Academic Journal

Comparative Effectiveness of Noninvasive Brain-Computer Interface-Based Interventions for Upper Limb Rehabilitation in Poststroke Hemiplegia: Systematic Review and Network Meta-Analysis of Randomized Controlled Trials.

Λεπτομέρειες βιβλιογραφικής εγγραφής
Τίτλος: Comparative Effectiveness of Noninvasive Brain-Computer Interface-Based Interventions for Upper Limb Rehabilitation in Poststroke Hemiplegia: Systematic Review and Network Meta-Analysis of Randomized Controlled Trials.
Συγγραφείς: Xu J; College of Nursing, Shanghai University of Traditional Chinese Medicine, 1200 Cailun Road, Shanghai, 201203, China, 86 21-5132-2259., Gao Y; College of Nursing, Shanghai University of Traditional Chinese Medicine, 1200 Cailun Road, Shanghai, 201203, China, 86 21-5132-2259., Xie S; College of Nursing, Shanghai University of Traditional Chinese Medicine, 1200 Cailun Road, Shanghai, 201203, China, 86 21-5132-2259., Jiang W; College of Nursing, Shanghai University of Traditional Chinese Medicine, 1200 Cailun Road, Shanghai, 201203, China, 86 21-5132-2259., Zhang H; College of Nursing, Shanghai University of Traditional Chinese Medicine, 1200 Cailun Road, Shanghai, 201203, China, 86 21-5132-2259., Qiu L; College of Nursing, Shanghai University of Traditional Chinese Medicine, 1200 Cailun Road, Shanghai, 201203, China, 86 21-5132-2259., Jiang M; College of Nursing, Shanghai University of Traditional Chinese Medicine, 1200 Cailun Road, Shanghai, 201203, China, 86 21-5132-2259., Zhou L; College of Nursing, Shanghai University of Traditional Chinese Medicine, 1200 Cailun Road, Shanghai, 201203, China, 86 21-5132-2259.; Key Laboratory of Geriatric Long-term Care, Naval Medical University, Shanghai, China.
Πηγή: Journal of medical Internet research [J Med Internet Res] 2026 Aug 28; Vol. 28, pp. e92940. Date of Electronic Publication: 2026 Aug 28.
Τύπος έκδοσης: Journal Article; Systematic Review; Network Meta-Analysis; Comparative Study; Review
Γλώσσα: English
Στοιχεία περιοδικού: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 100959882 Publication Model: Electronic Cited Medium: Internet ISSN: 1438-8871 (Electronic) Linking ISSN: 14388871 NLM ISO Abbreviation: J Med Internet Res Subsets: MEDLINE
Imprint Name(s): Publication: <2011- > : Toronto : JMIR Publications
Original Publication: [Pittsburgh, PA? : s.n., 1999-
Ιατρικοί όροι (MeSH): Stroke Rehabilitation*/methods , Hemiplegia*/rehabilitation , Hemiplegia*/etiology , Upper Extremity*/physiopathology , Stroke*/complications , Brain-Computer Interfaces*, Humans ; Randomized Controlled Trials as Topic
Περίληψη: Background: Noninvasive brain-computer interface (BCI)-based interventions show promise for poststroke motor recovery. However, the intrinsic complexity of BCI-based interventions limits the determination of their comparative efficacy.
Objective: Guided by the International Classification of Functioning, Disability and Health framework, this review evaluated the effectiveness of BCI-based interventions in poststroke upper limb rehabilitation and identify the optimal intervention.
Methods: We searched PubMed, Cochrane Library, EBSCOhost, Web of Science, Embase, Wiley Online Library,CNKI, Wanfang, VIP, and SinoMed through July 2026. Randomized controlled trials (RCTs) assessing BCI-based interventions for poststroke upper limb rehabilitation were included. Outcomes were body functions and structures (Fugl-Meyer Assessment of Upper Extremity [FMA-UE]) and activities and participation (Action Research Arm Test [ARAT], Wolf Motor Function Test [WMFT], and Modified Barthel Index [MBI]). Risk of bias was assessed using Cochrane RoB 2, and evidence quality was graded using the Grading of Recommendations, Assessment, Development, and Evaluation framework. We used pairwise meta-analyses to evaluate the overall effectiveness of BCI-based interventions vs controls and network meta-analysis to compare the interventions.
