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

被引:1
|
作者
Hayashi, Ryusuke [1 ]
Kaji, Shizuo [2 ]
Matsumoto, Yukiko [3 ,4 ,5 ]
Nishida, Satoshi [6 ,7 ,8 ]
Nishimoto, Shinji [6 ,7 ]
Takahashi, Hidehiko [3 ,4 ,9 ]
机构
[1] Natl Inst Adv Ind Sci & Technol, Human Informat & Interact Res Inst, Tsukuba, Japan
[2] Kyushu Univ, Inst Math Ind, Fukuoka, Japan
[3] Tokyo Med & Dent Univ, Grad Sch Med & Dent Sci, Dept Psychiat & Behav Sci, Tokyo, Japan
[4] Kyoto Univ, Grad Sch Med, Dept Psychiat, Kyoto, Japan
[5] Nippon Med Sch, Dept Neuropsychiat, Tokyo, Japan
[6] Natl Inst Informat & Commun Technol NICT, Ctr Informat & Neural Networks CiNet, Osaka, Japan
[7] Osaka Univ, Grad Sch Frontier Biosci, Osaka, Japan
[8] Hokkaido Univ, Ctr Human Nat Artificial Intelligence & Neurosci, Sapporo, Japan
[9] Tokyo Med & Dent Univ, Ctr Brain Integrat Res, Tokyo, Japan
基金
日本科学技术振兴机构;
关键词
fMRI; persistent homology; schizophrenia; thought disorder; topological data analysis; BOUNDARIES; LANGUAGE;
D O I
10.1111/pcn.13727
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
AimPatients 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.MethodsFourteen 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.ResultsThe 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.ConclusionsThe 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.
引用
收藏
页码:687 / 695
页数:9
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