Biotypes of major depressive disorder: Neuroimaging evidence from resting-state default mode network patterns

重性抑郁障碍 默认模式网络 楔前 静息状态功能磁共振成像 功能磁共振成像 后扣带 神经影像学 心理学 扣带回前部 医学 神经科学 认知
作者
Sugai Liang,Wei Deng,Xiaojing Li,Andrew James Greenshaw,Qiang Wang,Mingli Li,Xiaohong Ma,Tongjian Bai,Qijing Bo,Jun Cao,Guanmao Chen,Wei Chen,Cheng Chang,Yuqi Cheng,Xilong Cui,Jia Duan,Yiru Fang,Qiyong Gong,Wenbin Guo,Zhenghua Hou
出处
期刊:NeuroImage: Clinical [Elsevier BV]
卷期号:28: 102514-102514 被引量:117
标识
DOI:10.1016/j.nicl.2020.102514
摘要

BACKGROUND: Major depressive disorder (MDD) is heterogeneous disorder associated with aberrant functional connectivity within the default mode network (DMN). This study focused on data-driven identification and validation of potential DMN-pattern-based MDD subtypes to parse heterogeneity of the disorder. METHODS: The sample comprised 1397 participants including 690 patients with MDD and 707 healthy controls (HC) registered from multiple sites based on the REST-meta-MDD Project in China. Baseline resting-state functional magnetic resonance imaging (rs-fMRI) data was recorded for each participant. Discriminative features were selected from DMN between patients and HC. Patient subgroups were defined by K-means and principle component analysis in the multi-site datasets and validated in an independent single-site dataset. Statistical significance of resultant clustering were confirmed. Demographic and clinical variables were compared between identified patient subgroups. RESULTS: Two MDD subgroups with differing functional connectivity profiles of DMN were identified in the multi-site datasets, and relatively stable in different validation samples. The predominant dysfunctional connectivity profiles were detected among superior frontal cortex, ventral medial prefrontal cortex, posterior cingulate cortex and precuneus, whereas one subgroup exhibited increases of connectivity (hyperDMN MDD) and another subgroup showed decreases of connectivity (hypoDMN MDD). The hyperDMN subgroup in the discovery dataset had age-related severity of depressive symptoms. Patient subgroups had comparable demographic and clinical symptom variables. CONCLUSIONS: Findings suggest the existence of two neural subtypes of MDD associated with different dysfunctional DMN connectivity patterns, which may provide useful evidence for parsing heterogeneity of depression and be valuable to inform the search for personalized treatment strategies.
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