Ineffective voluntary motor improvement through non-invasive BCI-FES with static magnetic field in complete spinal cord injury: A pilot study

Larissa Gomes Sartori, Roger Burgo de Souza, Daniel Prado Campos, Paulo Broniera Júnior, José Jair Alves Mendes Junior, Eddy Krueger
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Abstract

In response to the challenge of spinal cord injury (SCI) rehabilitation, this study aimed to investigate the effect of applying a non-invasive interface of surface neuroelectrical signals and functional electrical stimulation (sNES-sFES) with a static magnetic field on the motor outcome of the quadriceps femoris muscle in an individual with a complete SCI. The participant, who had a complete SCI in the chronic stage, was evaluated before (pre) and after nine (post) interventions using surface electromyography (sEMG). In addition, spasticity (modified Ashworth scale [MAS]) was observed in all sessions. Moreover, the user learning curve process (classifier percentage and correct success of the sFES hits) was evaluated. In general, we observed: (i) No voluntary muscle contraction (pre- and post-root mean square of sEMG = 0%) improvement; (ii) spasticity decrease (average one point in MAS); (iii) gradual improvement in the user learning effect on the interface, reaching 84% in classifier accuracy and a maximum percentage of correct sFES activation of 53%. In conclusion, no improvement in voluntary muscular contraction was observed within 9 weeks of the intervention (1 session/day; 1 h/week). However, our study demonstrates the safety and feasibility of our methodology for future research involving continuous physical rehabilitation training and the implementation of assistive technology.
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通过使用静态磁场的无创 BCI-FES 改善完全性脊髓损伤患者的自主运动效果不佳:试点研究
为了应对脊髓损伤(SCI)康复所面临的挑战,本研究旨在调查应用表面神经电信号和功能性电刺激(sNES-sFES)的无创界面与静态磁场对完全性 SCI 患者股四头肌运动效果的影响。该受试者患有完全性 SCI,处于慢性阶段,在干预前和干预后的九次干预中使用表面肌电图(sEMG)对其进行了评估。此外,在所有疗程中都观察到了痉挛情况(改良阿什沃斯量表[MAS])。此外,我们还评估了用户学习曲线过程(分类器百分比和 sFES 点击的正确成功率)。总的来说,我们观察到(i) 自主肌肉收缩没有改善(前后 sEMG 的根均方 = 0%);(ii) 痉挛减少(MAS 平均减少一个点);(iii) 用户对界面的学习效果逐渐改善,分类器准确率达到 84%,sFES 激活正确率最高达到 53%。总之,在干预(每天 1 次;每周 1 小时)的 9 周内,没有观察到肌肉自主收缩的改善。不过,我们的研究证明了我们的方法在未来涉及持续身体康复训练和辅助技术实施的研究中的安全性和可行性。
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