机构：[1]Key Laboratory for NeuroInformation of the Ministry of Education, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu 610054, China[2]Key Laboratory for NeuroInformation of the Ministry of Education, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu 610054, China[3]Key Laboratory for NeuroInformation of the Ministry of Education, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu 610054, China, and also with Cuban Neuroscience Center, Habana 6 CP 10600, Cuba[4]Department of Neurology, Xuanwu Hospital, Capital Medical University, Beijing 100053, China, and also with Beijing Key Laboratory of Neuromodulation, Beijing 100053, China神经内科脑功能疾病调控治疗北京市重点实验室首都医科大学宣武医院
Discriminating psychogenic nonepileptic seizures (PNES) from epilepsy is challenging, and a reliable and automatic classification remains elusive. In this study, we develop an approach for discriminating between PNES and epilepsy using the common spatial pattern extracted from the brain network topology (SPN). The study reveals that 92% accuracy, 100% sensitivity, and 80% specificity were reached for the classification between PNES and focal epilepsy. The newly developed SPN of resting EEG may be a promising tool to mine implicit information that can be used to differentiate PNES from epilepsy.
基金：
the National Nature Science Foundation of China (#61175117, #81330032, #91232725, and #31100745)
the 973 Program 2011CB707803, the program for New Century Excellent Talents in University (#NCET-12-0089)
the 111 Project (B12027)
the 863 Project( 2012AA011601)
第一作者机构：[1]Key Laboratory for NeuroInformation of the Ministry of Education, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu 610054, China
通讯作者：
推荐引用方式(GB/T 7714)：
Peng Xu,Xiuchun Xiong,Qing Xue,et al.Differentiating Between Psychogenic Nonepileptic Seizures and Epilepsy Based on Common Spatial Pattern of Weighted EEG Resting Networks[J].IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING.2014,61(6):1747-1755.doi:10.1109/TBME.2014.2305159.
APA：
Peng Xu,Xiuchun Xiong,Qing Xue,Peiyang Li,Rui Zhang...&Dezhong Yao.(2014).Differentiating Between Psychogenic Nonepileptic Seizures and Epilepsy Based on Common Spatial Pattern of Weighted EEG Resting Networks.IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING,61,(6)
MLA：
Peng Xu,et al."Differentiating Between Psychogenic Nonepileptic Seizures and Epilepsy Based on Common Spatial Pattern of Weighted EEG Resting Networks".IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING 61..6(2014):1747-1755
