Prediction of Neurological Impairment in Cervical Spondylotic Myelopathy using a Combination of Diffusion MRI and Proton MR Spectroscopy

被引:42
作者
Ellingson, Benjamin M. [1 ,2 ,3 ,4 ]
Salamon, Noriko [1 ]
Hardy, Anthony J. [1 ,2 ]
Holly, Langston T. [5 ]
机构
[1] Univ Calif Los Angeles, David Geffen Sch Med, Dept Radiol Sci, Los Angeles, CA 90095 USA
[2] Univ Calif Los Angeles, David Geffen Sch Med, Dept Biomed Phys, Los Angeles, CA 90095 USA
[3] Univ Calif Los Angeles, Dept Bioengn, Henri Samueli Sch Engn & Appl Sci, Los Angeles, CA 90024 USA
[4] Univ Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, Los Angeles, CA 90095 USA
[5] Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurosurg & Orthopaed, Los Angeles, CA 90095 USA
关键词
MAGNETIC-RESONANCE SPECTROSCOPY; INCREASED SIGNAL INTENSITY; SPINAL-CORD; COMPRESSIVE MYELOPATHY; DISEASE SEVERITY; PAVLOV RATIO; INJURY; PATHOPHYSIOLOGY; COEFFICIENT; ANISOTROPY;
D O I
10.1371/journal.pone.0139451
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Purpose In the present study we investigated a combination of diffusion tensor imaging (DTI) and magnetic resonance spectroscopic (MRS) biomarkers in order to predict neurological impairment in patients with cervical spondylosis. Methods Twenty-seven patients with cervical spondylosis were evaluated. DTI and single voxel MRS were performed in the cervical cord. N-acetylaspartate (NAA) and choline (Cho) metabolite concentration ratios with respect to creatine were quantified, as well as the ratio of choline to NAA. The modified mJOA scale was used as a measure of neurologic deficit. Linear regression was performed between DTI and MRS parameters and mJOA scores. Significant predictors from linear regression were used in a multiple linear regression model in order to improve prediction of mJOA. Parameters that did not add value to model performance were removed, then an optimized multiparametric model was established to predict mJOA. Results Significant correlations were observed between the Torg-Pavlov ratio and FA (R-2 = 0.2021, P = 0.019); DTI fiber tract density and FA, MD, Cho/NAA (R-2 = 0.3412, P = 0.0014; R-2 = 0.2112, P = 0.016; and R-2 = 0.2352, P = 0.010 respectively); along with FA and Cho/NAA (R-2 = 0.1695, P = 0.033). DTI fiber tract density, MD and FA at the site of compression, along with Cho/NAA at C2, were significantly correlated with mJOA score (R-2 = 0.05939, P < 0.0001; R-2 = 0.4739, P < 0.0001; R-2 = 0.7034, P < 0.0001; R-2 = 0.4649, P < 0.0001). A combination biomarker consisting of DTI fiber tract density, MD, and Cho/NAA showed the best prediction of mJOA (R-2 = 0.8274, P < 0.0001), with post-hoc tests suggesting fiber tract density, MD, and Cho/NAA were all significant contributors to predicting mJOA (P = 0.00053, P = 0.00085, and P = 0.0019, respectively). Conclusion A linear combination of DTI and MRS measurements within the cervical spinal cord may be useful for accurately predicting neurological deficits in patients with cervical spondylosis. Additional studies may be necessary to validate these observations.
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页数:14
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