Chinese Journal of Rehabilitation Theory and Practice ›› 2025, Vol. 31 ›› Issue (4): 448-457.doi: 10.3969/j.issn.1006-9771.2025.04.010
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LI Xinlei1, WEI Wei2, SONG Jian2, ZHAO Yuqing1, KONG Weicheng1, CAI Jiayu1, SHI Haoran1, XUE Xiehua2,3,4()
Received:
2024-11-21
Revised:
2025-02-28
Published:
2025-04-25
Online:
2025-04-25
Contact:
XUE Xiehua, E-mail: f110015@fjtcm.edu.cn
Supported by:
CLC Number:
LI Xinlei, WEI Wei, SONG Jian, ZHAO Yuqing, KONG Weicheng, CAI Jiayu, SHI Haoran, XUE Xiehua. Application of resting-state electroencephalography in assessment of upper limb motor function of stroke patients[J]. Chinese Journal of Rehabilitation Theory and Practice, 2025, 31(4): 448-457.
Table 2
Comparison of rsEEG index between two groups"
rsEEG指标 | 导联区域 | 对照组 | 卒中组 | Z值 | P值 |
---|---|---|---|---|---|
pdBSI Delta | 全局导联 | 0.04(0.00,0.10) | 0.11(0.10,0.20) | -4.798 | < 0.001 |
额叶区域 | 0.06(0.00,0.10) | 0.15(0.10,0.30) | -5.605 | < 0.001 | |
中央区域 | 0.06(0.00,0.10) | 0.12(0.10,0.30) | -4.270 | < 0.001 | |
后部区域 | 0.06(0.00,0.10) | 0.12(0.10,0.30) | -4.062 | < 0.001 | |
pdBSI Theta | 全局导联 | 0.06(0.00,0.10) | 0.09(0.00,0.20) | -3.112 | 0.002 |
额叶区域 | 0.08(0.00,0.10) | 0.10(0.00,0.20) | -1.047 | 0.295 | |
中央区域 | 0.06(0.00,0.10) | 0.12(0.10,0.20) | -3.016 | 0.003 | |
后部区域 | 0.07(0.00,0.10) | 0.12(0.10,0.20) | -3.221 | 0.001 | |
pdBSI Alpha | 全局导联 | 0.04(0.00,0.10) | 0.080(0.00,0.20) | -4.032 | < 0.001 |
额叶区域 | 0.06(0.00,0.10) | 0.07(0.00,0.20) | -2.289 | 0.022 | |
中央区域 | 0.05(0.00,0.10) | 0.110(0.10,0.20) | -4.045 | < 0.001 | |
后部区域 | 0.08(0.00,0.10) | 0.12(0.10,0.20) | -2.294 | 0.022 | |
pdBSI Beta1 | 全局导联 | 0.05(0.00,0.10) | 0.09(0.10,0.20) | -4.270 | < 0.001 |
额叶区域 | 0.06(0.00,0.10) | 0.11(0.10,0.20) | -3.549 | < 0.001 | |
中央区域 | 0.09(0.00,0.20) | 0.12(0.10,0.20) | -2.430 | 0.015 | |
后部区域 | 0.08(0.00,0.10) | 0.12(0.10,0.20) | -3.359 | 0.001 | |
pdBSI Beta2 | 全局导联 | 0.06(0.0,0.1) | 0.130(0.1,0.2) | -3.957 | < 0.001 |
额叶区域 | 0.08(0.0,0.1) | 0.150(0.1,0.2) | -3.222 | 0.001 | |
中央区域 | 0.15(0.1,0.2) | 0.200(0.1,0.3) | -1.851 | 0.064 | |
后部区域 | 0.06(0.0,0.1) | 0.140(0.1,0.2) | -3.387 | 0.001 | |
DAR | 全局导联 | 0.79(0.5,1.3) | 2.76(1.30,4.80) | -7.012 | < 0.001 |
额叶区域 | 1.06(0.6,2.00) | 3.72(1.70,7.00) | -6.825 | < 0.001 | |
中央区域 | 0.86(0.60,1.30) | 2.82(1.30,4.80) | -6.756 | < 0.001 | |
后部区域 | 0.51(0.30,0.80) | 1.82(0.80,3.60) | -6.565 | < 0.001 |
Table 3
Results from ROC analysis to distinguish the stroke group from the control group"
rsEEG指标 | AUC | SE | 敏感性 | 特异性 | 95% CI | P值 |
---|---|---|---|---|---|---|
pdBSI Delta(Global) | 0.740 | 0.042 | 0.493 | 0.968 | 0.657~0.823 | < 0.001 |
pdBSI Delta(Central) | 0.714 | 0.045 | 0.606 | 0.794 | 0.626~0.801 | < 0.001 |
pdBSI Beta1(Global) | 0.714 | 0.044 | 0.704 | 0.651 | 0.627~0.800 | < 0.001 |
pdBSI Beta1(Central) | 0.622 | 0.048 | 0.451 | 0.730 | 0.527~0.716 | 0.015 |
pdBSI Beta1(Posterior) | 0.668 | 0.047 | 0.620 | 0.667 | 0.577~0.759 | 0.001 |
DAR(Global) | 0.852 | 0.033 | 0.662 | 1.000 | 0.787~0.917 | < 0.001 |
DAR(Frontal) | 0.842 | 0.034 | 0.662 | 0.952 | 0.776~0.909 | < 0.001 |
DAR(Central) | 0.839 | 0.035 | 0.690 | 0.921 | 0.770~0.907 | < 0.001 |
DAR(Psterior) | 0.829 | 0.037 | 0.676 | 0.921 | 0.758~0.901 | < 0.001 |
[1] |
ROTH G A, MENSAH G A, JOHNSON C O, et al. Global burden of cardiovascular diseases and risk factors, 1990-2019: Update from the GBD 2019 study[J]. J Am Coll Cardiol, 2020, 76(25): 2982-3021.
