Semantic Memory Organization in Japanese Patients With Schizophrenia Examined With Category Fluency

被引:8
|
作者
Sumiyoshi, Chika [1 ]
Fujino, Haruo [2 ]
Sumiyoshi, Tomiki [3 ]
Yasuda, Yuka [4 ]
Yamamori, Hidenaga [4 ]
Fujimoto, Michiko [4 ]
Hashimoto, Ryota [4 ,5 ]
机构
[1] Fukushima Univ, Fac Human Dev & Culture, Fukushima, Japan
[2] Oita Univ, Dept Special Needs Educ, Oita, Japan
[3] Natl Ctr Neurol & Psychiat, Dept Clin Epidemiol, Translat Med Ctr, Kodaira, Tokyo, Japan
[4] Osaka Univ, Grad Sch Med, Dept Psychiat, Suita, Osaka, Japan
[5] Osaka Univ, United Grad Sch Child Dev, Mol Res Ctr Childrens Mental Dev, Suita, Osaka, Japan
来源
FRONTIERS IN PSYCHIATRY | 2018年 / 9卷
基金
日本学术振兴会;
关键词
schizophrenia; cognition; semantic memory; category fluency; singular value decomposition analysis; SINGULAR-VALUE DECOMPOSITION; GENOME-WIDE ASSOCIATION; ADULT READING TEST; VERBAL FLUENCY; ALZHEIMERS-DISEASE; COGNITIVE DECLINE; BIPOLAR DISORDER; INTELLIGENCE; IMPAIRMENT; RETRIEVAL;
D O I
10.3389/fpsyt.2018.00087
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Background: Disorganization of semantic memory in patients with schizophrenia has been studied by referring to their category fluency performance. Recently, data-mining techniques such as singular value decomposition (SVD) analysis have been reported to be effective in elucidating the latent semantic memory structure in patients with schizophrenia. The aim of this study is to investigate semantic memory organization in patients with schizophrenia using a novel method based on data-mining approach. Method: Category fluency data were collected from 181 patients with schizophrenia and 335 healthy controls at the Department of Psychiatry, Osaka University. The 20 most frequently reported animals were chosen for SVD analysis. In the two-dimensional (2D) solution, item vectors (i.e., animal names) were plotted in the 2D space of each group. In the six-dimensional (6D) solution, inter-item similarities (i.e., cosines) were calculated among items. Cosine charts were also created for the six most frequent items to show the similarities to other animal items. Results: In the 2D spatial representation, the six most frequent items were grouped in the same clusters (i.e., dog, cat as pet cluster, lion, tiger as wild/carnivorous cluster, and elephant, giraffe as wild/herbivorous cluster) for patients and healthy adults. As for 6D spatial cosines, the correlations (Pearson's r) between 17 items commonly generated in the two groups were moderately high. However, cosine charts created for the three pairs from the six most frequent animals (dog-cat, lion-tiger, elephant-giraffe) showed that pair wise similarities between other animals were less salient in patients with schizophrenia. Discussion: Semantic memory organization in patients with schizophrenia, revealed by SVD analysis, did not appear to be seriously impaired in the 2D space representation, maintaining a clustering structure similar to that in healthy controls for common animals. However, the coherence of those animals was less salient in 6D space, lacking pair wise similarities to other members of the animal category. These results suggests subtle but structural differences between the two groups. A data-mining approach by means of SVD analysis seems to be effective in evaluating semantic memory in patients with schizophrenia, providing both a visual representation and an objective measure of the structural alterations.
引用
收藏
页数:10
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