Zisk Alyssa Hillary, Borgheai Seyyed Bahram, McLinden John, Hosni Sarah M, Deligani Roohollah Jafari, Shahriari Yalda
University of Rhode Island, Interdisciplinary Neuroscience Program, Kingston, RI, USA.
University of Rhode Island, Electrical, Computer, and Biomedical Engineering Department, Kingston, RI, USA.
Clin Neurophysiol. 2021 Feb;132(2):632-642. doi: 10.1016/j.clinph.2020.10.022. Epub 2020 Nov 19.
People with amyotrophic lateral sclerosis (ALS) can benefit from brain-computer interfaces (BCIs). However, users with ALS may experience significant variations in BCI performance and event-related potential (ERP) characteristics. This study investigated latency jitter and its correlates in ALS.
Electroencephalographic (EEG) responses were recorded from six people with ALS and nine neurotypical controls. ERP amplitudes and latencies were extracted. Classifier-based latency estimation was used to calculate latency jitter. ERP components and latency jitter were compared between groups using Wilcoxon rank-sum tests. Correlations between latency jitter and each of the clinical measures, ERP features, and performance measures were investigated using Spearman and repeated measures correlations.
Latency jitter was significantly increased in participants with ALS and significantly negatively correlated with BCI performance in both ALS and control participants. ERP amplitudes were significantly attenuated in ALS, and significant correlations between ERP features and latency jitter were observed. There was no significant correlation between latency jitter and clinical measures.
Latency jitter is increased in ALS and correlates with both BCI performance and ERP features.
These results highlight the associations of latency jitter with BCI performance and ERP characteristics and could inform future BCI designs for people with ALS.
肌萎缩侧索硬化症(ALS)患者可受益于脑机接口(BCI)。然而,ALS患者的BCI性能和事件相关电位(ERP)特征可能会有显著差异。本研究调查了ALS患者的潜伏期抖动及其相关因素。
记录了6例ALS患者和9名神经典型对照者的脑电图(EEG)反应。提取ERP波幅和潜伏期。使用基于分类器的潜伏期估计来计算潜伏期抖动。使用Wilcoxon秩和检验比较两组之间的ERP成分和潜伏期抖动。使用Spearman相关分析和重复测量相关分析研究潜伏期抖动与各项临床指标、ERP特征及性能指标之间的相关性。
ALS患者的潜伏期抖动显著增加,且在ALS患者和对照者中均与BCI性能显著负相关。ALS患者的ERP波幅显著衰减,且观察到ERP特征与潜伏期抖动之间存在显著相关性。潜伏期抖动与临床指标之间无显著相关性。
ALS患者的潜伏期抖动增加,且与BCI性能和ERP特征均相关。
这些结果突出了潜伏期抖动与BCI性能及ERP特征之间的关联,可为未来针对ALS患者的BCI设计提供参考。