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精神分裂症中单词关系的同质化:皮质语义表象的拓扑分析。

Homogenization of word relationships in schizophrenia: Topological analysis of cortical semantic representations.

机构信息

Human Informatics and Interaction Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), Tsukuba, Japan.

Institute of Mathematics for Industry, Kyushu University, Fukuoka, Japan.

出版信息

Psychiatry Clin Neurosci. 2024 Nov;78(11):687-695. doi: 10.1111/pcn.13727. Epub 2024 Aug 28.

Abstract

AIM

Patients with schizophrenia typically exhibit symptoms of disorganized thought and display concreteness and over-inclusion in verbal reports, depending on the level of abstraction. While concreteness and over-inclusion may appear contradictory, the underlying psychopathology that explains these symptoms remains unclear. In the current study, we used functional magnetic resonance imaging with an encoding modeling approach to examine how concepts of various words, represented as brain activity, are anomalously connected at different levels of abstraction in patients with schizophrenia.

METHODS

Fourteen individuals diagnosed with schizophrenia and 17 healthy controls underwent functional magnetic resonance imaging to measure brain activity representing concepts of various words. We used a persistent homology (PH) method to analyze the topological structures of word representations in schizophrenia patients, healthy controls, and random data, across different levels of abstraction by varying dissimilarity scales in the representation space.

RESULTS

The results revealed that patients with schizophrenia exhibited more homogeneous word relationships across different levels of abstraction compared with healthy controls. Additionally, topological structures exhibited a shift toward a random network structure in patients with schizophrenia compared with controls. The PH method successfully distinguished semantic representations of patients with schizophrenia from those of controls.

CONCLUSIONS

The current results provide an explanation for the mechanisms underlying the deficits in abstraction ability observed in schizophrenia. The isotopic connection of individual concepts reflects both the reduction of contextual connections at a semantically fine-grained scale and the absence of clear boundaries between related concepts at a coarse scale, which lead to concreteness and over-inclusion, respectively.

摘要

目的

精神分裂症患者的思维通常表现出紊乱,并且在言语报告中表现出具体性和过度包容性,具体程度取决于抽象程度。虽然具体性和过度包容性似乎相互矛盾,但解释这些症状的潜在心理病理学仍不清楚。在目前的研究中,我们使用功能磁共振成像和编码建模方法,研究了精神分裂症患者在不同抽象水平上的各种单词概念的大脑活动是如何异常连接的。

方法

14 名被诊断为精神分裂症的个体和 17 名健康对照者接受了功能磁共振成像,以测量代表各种单词概念的大脑活动。我们使用持久同调(PH)方法来分析精神分裂症患者、健康对照组和随机数据在不同抽象水平上的单词表示的拓扑结构,通过在表示空间中改变不同的相似性尺度。

结果

结果表明,与健康对照组相比,精神分裂症患者在不同的抽象水平上表现出更相似的单词关系。此外,与对照组相比,拓扑结构向随机网络结构转变。PH 方法成功地区分了精神分裂症患者的语义表示和对照组的语义表示。

结论

目前的结果为精神分裂症患者抽象能力缺陷的机制提供了一种解释。个体概念的同调连接反映了语义精细尺度上上下文连接的减少,以及粗尺度上相关概念之间缺乏明确边界,这分别导致了具体性和过度包容性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d514/11804922/cb1fe65f5103/PCN-78-687-g004.jpg

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