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首发精神分裂症中的语言网络自我抑制与语义相似性:一种计算语言学和有效连接性方法

Language network self-inhibition and semantic similarity in first-episode schizophrenia: A computational-linguistic and effective connectivity approach.

作者信息

Alonso-Sánchez María Francisca, Limongi Roberto, Gati Joseph, Palaniyappan Lena

机构信息

CIDCL, Fonoaudiología, Facultad de Medicina, Universidad de Valparaíso, Chile; Robarts Research Institute, Western University, London, Ontario, Canada.

Robarts Research Institute, Western University, London, Ontario, Canada.

出版信息

Schizophr Res. 2023 Sep;259:97-103. doi: 10.1016/j.schres.2022.04.007. Epub 2022 May 11.

Abstract

INTRODUCTION

A central feature of schizophrenia is the disorganization and impoverishment of language. Recently, we observed higher semantic similarity in first-episode-schizophrenia (FES) patients. In this study, we investigate if this aberrant similarity relates to the 'causal' connectivity between two key nodes of the word production system: inferior frontal gyrus (IFG) and the semantic-hub at the ventral anterior temporal lobe (vATL).

METHODS

Resting-state fMRI scans were collected from 60 participants (30 untreated FES and 30 healthy controls). The semantic distance was measured with the CoVec semantic tool based on GloVe. A spectral dynamic causal model with Parametrical Empirical Bayes was constructed modelling the intrinsic self-inhibitory and extrinsic-excitatory connections within the brain regions. We estimated the parameters of a fully connected model with the semantic distance as a covariate.

RESULTS

FES patients chose words with higher semantic similarity when describing the pictures compared to the HC group. Among patients, an increased semantic similarity was related with an increase in intrinsic connections within both the vATL and IFG, suggesting that reduced 'synaptic gain' in these regions likely contribute to aberrant sampling of the semantic space during discourse in schizophrenia.

CONCLUSIONS

Lexical impoverishment relates to increased self-inhibition in both the IFG and vATL. The associated reduction in synaptic gain may relate to reduced precision of locally generated neural activity, forcing the choice of words that are already 'activated' in a lexical network. One approach to improve word sampling may be via promoting synaptic gain via supra-physiological stimulation within the Broca's-vATL network; this proposal needs verification.

摘要

引言

精神分裂症的一个核心特征是语言的紊乱和匮乏。最近,我们观察到首发精神分裂症(FES)患者具有更高的语义相似性。在本研究中,我们调查这种异常的相似性是否与词汇生成系统的两个关键节点:额下回(IFG)和腹侧前颞叶(vATL)的语义中枢之间的“因果”连接有关。

方法

对60名参与者(30名未接受治疗的FES患者和30名健康对照)进行静息态功能磁共振成像扫描。使用基于GloVe的CoVec语义工具测量语义距离。构建了一个带有参数经验贝叶斯的频谱动态因果模型,对脑区内的内在自我抑制和外在兴奋连接进行建模。我们以语义距离作为协变量估计全连接模型的参数。

结果

与健康对照组相比,FES患者在描述图片时选择语义相似性更高的词汇。在患者中,语义相似性增加与vATL和IFG内的内在连接增加有关,这表明这些区域中“突触增益”的降低可能导致精神分裂症患者在话语过程中对语义空间的异常采样。

结论

词汇匮乏与IFG和vATL中自我抑制的增加有关。突触增益的相关降低可能与局部产生的神经活动的精度降低有关,从而迫使选择词汇网络中已经“激活”的词汇。一种改善词汇采样的方法可能是通过在布洛卡区 - vATL网络内通过超生理刺激来促进突触增益;这一建议需要验证。

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