Kulik Shanna D, Nauta Ilse M, Tewarie Prejaas, Koubiyr Ismail, van Dellen Edwin, Ruet Aurelie, Meijer Kim A, de Jong Brigit A, Stam Cornelis J, Hillebrand Arjan, Geurts Jeroen J G, Douw Linda, Schoonheim Menno M
Department of Anatomy and Neurosciences, Amsterdam UMC, Vrije Universiteit Amsterdam, MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands.
Department of Neurology, Amsterdam UMC, Vrije Universiteit Amsterdam, MS Center Amsterdam, Amsterdam Neuroscience, Amsterdam, The Netherlands.
Netw Neurosci. 2022 Jun 1;6(2):339-356. doi: 10.1162/netn_a_00226. eCollection 2022 Jun.
Multiple sclerosis (MS) features extensive connectivity changes, but how structural and functional connectivity relate, and whether this relation could be a useful biomarker for cognitive impairment in MS is unclear. This study included 79 MS patients and 40 healthy controls (HCs). Patients were classified as cognitively impaired (CI) or cognitively preserved (CP). Structural connectivity was determined using diffusion MRI and functional connectivity using resting-state magnetoencephalography (MEG) data (theta, alpha1, and alpha2 bands). Structure-function coupling was assessed by correlating modalities, and further explored in frequency bands that significantly correlated with whole-brain structural connectivity. Functional correlates of short- and long-range structural connections (based on tract length) were then specifically assessed. Receiving operating curve analyses were performed on coupling values to identify biomarker potential. Only the theta band showed significant correlations between whole-brain structural and functional connectivity (rho = -0.26, = 0.023, only in MS). Long-range structure-function coupling was stronger in CI patients compared to HCs ( = 0.005). Short-range coupling showed no group differences. Structure-function coupling was not a significant classifier of cognitive impairment for any tract length (short-range area under the curve (AUC) = 0.498, = 0.976, long-range AUC = 0.611, = 0.095). Long-range structure-function coupling was stronger in CI MS compared to HCs, but more research is needed to further explore this measure as biomarkers in MS.
多发性硬化症(MS)具有广泛的连接性变化,但结构连接性与功能连接性之间的关系,以及这种关系是否可能成为MS认知障碍的有用生物标志物尚不清楚。本研究纳入了79例MS患者和40名健康对照者(HCs)。患者被分为认知受损(CI)或认知未受损(CP)。使用扩散磁共振成像确定结构连接性,使用静息态脑磁图(MEG)数据(θ、α1和α2频段)确定功能连接性。通过对不同模态进行相关性分析来评估结构-功能耦合,并在与全脑结构连接性显著相关的频段中进一步探索。然后专门评估短程和长程结构连接(基于纤维束长度)的功能相关性。对耦合值进行接受操作曲线分析以确定生物标志物潜力。仅θ频段显示全脑结构和功能连接性之间存在显著相关性(rho = -0.26,P = 0.023,仅在MS患者中)。与HCs相比,CI患者的长程结构-功能耦合更强(P = 0.005)。短程耦合未显示组间差异。对于任何纤维束长度,结构-功能耦合都不是认知障碍的显著分类指标(短程曲线下面积(AUC) = 0.498,P = 0.976,长程AUC = 0.611,P = 0.095)。与HCs相比,CI MS患者的长程结构-功能耦合更强,但需要更多研究来进一步探索将该指标作为MS生物标志物的可能性。