Department of Neuroscience and Biomedical Engineering, Aalto University, Espoo FI-00076, Finland
Aalto NeuroImaging (ANI), Aalto University, Espoo FI-00076, Finland.
J Neurosci. 2024 May 29;44(22):e2048232024. doi: 10.1523/JNEUROSCI.2048-23.2024.
In developmental language disorder (DLD), learning to comprehend and express oneself with spoken language is impaired, but the reason for this remains unknown. Using millisecond-scale magnetoencephalography recordings combined with machine learning models, we investigated whether the possible neural basis of this disruption lies in poor cortical tracking of speech. The stimuli were common spoken Finnish words (e.g., dog, car, hammer) and sounds with corresponding meanings (e.g., dog bark, car engine, hammering). In both children with DLD (10 boys and 7 girls) and typically developing (TD) control children (14 boys and 3 girls), aged 10-15 years, the cortical activation to spoken words was best modeled as time-locked to the unfolding speech input at ∼100 ms latency between sound and cortical activation. Amplitude envelope (amplitude changes) and spectrogram (detailed time-varying spectral content) of the spoken words, but not other sounds, were very successfully decoded based on time-locked brain responses in bilateral temporal areas; based on the cortical responses, the models could tell at ∼75-85% accuracy which of the two sounds had been presented to the participant. However, the cortical representation of the amplitude envelope information was poorer in children with DLD compared with TD children at longer latencies (at ∼200-300 ms lag). We interpret this effect as reflecting poorer retention of acoustic-phonetic information in short-term memory. This impaired tracking could potentially affect the processing and learning of words as well as continuous speech. The present results offer an explanation for the problems in language comprehension and acquisition in DLD.
在发展性语言障碍(DLD)中,学习用口语理解和表达自己的能力受损,但原因尚不清楚。我们使用毫秒级的脑磁图记录和机器学习模型,研究这种破坏的可能神经基础是否在于大脑对言语的跟踪能力较差。刺激物是常见的芬兰口语词(例如狗、汽车、锤子)和具有相应含义的声音(例如狗叫声、汽车引擎声、锤子敲击声)。在患有 DLD 的儿童(10 名男孩和 7 名女孩)和发育正常的对照儿童(14 名男孩和 3 名女孩)中,年龄在 10-15 岁之间,大脑对口语词的激活最好被建模为与言语输入的时间锁定,潜伏期约为 100 毫秒,位于声音和皮质激活之间。基于双边颞区的时间锁定脑反应,基于时间锁定的脑反应,模型可以以约 75-85%的准确率分辨出两个声音中的哪一个被呈现给了参与者;基于时间锁定的脑反应,模型可以以约 75-85%的准确率分辨出两个声音中的哪一个被呈现给了参与者。但是,与 TD 儿童相比,DLD 儿童在较长潜伏期(约 200-300 毫秒)的皮质对振幅包络信息的表示较差。我们将这种效应解释为短期记忆中对语音信息的保留较差。这种跟踪能力的受损可能会影响到单词以及连续言语的处理和学习。本研究结果为 DLD 中语言理解和习得的问题提供了一种解释。