通过脑电传感器数据的模式分类揭示语言产生的时间过程。

Francesca Carota, Jan-Mathijs Schoffelen, Robert Oostenveld, Peter Indefrey
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引用次数: 0

摘要

语言的产生涉及一系列复杂的计算,从概念化到发音,这些计算被认为涉及语言网络中的级联神经事件。然而,最近的神经磁性证据表明,在图片命名任务中,意义到语音的映射是同步进行的,这体现在前颞叶区域对词汇语义、语音和发音信息的早期平行激活。在这里,我们研究了单词产生的时间过程,询问这种 "早期性 "在多大程度上是相关时空动态的一个独特属性。我们使用 MEG 记录了 34 名人类受试者(26 名男性)公开命名四个语义对象类别(动物、食物、工具、衣服)中 134 幅图像时的神经信号。在每个类别中,我们将单词长度(以单词所含音节数量化)和语音邻域密度进行协方差分析,以确定词汇和词汇后语音/发音过程。传感器空间的多变量模式分析探照灯区分了物体类别的刺激锁定时空反应,早期为图像开始后的 150 至 250 毫秒,而单词长度在左额叶颞传感器中的解码时间为 250 至 350 毫秒,其次是语音邻域密度的潜伏期(350 至 450 毫秒)。我们的研究结果表明,在准备公开言语的语义和语音/音素计算过程中,神经活动会从后部语言区域逐渐过渡到前部语言区域,从而支持单词生成的序列级联模型。串行模型预测了从概念化到发音的神经计算的层叠序列。相比之下,平行模型则认为语言系统中的多种概念、语音和发音信息会在早期同时激活。在这里,我们要问的是,这种早期性是否是造词神经动力学的一个独特属性。通过将 MEG 的毫秒精度与多元模式分析相结合,我们发现了支持语义和语音/发音操作的神经事件的后续启动时间,这些神经事件从后枕颞部逐渐发展到额部传感器区域。这些发现为完善当前的语言生成理论带来了新的启示。
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The Time Course of Language Production as Revealed by Pattern Classification of MEG Sensor Data.

Language production involves a complex set of computations, from conceptualization to articulation, which are thought to engage cascading neural events in the language network. However, recent neuromagnetic evidence suggests simultaneous meaning-to-speech mapping in picture naming tasks, as indexed by early parallel activation of frontotemporal regions to lexical semantic, phonological, and articulatory information. Here we investigate the time course of word production, asking to what extent such "earliness" is a distinctive property of the associated spatiotemporal dynamics. Using MEG, we recorded the neural signals of 34 human subjects (26 males) overtly naming 134 images from four semantic object categories (animals, foods, tools, clothes). Within each category, we covaried word length, as quantified by the number of syllables contained in a word, and phonological neighborhood density to target lexical and post-lexical phonological/phonetic processes. Multivariate pattern analyses searchlights in sensor space distinguished the stimulus-locked spatiotemporal responses to object categories early on, from 150 to 250 ms after picture onset, whereas word length was decoded in left frontotemporal sensors at 250-350 ms, followed by the latency of phonological neighborhood density (350-450 ms). Our results suggest a progression of neural activity from posterior to anterior language regions for the semantic and phonological/phonetic computations preparing overt speech, thus supporting serial cascading models of word production.SIGNIFICANCE STATEMENT Current psycholinguistic models make divergent predictions on how a preverbal message is mapped onto articulatory output during the language planning. Serial models predict a cascading sequence of hierarchically organized neural computations from conceptualization to articulation. In contrast, parallel models posit early simultaneous activation of multiple conceptual, phonological, and articulatory information in the language system. Here we asked whether such earliness is a distinctive property of the neural dynamics of word production. The combination of the millisecond precision of MEG with multivariate pattern analyses revealed subsequent onset times for the neural events supporting semantic and phonological/phonetic operations, progressing from posterior occipitotemporal to frontal sensor areas. The findings bring new insights for refining current theories of language production.

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