Results: Seventy-two RCTs involving 2906 patients with stroke were included, evaluating 12 BCI-based interventions. Pairwise meta-analyses demonstrated that, compared with control groups, BCI-based interventions improved FMA-UE (mean difference [MD] 5.33, 95% CI 4.28 to 6.38; 95% prediction interval [PI] -1.76 to 12.43), ARAT (MD 5.26, 95% CI 3.90 to 6.62; 95% PI 0.41 to 10.11), WMFT (MD 7.25, 95% CI 5.06 to 9.44; 95% PI 0.71 to 13.79), and MBI (MD 8.18, 95% CI 6.04 to 10.32; 95% PI -1.87 to 18.23). Network meta-analysis revealed that BCI-motor imagery-transcutaneous electrical acupoint stimulation (BCI-MI-TEAS) achieved the highest surface under the cumulative ranking curve (SUCRA; 95.5%) in improving FMA-UE. For ARAT, BCI-MI-end-effector robots and transcranial direct current stimulation (tDCS; 86.3%) alongside BCI-MI-TEAS (86.3%) yielded the highest SUCRA. BCI-MI-exoskeleton robot showed the highest SUCRA for WMFT (92.7%), whereas BCI-MI-TEAS (85.3%) and BCI-MI-exoskeleton robot (81.7%) ranked highest for MBI. The evidence quality ranged from very low to high across these interventions.
Conclusions: This study represents the first network meta-analysis comparing the efficacy of different BCI-based interventions. Unlike previous reviews, interventions were categorized by experimental paradigms, external feedback devices, and adjunctive noninvasive brain stimulation, to enable clinically meaningful comparisons. Overall, BCI-based interventions significantly improved poststroke upper limb rehabilitation. Among evaluated interventions, BCI-MI-TEAS demonstrated the most performance across body functions, structures, and activities and participation, whereas BCI-MI-end-effector robot + tDCS showed advantages for fine motor dexterity and BCI-MI-exoskeleton robot improved activities of daily living.Given low to moderate evidence certainty and substantial heterogeneity, these findings remain exploratory. High-quality trials are needed to establish the clinical utility of these interventions.
(© Jiabin Xu, Yitian Gao, Siqi Xie, Weikang Jiang, Huiqing Zhang, Lin Qiu, Mengxue Jiang, Lanshu Zhou. Originally published in the Journal of Medical Internet Research (https://www.jmir.org).)
References: Occup Ther Int. 2016 Mar;23(1):39-47. (PMID: 26301519)
J Neurosci Methods. 2026 Aug;432:110780. (PMID: 42044749)
Stroke. 2005 Jul;36(7):1480-4. (PMID: 15947263)
BMJ. 2011 Jul 22;343:d4002. (PMID: 21784880)
J Med Internet Res. 2026 Jul 2;28:e92132. (PMID: 42390911)
Ann Clin Transl Neurol. 2018 Mar 25;5(5):651-663. (PMID: 29761128)
Sci Rep. 2024 Aug 12;14(1):18700. (PMID: 39134592)
MedComm (2020). 2026 Apr 13;7:e70739. (PMID: 41987849)
Lancet Neurol. 2015 Feb;14(2):224-34. (PMID: 25772900)
Front Neurosci. 2023 May 11;17:1146146. (PMID: 37250399)
Zh Nevrol Psikhiatr Im S S Korsakova. 2018;118(8):43-51. (PMID: 30251977)
Neurorehabil Neural Repair. 2007 May-Jun;21(3):233-8. (PMID: 17351082)
