Invasive Brain Computer Interface for Motor Restoration in Spinal Cord Injury: A Systematic Review

脑-机接口 功能性电刺激 脊髓损伤 神经假体 物理医学与康复 医学 系统回顾 奇纳 梅德林 神经调节 脊髓 刺激 脑电图 内科学 心理干预 精神科 政治学 法学
作者
Jordan J Levett,Lior M. Elkaim,Farbod Niazi,Michael H. Weber,Christian Iorio-Morin,Marco Bonizzato,Alexander G. Weil
出处
期刊:Neuromodulation [Wiley]
被引量:2
标识
DOI:10.1016/j.neurom.2023.10.006
摘要

Systematic review of the literature.In recent years, brain-computer interface (BCI) has emerged as a potential treatment for patients with spinal cord injury (SCI). This is the first systematic review of the literature on invasive closed-loop BCI technologies for the treatment of SCI in humans.A comprehensive search of PubMed MEDLINE, Web of Science, and Ovid EMBASE was conducted following Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines.Of 8316 articles collected, 19 studies met all the inclusion criteria. Data from 21 patients were extracted from these studies. All patients sustained a cervical SCI and were treated using either a BCI with intracortical microelectrode arrays (n = 18, 85.7%) or electrocorticography (n = 3, 14.3%). To decode these neural signals, machine learning and statistical models were used: support vector machine in eight patients (38.1%), linear estimator in seven patients (33.3%), Hidden Markov Model in three patients (14.3%), and other in three patients (14.3%). As the outputs, ten patients (47.6%) underwent noninvasive functional electrical stimulation (FES) with a cuff; one (4.8%) had an invasive FES with percutaneous stimulation, and ten (47.6%) used an external device (neuroprosthesis or virtual avatar). Motor function was restored in all patients for each assigned task. Clinical outcome measures were heterogeneous across all studies.Invasive techniques of BCI show promise for the treatment of SCI, but there is currently no technology that can restore complete functional autonomy in patients with SCI. The current techniques and outcomes of BCI vary greatly. Because invasive BCIs are still in the early stages of development, further clinical studies should be conducted to optimize the prognosis for patients with SCI.
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