Department of Neuroscience and Biomedical Engineering, Aalto University, P.O. Box 12200, 00076, Aalto, Finland.
Athinoula A. Martinos Center for Biomedical Imaging, 149 Thirteenth Street, Charlestown, MA, 02129, USA.
Sci Rep. 2023 Jul 6;13(1):10959. doi: 10.1038/s41598-023-37959-4.
Selective auditory attention enables filtering of relevant acoustic information from irrelevant. Specific auditory responses, measurable by magneto- and electroencephalography (MEG/EEG), are known to be modulated by attention to the evoking stimuli. However, such attention effects have typically been studied in unnatural conditions (e.g. during dichotic listening of pure tones) and have been demonstrated mostly in averaged auditory evoked responses. To test how reliably we can detect the attention target from unaveraged brain responses, we recorded MEG data from 15 healthy subjects that were presented with two human speakers uttering continuously the words "Yes" and "No" in an interleaved manner. The subjects were asked to attend to one speaker. To investigate which temporal and spatial aspects of the responses carry the most information about the target of auditory attention, we performed spatially and temporally resolved classification of the unaveraged MEG responses using a support vector machine. Sensor-level decoding of the responses to attended vs. unattended words resulted in a mean accuracy of [Formula: see text] (N = 14) for both stimulus words. The discriminating information was mostly available 200-400 ms after the stimulus onset. Spatially-resolved source-level decoding indicated that the most informative sources were in the auditory cortices, in both the left and right hemisphere. Our result corroborates attention modulation of auditory evoked responses and shows that such modulations are detectable in unaveraged MEG responses at high accuracy, which could be exploited e.g. in an intuitive brain-computer interface.
选择性听觉注意力使我们能够从无关信息中筛选出相关的声学信息。通过脑磁图和脑电图(MEG/EEG)可以测量到特定的听觉反应,这些反应已知会受到对诱发刺激的注意力的调节。然而,这种注意力效应通常是在非自然条件下进行研究的(例如,在双耳分听纯音时),并且主要在平均听觉诱发电应中得到证明。为了测试我们从非平均脑反应中可靠地检测注意力目标的能力,我们记录了 15 名健康受试者的 MEG 数据,这些受试者听到两个连续不断地以交错方式说出“是”和“否”的人。要求受试者关注一个扬声器。为了研究反应的哪些时间和空间方面携带有关听觉注意力目标的最多信息,我们使用支持向量机对非平均 MEG 反应进行了空间和时间分辨分类。对注意力与非注意力单词的反应进行传感器级别的解码,结果得出了 [Formula: see text](N=14)的平均准确性,对两种刺激词均如此。区分信息主要在刺激开始后 200-400 毫秒之间可用。空间分辨源级别的解码表明,最有信息量的来源是左右半球的听觉皮层。我们的结果证实了听觉诱发电应的注意力调制,并表明这种调制可以在高准确性的非平均 MEG 反应中检测到,这可以在直观的脑机接口中得到利用。