doi: 10.1016/j.jacc.2020.11.010 pmid: 33309175 |
[2] |
STINEAR C M, LANG C E, ZEILER S, et al. Advances and challenges in stroke rehabilitation[J]. Lancet Neurol, 2020, 19(4): 348-360.
doi: S1474-4422(19)30415-6 pmid: 32004440 |
[3] |
KWAH L K, HARVEY L A, DIONG J, et al. Models containing age and NIHSS predict recovery of ambulation and upper limb function six months after stroke: an observational study[J]. J Physiother, 2013, 59(3): 189-197.
doi: 10.1016/S1836-9553(13)70183-8 pmid: 23896334 |
[4] | EWING A C, LI Y X, CHEN X X, et al. Stroke and activity limitation in Chinese adults 65 years or older[J]. Disabil Health J, 2023, 16(3): 101452. |
[5] |
REINKENSMEYER D J, FARRENS A J, KAMPER D G. Facilitating limb movement after stroke[J]. Nat Med, 2023, 29(3): 535-536.
doi: 10.1038/s41591-023-02233-7 pmid: 36882528 |
[6] | SHIN S, LEE Y, CHANG W H, et al. Multifaceted assessment of functional outcomes in survivors of first-time stroke[J]. JAMA Netw Open, 2022, 5(9): e2233094. |
[7] | SEBASTIÁN-ROMAGOSA M, UDINA E, ORTNER R, et al. EEG biomarkers related with the functional state of stroke patients[J]. Front Neurosci, 2020, 14: 582. |
[8] | 王冲, 周静, 李文豪, 等. 脑电在脑卒中运动功能评估中的应用研究进展[J]. 中国医学物理学杂志, 2023, 40(10): 1309-1315. |
WANG C, ZHOU J, LI W H, et al. Application of electroencephalography in assessment of motor function in stroke patients: a review[J]. Chin J Med Phys, 2023, 40(10): 1309-1315. | |
[9] |
DELCAMP C, SRINIVASAN R, CRAMER S C. EEG provides insights into motor control and neuroplasticity during stroke recovery[J]. Stroke, 2024, 55(10): 2579-2583.
doi: 10.1161/STROKEAHA.124.048458 pmid: 39171399 |
[10] | RAY A M, FIGUEIREDO T D C, LÓPEZ-LARRAZ E, et al. Brain oscillatory activity as a biomarker of motor recovery in chronic stroke[J]. Hum Brain Mapp, 2019, 41(5): 1296-1308. |
[11] | MILANI G, ANTONIONI A, BARONI A, et al. Relation between EEG measures and upper limb motor recovery in stroke patients: a scoping review[J]. Brain Topogr, 2022, 35(5/6): 651-666. |
[12] |
LANZONE J, MOTOLESE F, RICCI L, et al. Quantitative measures of the resting EEG in stroke: a systematic review on clinical correlation and prognostic value[J]. Neurol Sci, 2023, 44(12): 4247-4261.
doi: 10.1007/s10072-023-06981-9 pmid: 37542545 |
[13] |
WILKINSON C M, BURRELL J I, KUZIEK J W P, et al. Predicting stroke severity with a 3-min recording from the Muse portable EEG system for rapid diagnosis of stroke[J]. Sci Rep, 2020, 10(1): 18465.
doi: 10.1038/s41598-020-75379-w pmid: 33116187 |
[14] |
SAES M, MESKERS C G M, DAFFERTSHOFER A, et al. Are early measured resting-state EEG parameters predictive for upper limb motor impairment six months poststroke?[J]. Clin Neurophysiol, 2021, 132(1): 56-62.
doi: 10.1016/j.clinph.2020.09.031 pmid: 33248434 |
[15] | SATO Y, SCHMITT O, IP Z, et al. Pathological changes of brain oscillations following ischemic stroke[J]. J Cereb Blood Flow Metab, 2022, 42(10): 1753-1776. |
[16] |
SAES M, MESKERS C G M, DAFFERTSHOFER A, et al. How does upper extremity Fugl-Meyer motor score relate to resting-state EEG in chronic stroke? A power spectral density analysis[J]. Clin Neurophysiol, 2019, 130(5): 856-862.
