Predictive Value of the Diffusion Magnetic Resonance Imaging Technique for the Postoperative Outcome of Cervical Spondylotic Myelopathy

多重共线性 医学 方差膨胀系数 线性回归 相关性 磁共振成像 核医学 部分各向异性 统计 皮尔逊积矩相关系数 数学 磁共振弥散成像 放射科 几何学
作者
Ming Ni,Xiaoyi Wen,Mengze Zhang,Chenyu Jiang,Yali Li,Ben Wang,Xianchang Zhang,Qiang Zhao,Ning Lang,Liang Jiang,Huishu Yuan
出处
期刊:Journal of Magnetic Resonance Imaging [Wiley]
卷期号:59 (2): 599-610 被引量:3
标识
DOI:10.1002/jmri.28789
摘要

Background Diffusion magnetic resonsance imaging (dMRI) can potentially predict the postoperative outcome of cervical spondylotic myelopathy (CSM). Purpose To explore preoperative dMRI parameters to predict the postoperative outcome of CSM through multifactor correlation analysis. Study Type Prospective. Population Post‐surgery CSM patients; 102 total, 73 male (52.42 ± 10.60 years old) and 29 female (52.0 ± 11.45 years old). Field Strength/Sequence 3.0 T/Turbo spin echo T1 / T2 ‐weighted, T2 *‐weighted multiecho gradient echo and dMRI . Assessment Spinal cord function was evaluated using modified Japanese Orthopedic Association (mJOA) scoring at different time points: preoperative and 3, 6, and 12 months postoperative. Single‐factor correlation and t test analyses were conducted based on fractional anisotropy (FA), mean diffusivity, intracellular volume fraction, isotropic volume fraction, orientation division index, increased signal intensity, compression ratio, age, sex, symptom duration and operation method, and multicollinearity was calculated. The linear quantile mixed model (LQMM) and the linear mixed‐effects regression model (LMER) were used for multifactor correlation analysis using the combinations of the above variables. Statistical Tests Distance correlation, Pearson's correlation, multiscale graph correlation and t tests were used for the single‐factor correlation analyses. The variance inflation factor (VIF) was used to calculate multicollinearity. LQMM and LMER were used for multifactor correlation analyses. P < 0.05 was considered statistically significant. Results The single‐factor correlation between all variables and the postoperative mJOA score was weak (all r < 0.3). The linear relationship was stronger than the nonlinear relationship, and there was no significant multicollinearity (VIF = 1.10–1.94). FA values in the LQMM and LMER models had a significant positive correlation with the mJOA score ( r = 5.27–6.04), which was stronger than the other variables. Data Conclusion The FA value based on dMRI significantly positively correlated with CSM patient postoperative outcomes, helping to predict the surgical outcome and formulate a treatment plan before surgery. Evidence Level 1 Technical Efficacy Stage 2

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