Aberrant Functional Network Connectivity as a Biomarker of Generalized Anxiety Disorder

被引:59
|
作者
Qiao, Jianping [1 ,2 ,3 ]
Li, Anning [4 ]
Cao, Chongfeng [5 ]
Wang, Zhishun [6 ]
Sun, Jiande [3 ,7 ]
Xu, Guangrun [8 ]
机构
[1] Shandong Normal Univ, Sch Phys & Elect, Jinan, Shandong, Peoples R China
[2] Shandong Normal Univ, Shandong Prov Key Lab Med Phys & Image Proc Techn, Jinan, Shandong, Peoples R China
[3] Shandong Normal Univ, Inst Data Sci & Technol, Jinan, Shandong, Peoples R China
[4] Shandong Univ, Qilu Hosp, Dept Radiol, Jinan, Shandong, Peoples R China
[5] Shandong Univ, Jinan Cent Hosp, Dept Emergency, Jinan, Shandong, Peoples R China
[6] Columbia Univ, Dept Psychiat, New York, NY USA
[7] Shandong Normal Univ, Sch Informat Sci & Engn, Jinan, Shandong, Peoples R China
[8] Shandong Univ, Qilu Hosp, Dept Neurol, Jinan, Shandong, Peoples R China
来源
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
generalized anxiety disorder; brain connectivity; independent component analysis; Granger causality; classification; WHITE-MATTER INTEGRITY; RESTING-STATE NETWORKS; DEFAULT NETWORK; NEURAL CIRCUITS; AMYGDALA; VOLUMES; ABNORMALITIES; ADOLESCENTS; MEMORY; FMRI;
D O I
10.3389/fnhum.2017.00626
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Neural disruptions during emotion regulation are common of generalized anxiety disorder (GAD). Identifying distinct functional and effective connectivity patterns in GAD may provide biomarkers for their diagnoses. This study aims to investigate the differences of features of brain network connectivity between GAD patients and healthy controls (HC), and to assess whether those differences can serve as biomarkers to distinguish GAD from controls. Independent component analysis (ICA) with hierarchical partner matching (HPM-ICA) was conducted on resting-state functional magnetic resonance imaging data collected from 20 GAD patients with medicine-free and 20 matched HC, identifying nine highly reproducible and significantly different functional brain connectivity patterns across diagnostic groups. We then utilized Granger causality (GC) to study the effective connectivity between the regions that identified by HPM-ICA. The linear discriminant analysis was finally used to distinguish GAD from controls with these measures of neural connectivity. The GAD patients showed stronger functional connectivity in amygdala, insula, putamen, thalamus, and posterior cingulate cortex, but weaker in frontal and temporal cortex compared with controls. Besides, the effective connectivity in GAD was decreased from the cortex to amygdala and basal ganglia. Applying the ICA and GC features to the classifier led to a classification accuracy of 87.5%, with a sensitivity of 90.0% and a specificity of 85.0%. These findings suggest that the presence of emotion dysregulation circuits may contribute to the pathophysiology of GAD, and these aberrant brain features may serve as robust brain biomarkers for GAD.
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收藏
页数:10
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