Multivariate pattern analysis reveals anatomical connectivity differences between the left and right mesial temporal lobe epilepsy

被引:20
|
作者
Fang, Peng [1 ]
An, Jie [2 ]
Zeng, Ling-Li [1 ]
Shen, Hui [1 ]
Chen, Fanglin [1 ]
Wang, Wensheng [3 ]
Qiu, Shijun [2 ]
Hu, Dewen [1 ]
机构
[1] Natl Univ Def Technol, Coll Mechatron & Automat, Changsha 410073, Hunan, Peoples R China
[2] Southern Med Univ, Nanfang Hosp, Med Imaging Ctr, Guangzhou 510515, Guangdong, Peoples R China
[3] Guangdong 999 Brain Hosp, Med Imaging Ctr, Guangzhou 510510, Guangdong, Peoples R China
基金
中国国家自然科学基金;
关键词
Temporal lobe epilepsy; Diffusion tensor imaging; Anatomical connectivity; Classification; Cortical-limbic network; Cerebellum; POSTERIOR CINGULATE CORTEX; FUNCTIONAL CONNECTIVITY; DISCRIMINATIVE ANALYSIS; NETWORK; DEPRESSION; PREDICTION; ORGANIZATION; BEHAVIOR; ATROPHY; EMOTION;
D O I
10.1016/j.nicl.2014.12.018
中图分类号
R445 [影像诊断学];
学科分类号
100207 ;
摘要
Previous studies have demonstrated differences of clinical signs and functional brain network organizations between the left and right mesial temporal lobe epilepsy (mTLE), but the anatomical connectivity differences underlying functional variance between the left and right mTLE remain uncharacterized. We examined 43 (22 left, 21 right) mTLE patients with hippocampal sclerosis and 39 healthy controls using diffusion tensor imaging. After the whole-brain anatomical networks were constructed for each subject, multivariate pattern analysis was applied to classify the left mTLE from the right mTLE and extract the anatomical connectivity differences between the left and right mTLE patients. The classification results reveal 93.0% accuracy for the left mTLE versus the right mTLE, 93.4% accuracy for the left mTLE versus controls and 90.0% accuracy for the right mTLE versus controls. Compared with the right mTLE, the left mTLE exhibited a different connectivity pattern in the cortical-limbic network and cerebellum. The majority of the most discriminating anatomical connections were located within or across the cortical-limbic network and cerebellum, thereby indicating that these disease-related anatomical network alterations may give rise to a portion of the complex of emotional and memory deficit between the left and right mTLE. Moreover, the orbitofrontal gyrus, cingulate cortex, hippocampus and parahippocampal gyrus, which exhibit high discriminative power in classification, may play critical roles in the pathophysiology of mTLE. The current study demonstrated that anatomical connectivity differences between the left mTLE and the right mTLE may have the potential to serve as a neuroimaging biomarker to guide personalized diagnosis of the left and right mTLE. (C) 2015 The Authors. Published by Elsevier Inc.
引用
收藏
页码:555 / 561
页数:7
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