doi: S1388-2457(19)30026-4 pmid: 30902439 |
[17] |
SAES M, ZANDVLIET S B, ANDRINGA A S, et al. Is resting-state EEG longitudinally associated with recovery of clinical neurological impairments early poststroke? A prospective cohort study[J]. Neurorehabil Neural Repair, 2020, 34(5): 389-402.
doi: 10.1177/1545968320905797 pmid: 32249674 |
[18] | LEONARDI G, CIURLEO R, CUCINOTTA F, et al. The role of brain oscillations in post-stroke motor recovery: an overview[J]. Front Syst Neurosci, 2022, 16: 947421. |
[19] | KANCHEVA I, VAN DER SALM S M A, RAMSEY N F, et al. Association between lesion location and sensorimotor rhythms in stroke: a systematic review with narrative synthesis[J]. Neurol Sci, 2023, 44(12): 4263-4289. |
[20] | 李岑博, 陈龙, 顾斌, 等. 定量脑电图用于慢性缺血性卒中患者康复状态评估[J]. 中国生物医学工程学报, 2022, 41(5): 547-557. |
LI C B, CHEN L, GU B, et al. Evaluation of rehabilitation status of patients with chronic ischemic stroke based on quantitative EEG[J]. Chin J Biomed Eng, 2022, 41(5): 547-557. | |
[21] | AMINOV A, ROGERS J M, JOHNSTONE S J, et al. Acute single channel EEG predictors of cognitive function after stroke[J]. PLoS One, 2017, 12(10): e0185841. |
[22] | WANG A X, TIAN X, JIANG D, et al. Rehabilitation with brain-computer interface and upper limb motor function in ischemic stroke: a randomized controlled trial[J]. Medcine, 2024, 5(6): 559-569.e4. |
[23] |
SINGH N, SAINI M, KUMAR N, et al. Evidence of neuroplasticity with robotic hand exoskeleton for post-stroke rehabilitation: a randomized controlled trial[J]. J Neuroeng Rehabil, 2021, 18(1): 76.
doi: 10.1186/s12984-021-00867-7 pmid: 33957937 |
[24] |
CASULA E P, PELLICCIARI M C, BONNì S, et al. Evidence for interhemispheric imbalance in stroke patients as revealed by combining transcranial magnetic stimulation and electroencephalography[J]. Hum Brain Mapp, 2021, 42(5): 1343-1358.
doi: 10.1002/hbm.25297 pmid: 33439537 |
[25] | FINGELKURTS A A, FINGELKURTS A A. Altered structure of dynamic electroencephalogram oscillatory pattern in major depression[J]. Biol Psychiatry, 2015, 77(12): 1050-1060. |
[26] | ZHANG Y C, YE L L, CAO L, et al. Resting-state electroencephalography changes in poststroke patients with visuospatial neglect[J]. Front Neurosci, 2022, 16: 974712. |
[27] | TAKEUCHI N, IZUMI S I. Motor learning based on oscillatory brain activity using transcranial alternating current stimulation: a review[J]. Brain Sci, 2021, 11(8): 1095. |
[28] | ESPENHAHN S, ROSSITER H E, VAN WIJK B C M, et al. Sensorimotor cortex beta oscillations reflect motor skill learning ability after stroke[J]. Brain Commun, 2020, 2(2): fcaa161. |
[29] |
CASSIDY J M, WODEYAR A, WU J, et al. Low-frequency oscillations are a biomarker of injury and recovery after stroke[J]. Stroke, 2020, 51(5): 1442-1450.
doi: 10.1161/STROKEAHA.120.028932 pmid: 32299324 |
[30] | HU Y X, WANG Y F, ZHANG R, et al. Assessing stroke rehabilitation degree based on quantitative EEG index and nonlinear parameters[J]. Cogn Neurodyn, 2022, 17(3): 661-669. |
[31] |
ZHANG J J, BAI Z F, FONG K N K. Resting-state cortical electroencephalogram rhythms and network in patients after chronic stroke[J]. J Neuroeng Rehabil, 2024, 21(1): 32.
doi: 10.1186/s12984-024-01328-7 pmid: 38424592 |
[32] | ZHANG J J, SÁNCHEZ VIDAÑA D I, CHAN J N M, et al. Biomarkers for prognostic functional recovery poststroke: a narrative review[J]. Front Cell Dev Biol, 2023, 10: 1062807. |
[33] |
BARTUR G, PRATT H, SOROKER N. Changes in mu and beta amplitude of the EEG during upper limb movement correlate with motor impairment and structural damage in subacute stroke[J]. Clin Neurophysiol, 2019, 130(9): 1644-1651.
doi: S1388-2457(19)30916-2 pmid: 31326646 |
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