Brainnetome Center and National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China.
School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China.
Nat Med. 2020 Apr;26(4):558-565. doi: 10.1038/s41591-020-0793-8. Epub 2020 Mar 23.
Mounting evidence suggests that function and connectivity of the striatum is disrupted in schizophrenia. 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.
越来越多的证据表明,精神分裂症患者的纹状体功能和连接受到了破坏。我们基于纹状体功能异常(FSA)开发了一种新的、假设驱动的神经影像学生物标志物,用于精神分裂症的识别、预后和亚型划分。FSA 评分提供了一种个性化的纹状体功能障碍指数,范围从正常到高度病理性。通过对来自七个独立扫描仪的功能磁共振成像(n=1100)进行站点间交叉验证,FSA 能够以超过 80%的准确率(敏感性为 79.3%,特异性为 81.5%)区分精神分裂症患者和健康对照者。在两个纵向队列中,基线 FSA 评分的个体间变异与抗精神病药物治疗反应显著相关。FSA 揭示了神经精神障碍中纹状体功能障碍的严重程度谱,其中精神分裂症最为严重,双相障碍较轻,而在抑郁症、强迫症和注意力缺陷多动障碍中与健康个体无明显差异。纹状体过度活跃的部位重现了多巴胺能功能的空间分布和精神分裂症多基因风险的表达谱。总之,我们开发了一种新的生物标志物来评估纹状体功能障碍,并确立了其在预测抗精神病药物治疗反应、临床分层以及阐明神经精神障碍中纹状体功能障碍方面的效用。
Nat Med. 2020-3-23
Mol Psychiatry. 2024-4
Schizophr Bull. 2019-9-11
Front Hum Neurosci. 2025-5-30
Biomark Neuropsychiatry. 2024-12
Trends Neurosci. 2019-1-6
Am J Psychiatry. 2018-11-5
Front Neuroinform. 2018-9-3
Nat Commun. 2017-11-28
Schizophr Res. 2017-10-16
Sci Data. 2016-12-6