Preziosa Paolo, Rocca Maria A, Pagani Elisabetta, Valsasina Paola, Amato Maria Pia, Brichetto Giampaolo, Bruschi Nicolò, Chataway Jeremy, Chiaravalloti Nancy D, Cutter Gary, Dalgas Ulrik, DeLuca John, Farrell Rachel, Feys Peter, Freeman Jennifer, Inglese Matilde, Meani Alessandro, Meza Cecilia, Motl Robert W, Salter Amber, Sandroff Brian M, Feinstein Anthony, Filippi Massimo
Neuroimaging Research Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy.
Neurology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy.
J Neurol. 2023 Mar;270(3):1543-1563. doi: 10.1007/s00415-022-11486-0. Epub 2022 Nov 27.
Frontal cortico-subcortical dysfunction may contribute to fatigue and dual-task impairment of walking and cognition in progressive multiple sclerosis (PMS).
To explore the associations among fatigue, dual-task performance and structural and functional abnormalities of frontal cortico-subcortical network in PMS.
Brain 3 T structural and functional MRI sequences, Modified Fatigue Impact Scale (MFIS), dual-task motor and cognitive performances were obtained from 57 PMS patients and 10 healthy controls (HC). The associations of thalamic, caudate nucleus and dorsolateral prefrontal cortex (DLPFC) atrophy, microstructural abnormalities of their connections and their resting state effective connectivity (RS-EC) with fatigue and dual-task performance were investigated using random forest.
Thirty-seven PMS patients were fatigued (F) (MFIS ≥ 38). Compared to HC, non-fatigued (nF) and F-PMS patients had significantly worse dual-task performance (p ≤ 0.002). Predictors of fatigue (out-of-bag [OOB]-accuracy = 0.754) and its severity (OOB-R = 0.247) were higher Expanded Disability Status scale (EDSS) score, lower RS-EC from left-caudate nucleus to left-DLPFC, lower fractional anisotropy between left-caudate nucleus and left-thalamus, higher mean diffusivity between right-caudate nucleus and right-thalamus, and longer disease duration. Microstructural abnormalities in connections among thalami, caudate nuclei and DLPFC, mainly left-lateralized in nF-PMS and more bilateral in F-PMS, higher RS-EC from left-DLPFC to right-DLPFC in nF-PMS and lower RS-EC from left-caudate nucleus to left-DLPFC in F-PMS, higher EDSS score, higher WM lesion volume, and lower cortical volume predicted worse dual-task performances (OOB-R from 0.426 to 0.530).
In PMS, structural and functional frontal cortico-subcortical abnormalities contribute to fatigue and worse dual-task performance, with different patterns according to the presence of fatigue.
额叶皮质-皮质下功能障碍可能导致进行性多发性硬化症(PMS)患者出现疲劳以及行走和认知的双任务损害。
探讨PMS患者疲劳、双任务表现与额叶皮质-皮质下网络结构和功能异常之间的关联。
对57例PMS患者和10名健康对照(HC)进行脑部3T结构和功能MRI序列检查、改良疲劳影响量表(MFIS)评估以及双任务运动和认知表现测试。使用随机森林研究丘脑、尾状核和背外侧前额叶皮质(DLPFC)萎缩、其连接的微观结构异常及其静息态有效连接性(RS-EC)与疲劳和双任务表现之间的关联。
37例PMS患者存在疲劳(F)(MFIS≥38)。与HC相比,非疲劳(nF)和F-PMS患者的双任务表现明显更差(p≤0.002)。疲劳的预测因素(袋外[OOB]准确率=0.754)及其严重程度(OOB-R=0.247)包括更高的扩展残疾状态量表(EDSS)评分、从左侧尾状核到左侧DLPFC的较低RS-EC、左侧尾状核与左侧丘脑之间较低的分数各向异性、右侧尾状核与右侧丘脑之间较高的平均扩散率以及更长的病程。丘脑、尾状核和DLPFC之间连接的微观结构异常,在nF-PMS中主要为左侧化,在F-PMS中更具双侧性,nF-PMS中从左侧DLPFC到右侧DLPFC的较高RS-EC以及F-PMS中从左侧尾状核到左侧DLPFC的较低RS-EC、较高的EDSS评分、较高的白质病变体积和较低的皮质体积预测了更差的双任务表现(OOB-R从0.426到0.530)。
在PMS中,额叶皮质-皮质下结构和功能异常导致疲劳和更差的双任务表现,根据疲劳的存在情况呈现不同模式。