Neurophysiological stratification of major depressive disorder by distinct trajectories

被引:17
作者
Chen, Di [1 ,2 ]
Wang, Xiang [3 ,4 ,5 ]
Voon, Valerie [1 ,2 ,6 ]
Jiang, Yuchao [1 ,2 ]
Lo, Chun-Yi Zac [1 ,2 ]
Wang, Linbo [1 ,2 ]
Shen, Chun [1 ,2 ]
Xiang, Shitong [1 ,2 ]
Yao, Shuqiao [3 ]
Zhang, Jie [1 ,2 ]
ZIB Consortium, Tianye
DIRECT Consortium, Wei
Jia, Tianye [1 ,2 ,7 ]
Cheng, Wei [1 ,2 ,8 ,9 ,10 ,11 ,12 ]
Feng, Jianfeng [1 ,2 ,13 ]
机构
[1] Fudan Univ, Inst Sci & Technol Brain Inspired Intelligence, Shanghai, Peoples R China
[2] Fudan Univ, Key Lab Computat Neurosci & Brain Inspired Intelli, Minist Educ, Shanghai, Peoples R China
[3] Cent South Univ, Xiangya Hosp 2, Med Psychol Ctr, Changsha, Peoples R China
[4] Cent South Univ, Med Psychol Inst, Changsha, Peoples R China
[5] China Natl Clin Res Ctr Mental Disorders Xiangya, Changsha, Peoples R China
[6] Univ Cambridge, Dept Psychiat, Cambridge, England
[7] Kings Coll London, Inst Psychiat Psychol & Neurosci, SGDP Ctr, London, England
[8] Fudan Univ, Huashan Hosp, Dept Neurol, Shanghai, Peoples R China
[9] Zhejiang Normal Univ, Fudan ISTBI ZJNU Algorithm Ctr Brain Inspired Inte, Jinhua, Peoples R China
[10] Shanghai Med Coll, Shanghai, Peoples R China
[11] Zhongshan Hosp Immunotherapy Technol Transfer Ctr, Shanghai, Peoples R China
[12] Fudan Univ, MOE Frontiers Ctr Brain Sci, Shanghai, Peoples R China
[13] Univ Warwick, Dept Comp Sci, Coventry, England
来源
NATURE MENTAL HEALTH | 2023年 / 1卷 / 11期
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
TREATMENT-RESISTANT DEPRESSION; ORBITOFRONTAL CORTEX; PREFRONTAL CORTEX; CINGULATE CORTEX; CONNECTIVITY; STIMULATION; CIRCUITS;
D O I
10.1038/s44220-023-00139-4
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Major depressive disorder (MDD) has been characterized by structural abnormalities of multiple brain regions. Nevertheless, little is known about the underlying neuropathological origin of MDD, particularly based on distinct trajectories of brain atrophy. Here, using the data-driven subtype and stage inference algorithm on large case-control magnetic resonance imaging data from 3,940 individuals (1,789 patients with MDD; 2,151 healthy controls), we demonstrated three highly robust spatiotemporal MDD subtypes: subtype 1 initiates from the subgenual anterior cingulate cortex, subtype 2 starts at the hippocampus and subtype 3 begins in the superior frontal gyrus and then the orbitofrontal cortex. These subtypes also exhibited distinct clinical profiles and differing transcriptomic gene expressions. Specifically, we identified suicide risk as the characteristic symptom for the 'anterior cingulate cortex-led' subtype, as well as low motivation (for example, work interests) for the 'frontal-led' and somatic anxiety for the 'hippocampus-led'. Distinguishable cell type-specific transcriptional signatures further indicate distinct origins of MDD subtypes. Together, our data-driven findings demonstrate different spatiotemporal trajectories of MDD subtypes, which may contribute to the potential for individualized diagnostics, suicide risk alerts and optimizing therapeutic targeting.
引用
收藏
页码:863 / 875
页数:17
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