Neurorehabil Neural Repair. 2002 Sep;16(3):232-40. (PMID: 12234086)
Front Neuroeng. 2014 Jul 29;7:30. (PMID: 25120465)
Neurorehabil Neural Repair. 2022 Feb;36(2):83-96. (PMID: 34958261)
Arch Phys Med Rehabil. 2024 Feb;105(2):326-334. (PMID: 37625531)
BMJ. 2015 Sep 16;351:h4718. (PMID: 26377337)
Med. 2024 Jun 14;5(6):559-569.e4. (PMID: 38642555)
Neurorehabil Neural Repair. 2019 Mar;33(3):188-198. (PMID: 30722727)
Sci Rep. 2025 Apr 7;15(1):11829. (PMID: 40195429)
BMC Med. 2025 Jul 1;23(1):380. (PMID: 40598460)
J Neural Eng. 2020 Aug 17;17(4):041001. (PMID: 32613947)
Ann Neurol. 2015 May;77(5):851-65. (PMID: 25712802)
Front Neurol. 2020 Jan 27;10:1419. (PMID: 32082238)
IEEE Trans Biomed Eng. 2020 Mar;67(3):786-795. (PMID: 31180829)
J Neuroeng Rehabil. 2014 Apr 18;11:67. (PMID: 24745972)
Arch Phys Med Rehabil. 2015 Mar;96(3 Suppl):S79-87. (PMID: 25721551)
BMJ. 2008 Apr 26;336(7650):924-6. (PMID: 18436948)
BMJ. 2021 Mar 29;372:n71. (PMID: 33782057)
IEEE Trans Biomed Eng. 2020 Dec;67(12):3339-3351. (PMID: 32248089)
J Neuroeng Rehabil. 2025 Jan 6;22(1):1. (PMID: 39757218)
Stroke. 2025 Sep;56(9):2644-2657. (PMID: 40444349)
Nat Commun. 2024 Jun 11;15(1):4382. (PMID: 38862476)
Cochrane Evid Synth Methods. 2023 Dec 20;1(10):e12033. (PMID: 40476010)
Neurology. 2025 Mar 11;104(5):e213353. (PMID: 39965170)
Stroke. 2024 Dec;55(12):2815-2824. (PMID: 39417225)
J Neuroeng Rehabil. 2024 Oct 5;21(1):179. (PMID: 39369259)
Int J Neural Syst. 2019 Jun;29(5):1850045. (PMID: 30587046)
Stroke. 2001 Jul;32(7):1635-9. (PMID: 11441212)
Front Hum Neurosci. 2023 Mar 14;17:1117670. (PMID: 36999132)
Clin EEG Neurosci. 2015 Oct;46(4):310-20. (PMID: 24756025)
Cureus. 2026 Mar 2;18(3):e104558. (PMID: 41930036)
Int J Neurosci. 2014 Jun;124(6):403-15. (PMID: 24079396)
J Neuroeng Rehabil. 2021 May 6;18(1):76. (PMID: 33957937)
Neural Plast. 2020 Dec 13;2020:8882764. (PMID: 33414824)
Healthcare (Basel). 2021 May 20;9(5):. (PMID: 34065465)
Front Psychol. 2023 Oct 09;14:1241081. (PMID: 37876845)
J Neuroeng Rehabil. 2025 Mar 03;22(1):44. (PMID: 40033447)
J Med Internet Res. 2026 Jan 28;28:e79132. (PMID: 41605490)
Research (Wash D C). 2025 Dec 04;8:0984. (PMID: 41356598)
Stroke. 2013 Apr;44(4):1091-8. (PMID: 23404723)
Integr Med Res. 2023 Dec;12(4):101014. (PMID: 38938910)
Front Neurosci. 2022 Mar 11;16:808830. (PMID: 35360158)
J Clin Epidemiol. 1997 Jun;50(6):683-91. (PMID: 9250266)
BMJ. 1998 Feb 7;316(7129):469; author reply 470-1. (PMID: 9492685)
J Neuroeng Rehabil. 2025 Jul 24;22(1):171. (PMID: 40707971)
Res Synth Methods. 2010 Apr;1(2):97-111. (PMID: 26061376)
Front Hum Neurosci. 2026 Apr 22;20:1777024. (PMID: 42100576)
Neurorehabil Neural Repair. 2017 Feb;31(2):107-121. (PMID: 27597165)
Front Aging Neurosci. 2024 Nov 27;16:1438994. (PMID: 39665041)
Nat Commun. 2018 Jun 20;9(1):2421. (PMID: 29925890)
J Clin Epidemiol. 2011 Feb;64(2):163-71. (PMID: 20688472)
