Juvenile Myoclonic Epilepsy Imaging Endophenotypes and Relationship With Cognition and Resting-State EEG

IF 3.5 2区 医学 Q1 NEUROIMAGING
Aaron F. Struck, Camille Garcia-Ramos, Klevest Gjini, Jana E. Jones, Vivek Prabhakaran, Nagesh Adluru, Bruce P. Hermann
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Abstract

Structural neuroimaging studies of patients with Juvenile Myoclonic Epilepsy (JME) typically present two findings: 1-volume reduction of subcortical gray matter structures, and 2-abnormalities of cortical thickness. The general trend has been to observe increased cortical thickness primarily in medial frontal regions, but heterogeneity across studies is common, including reports of decreased cortical thickness. These differences have not been explained. The cohort of patients investigated here originates from the Juvenile Myoclonic Epilepsy Connectome Project, which included comprehensive neuropsychological testing, 3 T MRI, and high-density 256-channel EEG. 64 JME patients aged 12–25 and 41 age and sex-matched healthy controls were included. Data-driven approaches were used to compare cortical thickness and subcortical volumes between the JME and control participants. After differences were identified, supervised machine learning was used to confirm their classification power. K-means clustering was used to generate imaging endophenotypes, which were then correlated with cognition, EEG frequency band lagged coherence from resting state high-density EEG, and white and grey matter based spatial statistics from diffusion imaging. The volumes of subcortical gray matter structures, particularly the thalamus and the motor-associated thalamic nuclei (ventral anterior), were found to be smaller in JME. In addition, the right hemisphere (primarily) sulcal pre-motor cortex was abnormally thicker in an age-dependent manner in JME with an asymmetry in the pre-motor cortical findings. These results suggested that for some patients JME may be an asymmetric disease, at least at the cortical level. Cluster analysis revealed three discrete imaging endophenotypes (left, right, symmetric). Clinically, the groups were not substantially different except for cognition, where left hemisphere disease was linked with a lower performance on a general cognitive factor (“g”). HD-EEG demonstrated statistically significant differences between imaging endophenotypes. Tract-based spatial statistics showed significant changes between endophenotypes as well. The left dominant disease group exhibited diffuse white matter changes. JME patients present with heterogeneity in underlying imaging endophenotypes that are defined by the presence and laterality of asymmetric abnormality at the level of the pre-motor sulcal cortex; these endophenotypes are linked to orderly relationships with cognition, EEG, and white matter pathology. The relationship of JME's adolescent onset, age-dependent cortical thickness loss, and seizure upon awakening all suggest that synaptic pruning may be a key element in the pathogenesis of JME. Individualized treatment approaches for neuromodulation are needed to target the most relevant cortical and subcortical structures as well as develop disease-modifying and neuroprotective strategies.

Abstract Image

青少年肌阵挛性癫痫影像内表型及其与认知和静息状态脑电图的关系
青少年肌阵挛性癫痫(JME)患者的结构神经影像学研究通常有两个结果:1 .皮质下灰质结构体积减少;2 .皮质厚度异常。总的趋势是主要在内侧额叶区观察到皮质厚度增加,但研究的异质性很常见,包括皮质厚度减少的报道。这些差异还没有得到解释。本文研究的患者队列来源于青少年肌阵挛性癫痫连接组项目,该项目包括全面的神经心理测试、3t MRI和高密度256通道EEG。纳入64例12-25岁的JME患者和41例年龄和性别匹配的健康对照。数据驱动的方法用于比较JME和对照组参与者的皮质厚度和皮质下体积。识别差异后,使用监督机器学习来确认它们的分类能力。使用K-means聚类生成成像内表型,然后将其与认知、静息状态高密度脑电图的EEG频带滞后相干性以及弥散成像基于白质和灰质的空间统计相关。在JME中,皮层下灰质结构的体积,特别是丘脑和运动相关的丘脑核(前腹侧)的体积更小。此外,在JME中,右半球(主要是)沟状运动前皮层以年龄依赖的方式异常增厚,运动前皮层的发现不对称。这些结果表明,对于一些患者来说,JME可能是一种不对称疾病,至少在皮质水平上是如此。聚类分析显示三种离散的成像内表型(左、右、对称)。在临床上,除了认知能力外,两组之间没有实质性差异,其中左半球疾病与一般认知因素(“g”)的较低表现有关。HD-EEG显示影像学内表型差异有统计学意义。基于区束的空间统计也显示了不同内生表型间的显著差异。左侧显性病变组表现为弥漫性白质改变。JME患者在潜在的影像学内表型上存在异质性,这是由运动前沟皮层水平的不对称异常的存在和偏侧性所定义的;这些内表型与认知、脑电图和白质病理有有序的关系。JME的青春期发病、年龄依赖性皮质厚度损失和醒来后癫痫发作的关系都表明突触修剪可能是JME发病机制的关键因素。需要针对最相关的皮层和皮层下结构以及制定疾病改善和神经保护策略的神经调节的个体化治疗方法。
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来源期刊
Human Brain Mapping
Human Brain Mapping 医学-核医学
CiteScore
8.30
自引率
6.20%
发文量
401
审稿时长
3-6 weeks
期刊介绍: Human Brain Mapping publishes peer-reviewed basic, clinical, technical, and theoretical research in the interdisciplinary and rapidly expanding field of human brain mapping. The journal features research derived from non-invasive brain imaging modalities used to explore the spatial and temporal organization of the neural systems supporting human behavior. Imaging modalities of interest include positron emission tomography, event-related potentials, electro-and magnetoencephalography, magnetic resonance imaging, and single-photon emission tomography. Brain mapping research in both normal and clinical populations is encouraged. Article formats include Research Articles, Review Articles, Clinical Case Studies, and Technique, as well as Technological Developments, Theoretical Articles, and Synthetic Reviews. Technical advances, such as novel brain imaging methods, analyses for detecting or localizing neural activity, synergistic uses of multiple imaging modalities, and strategies for the design of behavioral paradigms and neural-systems modeling are of particular interest. The journal endorses the propagation of methodological standards and encourages database development in the field of human brain mapping.
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