5-year follow-up of a fully implanted brain-computer interface in a spinal cord injury patient.

Kevin C Davis, Kimberley R Wyse-Sookoo, Fouzia Raza, Benyamin Meschede-Krasa, Noeline W Prins, Letitia Fisher, Emery N Brown, Iahn Cajigas, Michael E Ivan, Jonathan R Jagid, Abhishek Prasad
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Abstract

Spinal cord injury (SCI) affects over 250 000 individuals in the US. Brain-computer interfaces (BCIs) may improve quality of life by controlling external devices. Invasive intracortical BCIs have shown promise in clinical trials but degrade in the chronic period and tether patients to acquisition hardware. Alternatively, electrocorticography (ECoG) records data from electrodes on the cortex,and studies evaluating fully implanted BCI-ECoG systems are scarce. Objective. We seek to address this need using a fully implanted ECoG-based BCI that allows for home use in SCI.Approach.The patient used a long-term BCI system, initially controlling an functional electrical stimulation orthosis in the lab and later using an external mechanical orthosis at home. To evaluate its long-term viability, electrode contact impedance, signal quality, and decoder performance were measured. Signal quality was assessed using signal-to-noise ratio and maximum bandwidth of the signal. Decoder performance was monitored using the area under the receiver operator characteristic curve (AUROC).Main results.The study analyzed data from the patient's home environment over 54 months, revealing that the device was used at home for 38 ± 24 min on average daily. After six months, we observed stable event-related desynchronization that aided in determining the onset of motor intention. The decoder's average AUROC across months was 0.959. Importantly, 40 months of the data collected was gather from the subject's home or community environment. The results indicate long-term ECoG recordings were stable for motor-imagery classification and motor control in the community environment in a case of an individual with SCI.Significance.This study presents the long-term feasibility and viability of an ECoG-based BCI system that persists in the home environment in a case of SCI. Future research should explore larger electrode counts with more participants to confirm this stability. Understanding these trends is crucial for clinical utility and chronic viability in broader patient populations.

脊髓损伤患者全植入脑机接口的5年随访。
在美国,脊髓损伤(SCI)影响着超过25万人。脑机接口(bci)可以通过控制外部设备来提高生活质量。侵入性脑皮质内脑机接口在临床试验中显示出希望,但在慢性期会退化,并使患者无法获得硬件。另外,皮质电图(ECoG)记录皮层电极的数据,评估完全植入的BCI-ECoG系统的研究很少。因此,我们寻求使用完全植入的基于ecog的BCI来满足这一需求,该BCI允许在SCI中家庭使用。方法:患者长期使用脑机接口系统,最初在实验室使用FES矫形器,后来在家中使用外置机械矫形器。为了评估其长期可行性,测量了电极接触阻抗、信号质量和解码器性能。利用信号的信噪比和最大带宽来评估信号质量。利用接收算子特征曲线(AUROC)下的面积监测解码器性能。结果:研究分析了患者超过54个月的家庭环境数据,显示该设备在家中平均每天使用38±24分钟。六个月后,我们观察到稳定的事件相关的去同步,这有助于确定运动意图的开始。解码器的月平均AUROC为0.959。重要的是,有40个月的数据是在研究对象的家庭或社区环境中收集的。结果表明,长期ECoG记录对于脊髓损伤患者的运动图像分类和运动控制是稳定的。结论:本研究提出了基于ecog的脑机接口系统在脊髓损伤病例的家庭环境中持续存在的长期可行性和可行性。未来的研究应该探索更大的电极计数和更多的参与者,以确认这种稳定性。了解这些趋势对于更广泛的患者群体的临床应用和慢性生存能力至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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