protocols , 1983, Annals of neurology.

[6]  J. Kurtzke Rating neurologic impairment in multiple sclerosis , 1983, Neurology.

[7]  D. Altman,et al.  STATISTICAL METHODS FOR ASSESSING AGREEMENT BETWEEN TWO METHODS OF CLINICAL MEASUREMENT , 1986, The Lancet.

[8]  I. Zuna Computerized Ultrasonic Tissue Characterization: Methods and Clinical Use , 1987 .

[9]  D. Li,et al.  Serial magnetic resonance scanning in multiple sclerosis: A second prospective study in relapsing patients , 1989, Annals of neurology.

[10]  G Johnson,et al.  Precise relaxation time measurements of normal‐appearing white matter in inflammatory central nervous system disease , 1989, Magnetic resonance in medicine.

[11]  R I Grossman,et al.  Experimental allergic encephalomyelitis and multiple sclerosis: lesion characterization with magnetization transfer imaging. , 1992, Radiology.

[12]  D.L. Plummer,et al.  DispImage: Un mezzo di analisi e presentazione per iconografia medica , 1992 .

[13]  A. Thompson,et al.  Serial gadolinium‐enhanced MRI in relapsing/remitting multiple sclerosis of varying disease duration , 1992, Neurology.

[14]  A. Thompson,et al.  Spinal cord MRI using multi‐array coils and fast spin echo , 1993, Neurology.

[15]  L. Schad,et al.  MR image texture analysis--an approach to tissue characterization. , 1993, Magnetic resonance imaging.

[16]  A. Thompson,et al.  Spinal cord MRI using multi‐array coils and fast spin echo , 1993, Neurology.

[17]  G J Barker,et al.  Correction of Nonuniformity in Images of the Spine and Optic Nerve from Fixed Receive‐Only Surface Coils at 1.5 T , 1994, Journal of computer assisted tomography.

[18]  R H Edwards,et al.  Magnetic resonance relaxation time mapping in multiple sclerosis: normal appearing white matter and the "invisible" lesion load. , 1994, Magnetic resonance imaging.

[19]  A. Thompson,et al.  Persistent functional deficit in multiple sclerosis and autosomal dominant cerebellar ataxia is associated with axon loss. , 1995, Brain : a journal of neurology.

[20]  H. Tobi,et al.  Correlating MRI and clinical disease activity in multiple sclerosis , 1995, Neurology.

[21]  A J Thompson,et al.  Progressive cerebral atrophy in multiple sclerosis. A serial MRI study. , 1996, Brain : a journal of neurology.

[22]  F. Barkhof,et al.  Accumulation of hypointense lesions ("black holes") on T1 spin-echo MRI correlates with disease progression in multiple sclerosis , 1996, Neurology.

[23]  G J Barker,et al.  Macroscopic and microscopic assessments of disease burden by MRI in multiple sclerosis: Relationship to clinical parameters , 1996, Journal of magnetic resonance imaging : JMRI.

[24]  A Weindl,et al.  Deactivation of human visual cortex during involuntary ocular oscillations. A PET activation study. , 1996, Brain : a journal of neurology.

[25]  G. Barker,et al.  MRI dynamics of brain and spinal cord in progressive multiple sclerosis. , 1996, Journal of neurology, neurosurgery, and psychiatry.

[26]  David H. Miller,et al.  Correction for variations in MRI scanner sensitivity in brain studies with histogram matching , 1998, Magnetic resonance in medicine.