Neurophysiological stratification of major depressive disorder by distinct trajectories

IF 8.7
Di Chen, Xiang Wang, Valerie Voon, Yuchao Jiang, Chun-Yi Zac Lo, Linbo Wang, Chun Shen, Shitong Xiang, Shuqiao Yao, Jie Zhang, ZIB Consortium, DIRECT Consortium, Tianye Jia, Wei Cheng, Jianfeng Feng
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引用次数: 1

Abstract

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. Based on a large neuroimaging dataset, the study reveals three robust major depression subtypes, each showing distinct clinical and transcriptomic profiles.

Abstract Image

按不同轨迹对重度抑郁障碍进行神经生理学分层
重度抑郁障碍(MDD)的特征是多个脑区的结构异常。然而,人们对 MDD 的潜在神经病理学起源知之甚少,尤其是基于脑萎缩的不同轨迹。在此,我们利用数据驱动的亚型和阶段推断算法,对来自 3,940 人(1,789 名 MDD 患者;2,151 名健康对照者)的大型病例对照磁共振成像数据进行了分析,结果显示了三种高度稳健的时空型 MDD 亚型:亚型 1 始于扣带回下源前皮层,亚型 2 始于海马,亚型 3 始于额上回,然后是眶额皮层。这些亚型还表现出不同的临床特征和转录组基因表达。具体来说,我们发现自杀风险是 "前扣带回皮质主导型 "亚型的特征性症状,低动机(例如工作兴趣)是 "额叶主导型 "亚型的特征性症状,而躯体焦虑则是 "海马主导型 "亚型的特征性症状。可区分的细胞类型特异性转录特征进一步表明了 MDD 亚型的不同起源。总之,我们的数据驱动研究结果显示了 MDD 亚型的不同时空轨迹,这可能有助于个体化诊断、自杀风险警报和优化靶向治疗。基于一个大型神经影像数据集,该研究揭示了三种强大的重度抑郁症亚型,每种亚型都显示出不同的临床和转录组特征。
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