A neuroimaging biomarker for striatal dysfunction in schizophrenia

被引:185
作者
Li, Ang [1 ,2 ,3 ,4 ]
Zalesky, Andrew [5 ,6 ,7 ]
Yue, Weihua [8 ,9 ,10 ]
Howes, Oliver [11 ,12 ]
Yan, Hao [8 ,9 ,10 ]
Liu, Yong [1 ,2 ,3 ,4 ]
Fan, Lingzhong [1 ,2 ,3 ,4 ]
Whitaker, Kirstie J. [13 ,14 ]
Xu, Kaibin [1 ,2 ,3 ]
Rao, Guangxiang [1 ,2 ,3 ,4 ]
Li, Jin [1 ,2 ,3 ]
Liu, Shu [1 ,2 ,3 ,4 ]
Wang, Meng [1 ,2 ,3 ,4 ]
Sun, Yuqing [1 ,2 ,3 ,4 ]
Song, Ming [1 ,2 ,3 ]
Li, Peng [8 ,9 ,10 ]
Chen, Jun [1 ,2 ,3 ]
Chen, Yunchun [15 ]
Wang, Huaning [15 ]
Liu, Wenming [15 ]
Li, Zhigang [16 ]
Yang, Yongfeng [17 ,18 ]
Guo, Hua [16 ]
Wan, Ping [16 ]
Lv, Luxian [17 ,18 ]
Lu, Lin [8 ,9 ,10 ]
Yan, Jun [8 ,9 ,10 ]
Song, Yuqing [8 ,9 ,10 ]
Wang, Huiling [19 ]
Zhang, Hongxing [17 ,18 ,20 ]
Wu, Huawang [21 ]
Ning, Yuping [21 ]
Du, Yuhui [22 ]
Cheng, Yuqi [23 ]
Xu, Jian [23 ]
Xu, Xiufeng [23 ]
Zhang, Dai [8 ,9 ,10 ,24 ]
Wang, Xiaoqun [3 ,4 ,25 ]
Jiang, Tianzi [1 ,2 ,3 ,4 ,26 ,27 ,28 ]
Liu, Bing [1 ,2 ,3 ,4 ,26 ]
机构
[1] Chinese Acad Sci, Brainnetome Ctr, Beijing, Peoples R China
[2] Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing, Peoples R China
[3] Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R China
[4] Chinese Acad Sci, Ctr Excellence Brain Sci & Intelligence Technol, Shanghai, Peoples R China
[5] Univ Melbourne, Dept Psychiat, Melbourne Neuropsychiat Ctr, Melbourne, Vic, Australia
[6] Melbourne Hlth, Melbourne, Vic, Australia
[7] Univ Melbourne, Dept Biomed Engn, Melbourne, Vic, Australia
[8] Peking Univ, Sixth Hosp, Inst Mental Hlth, Beijing, Peoples R China
[9] Peking Univ, Sixth Hosp, Minist Hlth, Key Lab Mental Hlth, Beijing, Peoples R China
[10] Peking Univ, Sixth Hosp, Natl Clin Res Ctr Mental Disorders, Beijing, Peoples R China
[11] Imperial Coll London, MRC London Inst Med Sci, Hammersmith Hosp, Psychiat Imaging Grp, London, England
[12] Kings Coll London, Inst Psychiat, London, England
[13] Univ Cambridge, Dept Psychiat, Cambridge, England
[14] British Lib, Alan Turing Inst, London, England
[15] Fourth Mil Med Univ, Xijing Hosp, Dept Psychiat, Xian, Peoples R China
[16] Zhumadian Psychiat Hosp, Zhumadian, Peoples R China
[17] Xinxiang Med Univ, Affiliated Hosp 2, Henan Mental Hosp, Dept Psychiat, Xinxiang, Henan, Peoples R China
[18] Xinxiang Med Univ, Int Joint Res Lab Psychiat & Neurosci Henan, Henan Key Lab Biol Psychiat, Xinxiang, Henan, Peoples R China
[19] Wuhan Univ, Renmin Hosp, Dept Psychiat, Wuhan, Peoples R China
[20] Xinxiang Med Univ, Dept Psychol, Xinxiang, Henan, Peoples R China
[21] Guangzhou Med Univ, Guangzhou Huiai Hosp, Affiliated Brain Hosp, Guangzhou, Peoples R China
[22] Shanxi Univ, Sch Comp & Informat Technol, Taiyuan, Peoples R China
[23] Kunming Med Univ, Affiliated Hosp 1, Dept Psychiat, Kunming, Yunnan, Peoples R China
[24] Peking Univ, McGovern Inst Brain Res, PKU IDG, Ctr Life Sci, Beijing, Peoples R China
[25] Chinese Acad Sci, Inst Biophys, State Key Lab Brain & Cognit Sci, Beijing, Peoples R China
[26] Chinese Acad Sci, Innovat Acad Artificial Intelligence, Beijing, Peoples R China
[27] Univ Elect Sci & Technol China, Sch Life Sci & Technol, Minist Educ, Key Lab Neuro Informat, Chengdu, Peoples R China
[28] Univ Queensland, Queensland Brain Inst, Brisbane, Qld, Australia
关键词
TREATMENT-RESISTANT SCHIZOPHRENIA; RESTING-STATE FMRI; FUNCTIONAL CONNECTIVITY; DOPAMINE HYPOTHESIS; GENE-EXPRESSION; NETWORK; PSYCHOSIS; RISK; DYSCONNECTIVITY; DISORDER;
D O I
10.1038/s41591-020-0793-8
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Mounting evidence suggests that function and connectivity of the striatum is disrupted in schizophrenia(1-5). We have developed a new hypothesis-driven neuroimaging biomarker for schizophrenia identification, prognosis and subtyping based on functional striatal abnormalities (FSA). FSA scores provide a personalized index of striatal dysfunction, ranging from normal to highly pathological. Using inter-site cross-validation on functional magnetic resonance images acquired from seven independent scanners (n = 1,100), FSA distinguished individuals with schizophrenia from healthy controls with an accuracy exceeding 80% (sensitivity, 79.3%; specificity, 81.5%). In two longitudinal cohorts, inter-individual variation in baseline FSA scores was significantly associated with antipsychotic treatment response. FSA revealed a spectrum of severity in striatal dysfunction across neuropsychiatric disorders, where dysfunction was most severe in schizophrenia, milder in bipolar disorder, and indistinguishable from healthy individuals in depression, obsessive-compulsive disorder and attention-deficit hyperactivity disorder. Loci of striatal hyperactivity recapitulated the spatial distribution of dopaminergic function and the expression profiles of polygenic risk for schizophrenia. In conclusion, we have developed a new biomarker to index striatal dysfunction and established its utility in predicting antipsychotic treatment response, clinical stratification and elucidating striatal dysfunction in neuropsychiatric disorders. A new cross-validated neuroimaging biomarker that reflects striatal dysfunctioning can be used to distinguish patients with schizophrenia from healthy controls, and is associated with treatment response to antipsychotics.
引用
收藏
页码:558 / +
页数:20
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