J Evid Based Med. 2018 Aug;11(3):176-183. (PMID: 29266878)
Neurology. 2022 Jul 25;99(4):e402-e413. (PMID: 35550551)
J Neuroeng Rehabil. 2025 Aug 26;22(1):185. (PMID: 40859358)
IEEE Rev Biomed Eng. 2025;18:26-49. (PMID: 39186407)
J Neuroeng Rehabil. 2026 Jan 21;23(1):68. (PMID: 41566501)
Stat Methods Med Res. 2019 Jun;28(6):1689-1702. (PMID: 29745296)
BMJ. 2019 Aug 28;366:l4898. (PMID: 31462531)
Front Neurosci. 2017 Jul 20;11:400. (PMID: 28775677)
BMC Med Res Methodol. 2014 Feb 18;14:25. (PMID: 24548571)
J Neuroeng Rehabil. 2020 Apr 25;17(1):57. (PMID: 32334608)
Front Hum Neurosci. 2022 Jun 27;16:909610. (PMID: 35832876)
IEEE Trans Neural Syst Rehabil Eng. 2022;30:1737-1744. (PMID: 35731756)
Physiother Theory Pract. 2022 Sep;38(9):1126-1134. (PMID: 33026895)
Front Neurosci. 2025 Jun 18;19:1579988. (PMID: 40606836)
Front Hum Neurosci. 2021 Jun 07;15:656975. (PMID: 34163342)
J Neuroeng Rehabil. 2022 Feb 25;19(1):25. (PMID: 35216603)
BMC Neurol. 2023 Mar 31;23(1):136. (PMID: 37003976)
Int J Nurs Stud. 2025 Apr;164:105014. (PMID: 39946864)
Stroke. 2025 May;56(5):1243-1252. (PMID: 40115991)
J Neuroeng Rehabil. 2024 May 14;21(1):77. (PMID: 38745227)
Res Synth Methods. 2012 Jun;3(2):142-60. (PMID: 26062087)
Stroke. 2026 Feb;57(2):338-348. (PMID: 41230603)
Front Hum Neurosci. 2023 Sep 18;17:1070404. (PMID: 37789905)
Neurosci Biobehav Rev. 2019 Apr;99:49-58. (PMID: 30710580)
Neurorehabil Neural Repair. 2009 Jun;23(5):429-34. (PMID: 19289487)
Evid Based Complement Alternat Med. 2021 Nov 03;2021:1116126. (PMID: 34777531)
Int J Surg. 2025 Dec 16;:. (PMID: 41399276)
BMJ Open. 2025 Nov 13;15(11):e098599. (PMID: 41238370)
Cell Rep. 2022 Jun 14;39(11):110951. (PMID: 35705046)
Front Neurol. 2020 Aug 27;11:948. (PMID: 32973672)
Front Neurol. 2023 Jan 09;13:1041978. (PMID: 36698872)
Neurorehabil Neural Repair. 2013 Jan;27(1):53-62. (PMID: 22645108)
J Clin Med. 2025 Sep 19;14(18):. (PMID: 41010820)
Clin Neurophysiol. 2025 Dec;180:2111383. (PMID: 41106071)
Res Synth Methods. 2016 Mar;7(1):80-93. (PMID: 26461181)
Stroke. 2020 Sep;51(9):2778-2785. (PMID: 32811383)
Cogn Neurodyn. 2021 Feb;15(1):141-156. (PMID: 33786085)
Res Synth Methods. 2024 Mar;15(2):354-368. (PMID: 37940120)
Stat Med. 2014 Sep 20;33(21):3639-54. (PMID: 24777711)
IEEE Trans Neural Syst Rehabil Eng. 2024;32:3299-3309. (PMID: 38814776)
Syst Rev. 2021 Jan 26;10(1):39. (PMID: 33499930)
J Neuroeng Rehabil. 2024 Jan 20;21(1):10. (PMID: 38245782)
Cochrane Database Syst Rev. 2025 Jun 20;6:CD008349. (PMID: 40537150)
Front Neurol. 2023 Aug 17;14:1221160. (PMID: 37669261)
Contributed Indexing: Keywords: brain-computer interface; hemiplegia; network meta-analysis; rehabilitation; stroke; upper limb
Entry Date(s): Date Created: 20260902 Date Completed: 20260902 Latest Revision: 20260914
Update Code: 20260914
PubMed Central ID: PMC13524221
DOI: 10.2196/92940
PMID: 42684273
Βάση Δεδομένων: MEDLINE
Περιγραφή
ISSN:1438-8871
DOI:10.2196/92940