University of Engineering and Technology, Vietnam National University, Hanoi, Vietnam.
Vietnam-Korea Institute of Science and Technology, Ministry of Science and Technology, Hanoi, Vietnam.
Sci Data. 2024 Jun 22;11(1):664. doi: 10.1038/s41597-024-03501-y.
This research presents a dataset consisting of electroencephalogram and eye tracking recordings obtained from six patients with amyotrophic lateral sclerosis (ALS) in a locked-in state and one hundred seventy healthy individuals. The ALS patients exhibited varying degrees of disease progression, ranging from partial mobility and weakened speech to complete paralysis and loss of speech. Despite these physical impairments, the ALS patients retained good eye function, which allowed them to use a virtual keyboard for communication. Data from ALS patients was recorded multiple times at their homes, while data from healthy individuals was recorded once in a laboratory setting. For each data recording, the experimental design involved nine recording sessions per participant, each corresponding to a common human action or demand. This dataset can serve as a valuable benchmark for several applications, such as improving spelling systems with brain-computer interfaces, investigating motor imagination, exploring motor cortex function, monitoring motor impairment progress in patients undergoing rehabilitation, and studying the effects of ALS on cognitive and motor processes.
本研究提供了一个数据集,其中包含了 6 名处于闭锁状态的肌萎缩侧索硬化症(ALS)患者和 170 名健康个体的脑电图和眼动追踪记录。这些 ALS 患者的疾病进展程度不一,从部分运动能力和言语能力减弱到完全瘫痪和言语丧失都有。尽管存在这些身体损伤,但是 ALS 患者的眼部功能仍然良好,这使他们能够使用虚拟键盘进行交流。ALS 患者的数据是在他们的家中多次记录的,而健康个体的数据是在实验室环境中一次性记录的。对于每个数据记录,实验设计涉及每个参与者的九次记录会话,每次对应于一个常见的人类动作或需求。这个数据集可以作为多个应用的有价值的基准,例如通过脑机接口改进拼写系统、研究运动想象、探索运动皮层功能、监测接受康复治疗的患者的运动损伤进展以及研究 ALS 对认知和运动过程的影响。