Center of Neuroimmunology, Laboratory of Advanced Imaging in Neuroimmunological Diseases, Hospital Clinic Barcelona, Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, Calle Villarroel 170, 08036, Barcelona, Spain.
Imaging of Mood- and Anxiety-Related Disorders Group, Institut d'Investigacions Biomediques August Pi i Sunyer (IDIBAPS), Universitat de Barcelona, and CIBERSAM, Barcelona, Spain.
Sci Rep. 2023 Mar 2;13(1):3565. doi: 10.1038/s41598-023-30502-5.
The relationship between brain diffusion microstructural changes and disability in multiple sclerosis (MS) remains poorly understood. We aimed to explore the predictive value of microstructural properties in white (WM) and grey matter (GM), and identify areas associated with mid-term disability in MS patients. We studied 185 patients (71% female; 86% RRMS) with the Expanded Disability Status Scale (EDSS), timed 25-foot walk (T25FW), nine-hole peg test (9HPT), and Symbol Digit Modalities Test (SDMT) at two time-points. We used Lasso regression to analyse the predictive value of baseline WM fractional anisotropy and GM mean diffusivity, and to identify areas related to each outcome at 4.1 years follow-up. Motor performance was associated with WM (T25FW: RMSE = 0.524, R = 0.304; 9HPT dominant hand: RMSE = 0.662, R = 0.062; 9HPT non-dominant hand: RMSE = 0.649, R = 0.139), and SDMT with GM diffusion metrics (RMSE = 0.772, R = 0.186). Cingulum, longitudinal fasciculus, optic radiation, forceps minor and frontal aslant were the WM tracts most closely linked to motor dysfunction, and temporal and frontal cortex were relevant for cognition. Regional specificity related to clinical outcomes provide valuable information that can be used to develop more accurate predictive models that could improve therapeutic strategies.
脑弥散微观结构变化与多发性硬化症(MS)残疾之间的关系仍不清楚。我们旨在探索白质(WM)和灰质(GM)微观结构特性的预测价值,并确定与 MS 患者中期残疾相关的区域。我们研究了 185 名患者(71%为女性;86%为 RRMS),使用扩展残疾状态量表(EDSS)、25 英尺步行测试(T25FW)、九孔钉测试(9HPT)和符号数字模态测试(SDMT)进行了两次时间点测试。我们使用 Lasso 回归分析了基线 WM 分数各向异性和 GM 平均扩散率的预测价值,并确定了与 4.1 年随访时每个结局相关的区域。运动表现与 WM 相关(T25FW:RMSE=0.524,R=0.304;9HPT 优势手:RMSE=0.662,R=0.062;9HPT 非优势手:RMSE=0.649,R=0.139),而 SDMT 与 GM 扩散指标相关(RMSE=0.772,R=0.186)。扣带束、纵束、视辐射、小钳和额斜束是与运动功能障碍最密切相关的 WM 束,颞叶和额叶皮质与认知相关。与临床结局相关的区域特异性提供了有价值的信息,可以用于开发更准确的预测模型,从而改善治疗策略。