Department of Radiology, Weill Cornell Medicine, New York, New York, USA.
Department of Neurology, Weill Cornell Medicine, New York, New York, USA.
Brain Behav. 2021 Oct;11(10):e2353. doi: 10.1002/brb3.2353. Epub 2021 Sep 8.
In people with multiple sclerosis (pwMS), lesions with a hyperintense rim (rim+) on Quantitative Susceptibility Mapping (QSM) have been shown to have greater myelin damage compared to rim- lesions, but their association with disability has not yet been investigated. Furthermore, how QSM rim+ and rim- lesions differentially impact disability through their disruptions to structural connectivity has not been explored. We test the hypothesis that structural disconnectivity due to rim+ lesions is more predictive of disability compared to structural disconnectivity due to rim- lesions.
Ninety-six pwMS were included in our study. Individuals with Expanded Disability Status Scale (EDSS) <2 were considered to have lower disability (n = 59). For each gray matter region, a Change in Connectivity (ChaCo) score, that is, the percent of connecting streamlines also passing through a rim- or rim+ lesion, was computed. Adaptive Boosting was used to classify the pwMS into lower versus greater disability groups based on ChaCo scores from rim+ and rim- lesions. Classification performance was assessed using the area under ROC curve (AUC).
The model based on ChaCo from rim+ lesions outperformed the model based on ChaCo from rim- lesions (AUC = 0.67 vs 0.63, p-value < .05). The left thalamus and left cerebellum were the most important regions in classifying pwMS into disability categories.
rim+ lesions may be more influential on disability through their disruptions to the structural connectome than rim- lesions. This study provides a deeper understanding of how rim+ lesion location/size and resulting disruption to the structural connectome can contribute to MS-related disability.
在多发性硬化症患者(pwMS)中,定量磁化率映射(QSM)上具有高信号边缘(rim+)的病变与无边缘病变相比,具有更大的髓鞘损伤,但尚未研究其与残疾的关系。此外,QSM 边缘+和边缘-病变如何通过对结构连接的破坏而对残疾产生不同的影响尚未得到探索。我们假设,由于 rim+病变导致的结构失连接比由于 rim-病变导致的结构失连接更能预测残疾。
我们的研究纳入了 96 名 pwMS。扩展残疾状况量表(EDSS)<2 的个体被认为具有较低的残疾(n=59)。对于每个灰质区域,计算了一个连通性变化(ChaCo)评分,即穿过边缘+或边缘-病变的连通流线的百分比。自适应增强用于根据 rim+和 rim-病变的 ChaCo 评分将 pwMS 分类为较低残疾组和较高残疾组。使用 ROC 曲线下的面积(AUC)评估分类性能。
基于 rim+病变的 ChaCo 的模型优于基于 rim-病变的 ChaCo 的模型(AUC=0.67 比 0.63,p 值<.05)。左侧丘脑和左侧小脑是将 pwMS 分类为残疾类别的最重要区域。
rim+病变通过对结构连接组的破坏,可能比 rim-病变对残疾的影响更大。这项研究提供了对 rim+病变位置/大小及其对结构连接组的破坏如何导致 MS 相关残疾的更深入理解。