Cortical Activation Patterns Determine Effectiveness of rTMS-Induced Motor Imagery Decoding Enhancement in Stroke Patients

被引:0
作者
Jia, Tianyu [1 ,2 ]
Mo, Linhong [3 ]
Mcgeady, Ciaran [2 ]
Sun, Jingyao [1 ]
Liu, Aixian
Ji, Linhong
Xi, Jianing [4 ]
Li, Chong [5 ,6 ,7 ]
机构
[1] Tsinghua Univ, Dept Mech Engn, Beijing, Peoples R China
[2] Imperial Coll London, Dept Bioengn, London, England
[3] Capital Med Univ, Beijing Rehabil Hosp, Beijing, Peoples R China
[4] Capital Med Univ, Beijing Rehabil Hosp, Beijing 100144, Peoples R China
[5] Tsinghua Univ, Dept Mech Engn, Beijing 100084, Peoples R China
[6] Tsinghua Univ, Sch Clin Med, Tsinghua Med, Beijing 100084, Peoples R China
[7] Tsinghua Univ, Beijing Tsinghua Changgung Hosp, Med Res Ctr, Beijing 102218, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Motor imagery; neurorehabilitation; stroke; transcranial magnetic stimulation; NONINVASIVE BRAIN-STIMULATION; UNAFFECTED HEMISPHERE; RECOVERY; EEG; HAND; REHABILITATION; DISINHIBITION; EXCITABILITY; PLASTICITY; INTERFACE;
D O I
10.1109/TBME.2024.3492977
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Combination therapy with motor imagery (MI)-based brain-computer interface (BCI) and repetitive transcranial magnetic stimulation (rTMS) is a promising therapy for poststroke neurorehabilitation. However, with patients' individual differences, the clinical effects vary greatly. This study aims to explore the hypothesis that stroke patients show individualized cortical response to rTMS treatments, which determine the effectiveness of rTMS-induced MI decoding enhancement. We applied four kinds of rTMS treatments respectively to four groups of subacute stroke patients, twenty-six patients in total, and observed their EEG dynamics, MI decoding performance, and Fugl-Meyer assessment changes following 2-week neuromodulation. Four treatments consisted of ipsilesional 10 Hz rTMS, contralesional 1 Hz rTMS, ipsilesional 1 Hz rTMS, and sham stimulation. Results showed stroke patients with different neural reorganization patterns responded individually to rTMS therapy. Patients with cortical lesions mostly showed contralesional recruitment and patients without cortical lesions mostly presented ipsilesional focusing. Significant activation increases in the ipsilesional hemisphere (pre: -15.7% -/+ 8.2%, post: -17.3% -/+ 8.1%, p = 0.037) and MI decoding accuracy enhancement (pre: 76.3 +/- 13.8%, post: 86.6 +/- 8.2%, p = 0.037) were concurrently found in no-cortical-lesion patients with ipsilesional activation treatment. In the group of patients without cortical lesions, recovery rate in those receiving ipsilesional activation therapy (23.5 +/- 10.4%) was higher than those receiving ipsilesional suppression therapy (9.9 +/- 9.3%) (p = 0.041). This study reveals that tailoring neuromodulation therapy by recognizing cortical activation patterns is promising for improving effectiveness of the combination therapy with BCI and rTMS.
引用
收藏
页码:1200 / 1208
页数:9
相关论文
共 46 条
  • [1] Allison BZ, 2010, HUM-COMPUT INT-SPRIN, P35, DOI 10.1007/978-1-84996-272-8_3
  • [2] Movement-Related EEG Oscillations of Contralesional Hemisphere Discloses Compensation Mechanisms of Severely Affected Motor Chronic Stroke Patients
    Barios, Juan A.
    Ezquerro, Santiago
    Bertomeu-Motos, Arturo
    Catalan, Jose M.
    Sanchez-Aparicio, Jose M.
    Donis-Barber, Luis
    Fernandez, Eduardo
    Garcia-Aracil, Nicolas
    [J]. INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2021, 31 (12)
  • [3] Understanding the behavioural consequences of noninvasive brain stimulation
    Bestmann, Sven
    de Berker, Archy O.
    Bonaiuto, James
    [J]. TRENDS IN COGNITIVE SCIENCES, 2015, 19 (01) : 13 - 20
  • [4] Bi-hemispheric contribution to functional motor recovery of the affected forelimb following focal ischemic brain injury in rats
    Biernaskie, J
    Szymanska, A
    Windle, V
    Corbett, D
    [J]. EUROPEAN JOURNAL OF NEUROSCIENCE, 2005, 21 (04) : 989 - 999
  • [5] Optimizing spatial filters for robust EEG single-trial analysis
    Blankertz, Benjamin
    Tomioka, Ryota
    Lemm, Steven
    Kawanabe, Motoaki
    Mueller, Klaus-Robert
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2008, 25 (01) : 41 - 56
  • [6] Contralesional Brain-Computer Interface Control of a Powered Exoskeleton for Motor Recovery in Chronic Stroke Survivors
    Bundy, David T.
    Souders, Lauren
    Baranyai, Kelly
    Leonard, Laura
    Schalk, Gerwin
    Coker, Robert
    Moran, Daniel W.
    Huskey, Thy
    Leuthardt, Eric C.
    [J]. STROKE, 2017, 48 (07) : 1908 - +
  • [7] Brain-computer interfaces for communication and rehabilitation
    Chaudhary, Ujwal
    Birbaumer, Niels
    Ramos-Murguialday, Ander
    [J]. NATURE REVIEWS NEUROLOGY, 2016, 12 (09) : 513 - 525
  • [8] Effects of repetitive transcranial magnetic stimulation on upper-limb and finger function in stroke patients: A systematic review and meta-analysis of randomized controlled trials
    Chen, Gengbin
    Lin, Tuo
    Wu, Manfeng
    Cai, Guiyuan
    Ding, Qian
    Xu, Jiayue
    Li, Wanqi
    Wu, Cheng
    Chen, Hongying
    Lan, Yue
    [J]. FRONTIERS IN NEUROLOGY, 2022, 13
  • [9] Observing Actions Through Immersive Virtual Reality Enhances Motor Imagery Training
    Choi, Jin Woo
    Kim, Byung Hyung
    Huh, Sejoon
    Jo, Sungho
    [J]. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2020, 28 (07) : 1614 - 1622
  • [10] Measuring Brain Stimulation Induced Changes in Cortical Properties Using TMS-EEG
    Chung, Sung Wook
    Rogasch, Nigel C.
    Hoy, Kate E.
    Fitzgerald, Paul B.
    [J]. BRAIN STIMULATION, 2015, 8 (06) : 1010 - 1020