Structural and functional brain abnormalities in drug-naive, first-episode, and chronic patients with schizophrenia: a multimodal MRI study

被引:30
作者
Wu, Fengchun [1 ,2 ]
Zhang, Yue [2 ,3 ]
Yang, Yongzhe [2 ,3 ,4 ]
Lu, Xiaobing [1 ,2 ]
Fang, Ziyan [1 ]
Huang, Jianwei [1 ]
Kong, Lingyin [3 ]
Chen, Jun [5 ,6 ]
Ning, Yuping [1 ,2 ]
Li, Xiaobo [7 ,8 ]
Wu, Kai [2 ,3 ,5 ,6 ,9 ]
机构
[1] Guangzhou Med Univ, Guangzhou Huiai Hosp, Affiliated Brain Hosp, Dept Psychiat, Guangzhou, Guangdong, Peoples R China
[2] Guangdong Engn Technol Res Ctr Translat Med Menta, Guangzhou, Guangdong, Peoples R China
[3] South China Univ Technol, Sch Mat Sci & Engn, Dept Biomed Engn, Guangzhou, Guangdong, Peoples R China
[4] South China Univ Technol, Sch Med, Guangzhou, Guangdong, Peoples R China
[5] Guangdong Engn Technol Res Ctr Diag & Rehabil Dem, Guangzhou, Guangdong, Peoples R China
[6] Natl Engn Res Ctr Healthcare Devices, Guangzhou, Guangdong, Peoples R China
[7] New Jersey Inst Technol, Dept Biomed Engn, Newark, NJ 07102 USA
[8] New Jersey Inst Technol, Dept Elect & Comp Engn, Newark, NJ 07102 USA
[9] Tohoku Univ, Inst Dev Aging & Canc, Dept Nucl Med & Radiol, Sendai, Miyagi, Japan
基金
中国国家自然科学基金;
关键词
multimodal MRI; schizophrenia; support vector machine; SVM; classification; GRAY-MATTER VOLUME; SUPERIOR TEMPORAL GYRUS; NEGATIVE-SYNDROME-SCALE; WHITE-MATTER; ANTIPSYCHOTIC TREATMENT; LIKELIHOOD ESTIMATION; COGNITIVE DEFICIT; SVM-RFE; METAANALYSIS; CLASSIFICATION;
D O I
10.2147/NDT.S174356
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background: Structural and functional brain abnormalities in schizophrenia (SZ) have been widely reported. However, a few studies have investigated both structural and functional characteristics in SZ patients at different stages to understand the neuropathology of SZ. Methods: In this study, we recruited 44 first-episode drug-naive SZ (FESZ) patients, 44 medicated chronic SZ (CSZ) patients, and 56 normal controls (NCs) and acquired their structural and resting-state functional magnetic resonance imaging (MRI). We then made group comparisons on structural and functional characteristics, including regional gray matter volume (GMV), regional homogeneity, amplitude of low-frequency fluctuation, and degree centrality. A linear support vector machine (SVM) combined with a recursive feature elimination (RFE) algorithm was implemented to discriminate three groups. Results: Our results indicated that the regional GMV was significantly decreased in patients compared with that in NCs; CSZ patients have more diflitsed GMV decreases primarily involved in the frontal and temporal lobes when compared with FESZ patients. Both FESZ and CSZ patients showed significant functional alterations compared with NCs; when compared with FESZ patients, CSZ patients showed significant reductions in functional characteristics in several brain regions associated with auditory, visual processing, and sensorimotor functions. Moreover, a linear SVM combined with a RFE algorithm was implemented to discriminate three groups. The accuracies of the three classifiers were 79.80%, 83.16%, and 81.71%, respectively. The performance of classifiers in this study with multimodal MRI was better than that of previous discriminative analyses of SZ patients with single-modal MRI. Conclusion: Our findings bring new insights into the understanding of the neuropathology of SZ and contribute to stage-specific biomarkers in diagnosis and interventions of SZ.
引用
收藏
页码:2889 / 2904
页数:16
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