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Hands-on Undergraduate Experiences Using Low-Cost Electroencephalography (EEG) Devices.使用低成本脑电图(EEG)设备的本科实践经验。
J Undergrad Neurosci Educ. 2019 Jun 30;17(2):A119-A124. eCollection 2019 Spring.
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The Case for Neuroscience Research in the Classroom.课堂中的神经科学研究案例。
Neuron. 2019 Jun 5;102(5):914-917. doi: 10.1016/j.neuron.2019.04.007.
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P300 in detecting concealed information and deception: A review.P300 在探测隐藏信息和欺骗中的应用:综述。
Psychophysiology. 2020 Jul;57(7):e13362. doi: 10.1111/psyp.13362. Epub 2019 Mar 11.
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Different Contexts in the Oddball Paradigm Induce Distinct Brain Networks in Generating the P300.异常球范式中的不同情境在产生P300时诱发不同的脑网络。
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Are Electrode Caps Worth the Investment? An Evaluation of EEG Methods in Undergraduate Neuroscience Laboratory Courses and Research.电极帽值得投资吗?本科神经科学实验室课程和研究中脑电图方法的评估。
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用于研究波动和事件相关脑电图电位的低成本课堂及实验室练习

Low-Cost Classroom and Laboratory Exercises for Investigating Both Wave and Event-Related Electroencephalogram Potentials.

作者信息

Smith Kylie, Pilger Abbey, Amorim Marcio L M, Mircic Stanislav, Reining Zach, Ristow Nick, Miller Dylan, Leonhardt Aljoscha, Donovan Joseph C, Meier Matthias, Marzullo Timothy C, Serbe-Kamp Etienne, Steiner Adam P, Gage Gregory J

机构信息

Backyard Brains, Ann Arbor, MI 48104.

Michigan State University, East Lansing, MI 48824.

出版信息

J Undergrad Neurosci Educ. 2024 Aug 31;22(3):A197-A206. doi: 10.59390/YNPH4485. eCollection 2024 Spring.

DOI:10.59390/YNPH4485
PMID:39355672
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11441432/
Abstract

Electroencephalography (EEG) has given rise to a myriad of new discoveries over the last 90 years. EEG is a noninvasive technique that has revealed insights into the spatial and temporal processing of brain activity over many neuroscience disciplines, including sensory, motor, sleep, and memory formation. Most undergraduate students, however, lack laboratory access to EEG recording equipment or the skills to perform an experiment independently. Here, we provide easy-to-follow instructions to measure both wave and event-related EEG potentials using a portable, low-cost amplifier (Backyard Brains, Ann Arbor, MI) that connects to smartphones and PCs, independent of their operating system. Using open-source software (SpikeRecorder) and analysis tools (Python, Google Colaboratory), we demonstrate tractable and robust laboratory exercises for students to gain insights into the scientific method and discover multidisciplinary neuroscience research. We developed 2 laboratory exercises and ran them on participants within our research lab (N = 17, development group). In our first protocol, we analyzed power differences in the alpha band (8-13 Hz) when participants alternated between eyes open and eyes closed states (n = 137 transitions). We could robustly see an increase of over 50% in 59 (43%) of our sessions, suggesting this would make a reliable introductory experiment. Next, we describe an exercise that uses a SpikerBox to evoke an event-related potential (ERP) during an auditory oddball task. This experiment measures the average EEG potential elicited during an auditory presentation of either a highly predictable ("standard") or low-probability ("oddball") tone. Across all sessions in the development group (n=81), we found that 64% (n=52) showed a significant peak in the standard response window for P300 with an average peak latency of 442ms. Finally, we tested the auditory oddball task in a university classroom setting. In 66% of the sessions (n=30), a clear P300 was shown, and these signals were significantly above chance when compared to a Monte Carlo simulation. These laboratory exercises cover the two methods of analysis (frequency power and ERP), which are routinely used in neurology diagnostics, brain-machine interfaces, and neurofeedback therapy. Arming students with these methods and analysis techniques will enable them to investigate this laboratory exercise's variants or test their own hypotheses.

摘要

在过去的90年里,脑电图(EEG)带来了无数新的发现。EEG是一种非侵入性技术,它揭示了许多神经科学学科中大脑活动在空间和时间上的处理情况,包括感觉、运动、睡眠和记忆形成。然而,大多数本科生在实验室中无法使用EEG记录设备,也缺乏独立进行实验的技能。在这里,我们提供了易于遵循的说明,介绍如何使用一种便携式、低成本的放大器(Backyard Brains,安阿伯,密歇根州)来测量脑电波和与事件相关的EEG电位,该放大器可连接到智能手机和个人电脑,且与操作系统无关。使用开源软件(SpikeRecorder)和分析工具(Python、谷歌Colaboratory),我们为学生展示了易于操作且可靠的实验室练习,以帮助他们深入了解科学方法,并发现多学科的神经科学研究。我们开发了两个实验室练习,并在我们的研究实验室中的参与者(N = 17,开发组)身上进行了测试。在我们的第一个方案中,当参与者在睁眼和闭眼状态之间交替时,我们分析了阿尔法波段(8 - 13赫兹)的功率差异(n = 137次转换)。在59次(43%)实验中,我们能够稳健地看到功率增加超过50%,这表明这将是一个可靠的入门实验。接下来,我们描述了一个练习,使用SpikerBox在听觉Oddball任务中诱发事件相关电位(ERP)。这个实验测量在呈现高度可预测(“标准”)或低概率(“Oddball”)音调的听觉过程中诱发的平均EEG电位。在开发组的所有实验(n = 81)中,我们发现64%(n = 52)在P300的标准反应窗口中显示出显著的峰值,平均峰值潜伏期为442毫秒。最后,我们在大学课堂环境中测试了听觉Oddball任务。在66%的实验(n = 30)中,显示出清晰的P300,与蒙特卡罗模拟相比,这些信号显著高于随机水平。这些实验室练习涵盖了两种分析方法(频率功率和ERP),它们在神经学诊断、脑机接口和神经反馈治疗中经常使用。让学生掌握这些方法和分析技术将使他们能够研究这个实验室练习的变体或测试他们自己的假设。