Al-Shargie Fares, Glassen Michael, DeLuca John, Saleh Soha
IEEE Trans Neural Syst Rehabil Eng. 2025;33:2945-2955. doi: 10.1109/TNSRE.2025.3592492.
This study investigated effective connectivity and hemispheric asymmetry in persons with multiple sclerosis (pwMS) compared to healthy controls (HC) during two walking conditions: walking alone and walking while avoiding unpredictable obstacles. Cognitive-motor interference (CMI) was analyzed using electroencephalography (EEG) across beta, alpha, and theta frequency bands. Directed functional connectivity was estimated using partial directed coherence (PDC) to assess differences in connectivity patterns between conditions and groups. In healthy controls, obstacle avoidance increased connectivity in motor and cognitive regions including left central (LC), left temporal (LT), and right frontal (RF) regions, p<0.0014. In contrast, pwMS demonstrated weaker and more localized connectivity, primarily in the left central regions (sensorimotor cortices) p<0.0013, suggesting reduced efficiency in brain networks and compensatory mechanisms to maintain task performance. Further, pwMS showed left laterality toward the central region during both walking conditions compared to HC, p<0.05. Correlational analysis revealed that connectivity during obstacle avoidance in HC positively correlated with comfortable walking speed (r =0.57), indicating efficient neural pathways. In pwMS, connectivity showed a negative correlation with walking speed (r $= -0.65$ ), indicating compensatory but inefficient neural engagement. These findings highlight disruptions in brain connectivity during motor-cognitive tasks in pwMS, with potential implications for designing targeted rehabilitation strategies to improve gait and neural efficiency.
本研究调查了多发性硬化症患者(pwMS)与健康对照者(HC)在两种行走条件下的有效连接性和半球不对称性:独自行走和在避开不可预测障碍物的同时行走。使用脑电图(EEG)在β、α和θ频段分析认知运动干扰(CMI)。使用偏定向相干(PDC)估计定向功能连接性,以评估不同条件和组之间连接模式的差异。在健康对照者中,避开障碍物增加了运动和认知区域的连接性,包括左中央(LC)、左颞(LT)和右额叶(RF)区域,p<0.0014。相比之下,pwMS表现出较弱且更局限的连接性,主要在左中央区域(感觉运动皮层),p<0.0013,这表明脑网络效率降低以及维持任务表现的代偿机制。此外,与HC相比,pwMS在两种行走条件下均表现出向中央区域的左侧偏侧化,p<0.05。相关性分析显示,HC在避开障碍物时的连接性与舒适步行速度呈正相关(r =0.57),表明神经通路有效。在pwMS中,连接性与步行速度呈负相关(r = -0.65),表明代偿但低效的神经参与。这些发现突出了pwMS在运动认知任务期间脑连接性的破坏,对设计针对性的康复策略以改善步态和神经效率具有潜在意义。