Rehabilitation of motor function in children with cerebral palsy based on motor imagery

被引:17
作者
Xie, Jiaxin [1 ]
Jiang, Lin [1 ]
Li, Yanan [1 ]
Chen, Baodan [1 ]
Li, Fali [1 ,2 ]
Jiang, Yuanling [1 ]
Gao, Dongrui [1 ,3 ]
Deng, Lili [1 ]
Lv, XuLin [1 ]
Ma, XianKun [4 ]
Yin, Gang [5 ,6 ,7 ]
Yao, Dezhong [1 ,2 ,7 ]
Xu, Peng [1 ,2 ,7 ]
机构
[1] Univ Elect Sci & Technol China, Sch Life Sci & Technol, Med Informat Ctr, Chengdu 611731, Peoples R China
[2] Univ Elect Sci & Technol China, Clin Hosp, Chengdu Brain Sci Inst, MOE Key Lab Neuroinformat, Chengdu 611731, Peoples R China
[3] Chengdu Univ Informat Technol, Sch Comp Sci, Chengdu 611731, Peoples R China
[4] Sichuan Rehabil Hosp, Chengdu, Peoples R China
[5] Univ Elect Sci & Technol China, Sch Med, Sichuan Canc Hosp, Chengdu, Peoples R China
[6] Radiat Oncol Key Lab Sichuan Prov, Chengdu, Peoples R China
[7] 2006 Xiyuan Ave, Chengdu 611731, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Cerebral palsy; EEG network; MI-BCI; Motor rehabilitation;
D O I
10.1007/s11571-021-09672-3
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
To promote the rehabilitation of motor function in children with cerebral palsy (CP), we developed motor imagery (MI) based training system to assist their motor rehabilitation. Eighteen CP children, ten in short- and eight in long-term rehabilitation, participated in our study. In short-term rehabilitation, every 2 days, the MI datasets were collected; whereas the duration of two adjacency MI experiments was ten days in the long-term protocol. Meanwhile, within two adjacency experiments, CP children were requested to daily rehabilitate the motor function based on our system for 30 min. In both strategies, the promoted motor information processing was observed. In terms of the relative signal power spectra, a main effect of time was revealed, as the promoted power spectra were found for the last time of MI recording, compared to that of the first one, which first validated the effectiveness of our intervention. Moreover, as for network efficiency related to the motor information processing, compared to the first MI, the increased network properties were found for the last MI, especially in long-term rehabilitation in which CP children experienced a more obvious efficiency promotion. These findings did validate that our MI-based rehabilitation system has the potential for CP children to assist their motor rehabilitation.
引用
收藏
页码:939 / 948
页数:10
相关论文
共 56 条
[1]   Cerebral palsy: clinical care and neurological rehabilitation [J].
Aisen, Mindy Lipson ;
Kerkovich, Danielle ;
Mast, Joelle ;
Mulroy, Sara ;
Wren, Tishya A. L. ;
Kay, Robert M. ;
Rethlefsen, Susan A. .
LANCET NEUROLOGY, 2011, 10 (09) :844-852
[2]   Changes in Brain Activity Following Intensive Voice Treatment in Children With Cerebral Palsy [J].
Bakhtiari, Reyhaneh ;
Cummine, Jacqueline ;
Reed, Alesha ;
Fox, Cynthia M. ;
Chouinard, Brea ;
Cribben, Ivor ;
Boliek, Carol A. .
HUMAN BRAIN MAPPING, 2017, 38 (09) :4413-4429
[3]   Complex brain networks: graph theoretical analysis of structural and functional systems [J].
Bullmore, Edward T. ;
Sporns, Olaf .
NATURE REVIEWS NEUROSCIENCE, 2009, 10 (03) :186-198
[4]   Neuromagnetic imaging of cortical oscillations accompanying tactile stimulation [J].
Cheyne, DL ;
Gaetz, W ;
Garnero, L ;
Lachaux, JP ;
Ducorps, A ;
Schwartz, D ;
Varela, FJ .
COGNITIVE BRAIN RESEARCH, 2003, 17 (03) :599-611
[5]   Modulation of motor cortex inhibition during motor imagery [J].
Chong, Benjamin W. X. ;
Stinear, Cathy M. .
JOURNAL OF NEUROPHYSIOLOGY, 2017, 117 (04) :1776-1784
[6]   Active Physical Practice Followed by Men a Practice Using BCI-Driven Hand Exoskeleton: A Pilot Trial for Clinical Effectiveness and Usability [J].
Chowdhury, Anirban ;
Meena, Yogesh Kumar ;
Raza, Haider ;
Bhushan, Braj ;
Uttam, Ashwani Kumar ;
Pandey, Nirmal ;
Hashmi, Adnan Ariz ;
Bajpai, Alok ;
Dutta, Ashish ;
Prasad, Girijesh .
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2018, 22 (06) :1786-1795
[7]  
Cohen MX, 2014, ISS CLIN COGN NEUROP, P1
[8]   Compromised motor planning and Motor Imagery in right Hemiparetic Cerebral Palsy [J].
Craje, Celine ;
van Elk, Michiel ;
Beeren, Manuela ;
van Schie, Hein T. ;
Bekkering, Harold ;
Steenbergen, Bert .
RESEARCH IN DEVELOPMENTAL DISABILITIES, 2010, 31 (06) :1313-1322
[9]   Brain-computer interfaces in neurological rehabilitation [J].
Daly, Janis J. ;
Wolpaw, Jonathan R. .
LANCET NEUROLOGY, 2008, 7 (11) :1032-1043
[10]   Learned self-regulation of EEG frequency components affects attention and event-related brain potentials in humans [J].
Egner, T ;
Gruzelier, JH .
NEUROREPORT, 2001, 12 (18) :4155-4159