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Quantitative Assessment of MRI Features in Patients with Relapsing-Remitting Multiple Sclerosis

机译:复发-缓解型多发性硬化症患者MRI特征的定量评估

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Relapsing-remitting multiple sclerosis (RRMS) is a chronic inflammatory demyelinating disease of the central nervous system. Magnetic Resonance Imaging (MRI) has a remarkable role in the assessment of the disease. The aim of the study is to evaluate MRI features and also to determine linear correlation between them. Nineteen RRMS patients (5 males, 14 females) have been included in this study. Neurological examination using EDSS scores was performed for all patients. Each patient underwent Tl, T2, Flair and DWI imaging. Twenty different features were evaluated in the research. Four features obtained directly from images, contain: DWI lesion size, number of DWI lesion, T2 lesion size and number of T2 lesion. In addition, EDSS is considered as one ofthe features. The volume of the lesion is presented as feature of lesion volume which is obtained by suitable software. In this paper we proposed a new method to calculate the rest of MRI features. The method uses histogram analysis of mean parenchymal diffusivity (MPD) map to calculate some features. The obtained features from the method contain: moment 2 to moment 6 (m2-m6), kurtosis, skewness, peak position (PP), peak height (PH), entropy (ENT), MPD-value, white matter fraction (WMF), gray matter fraction (GMF) and brain parenchymal fraction (BPF). Statistical results show EDSS has significant linear correlation with DWI lesion size, number of DWI lesion size, T2 lesion size and PP (P<0.05, R=[0.5-0.6]). All moments, m2-m6, kurtosis, skewness and PHhave significant linear correlation together (P<0.05, R=[0.8-1]). According to the results, ENT has negative significant correlation with m2-m(i. kurtosis, skewness, PH (P<0.05, R=[-0.8-(-0.6)]) but has positive significant correlation with MPD-value and BPF (P<0.05, R=0.5). MPD-value has negative linear correlation with m2-m6, lesion volume and PH (P<0.05, R=[-0.8-(-0.5)]). The proposed method and features could be helpful in the analysis of treatment planning protocol and will be beneficial in the study of treatment effects.
机译:复发-释放性多发性硬化症(RRMS)是中枢神经系统的慢性炎症性脱髓鞘疾病。磁共振成像(MRI)在疾病评估中具有显著作用。该研究的目的是评估MRI特征,并确定它们之间的线性相关性。本研究包括19名RRMS患者(男5例,女14例)。所有患者均使用EDSS评分进行神经系统检查。每个患者接受T1,T2,Flair和DWI成像。在研究中评估了20种不同的功能。直接从图像获得的四个特征包括:DWI病变大小,DWI病变数目,T2病变大小和T2病变数目。另外,EDSS被认为是特征之一。病变的体积表示为病变体积的特征,其通过合适的软件获得。在本文中,我们提出了一种计算其余MRI特征的新方法。该方法使用均值实质扩散率(MPD)图的直方图分析来计算一些特征。从该方法获得的特征包括:2到6矩(m2-m6),峰度,偏度,峰位置(PP),峰高(PH),熵(ENT),MPD值,白质分数(WMF) ,灰质分数(GMF)和脑实质分数(BPF)。统计结果表明,EDSS与DWI病变大小,DWI病变大小数目,T2病变大小和PP呈显着线性相关(P <0.05,R = [0.5-0.6])。所有时刻(m2-m6),峰度,偏度和PH均具有显着的线性相关性(P <0.05,R = [0.8-1])。根据结果​​,耳鼻喉科与m2-m呈负相关(即峰度,偏度,PH(P <0.05,R = [-0.8-(-0.6)]),而与MPD值和BPF呈正相关(P <0.05,R = 0.5)。MPD值与m2-m6,病灶体积和PH呈负线性相关(P <0.05,R = [-0.8-(-0.5)])。有助于分析治疗计划方案,并有助于研究治疗效果。

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