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.
引用
收藏
页数:10
相关论文
共 50 条
  • [21] Disrupted dynamic local brain functional connectivity patterns in generalized anxiety disorder
    Cui, Qian
    Chen, Yuyan
    Tang, Qin
    Han, Shaoqiang
    Hu, Shan
    Pang, Yajing
    Lu, Fengmei
    Nan, Xiaoyu
    Sheng, Wei
    Shen, Qian
    Wang, Yifeng
    He, Zongling
    Chen, Huafu
    PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY, 2020, 99
  • [22] Resting State Functional Connectivity Effects of TMS for Treatment of Generalized Anxiety Disorder
    Rabany, Liron
    Diefenbach, Gretchen J.
    Hyatt, Christopher J.
    Zertuche, Luis
    Bragdon, Laura B.
    Hallion, Lauren
    Tolin, David F.
    Goethe, John W.
    Assaf, Michal
    BIOLOGICAL PSYCHIATRY, 2015, 77 (09) : 100S - 100S
  • [23] Altered brain entropy and functional connectivity patterns in generalized anxiety disorder patients
    Fan, Siyu
    Yu, Yue
    Wu, Yue
    Kai, Yiao
    Wang, Hongping
    Chen, Yue
    Zu, Meidan
    Pang, Xiaonan
    Tian, Yanghua
    JOURNAL OF AFFECTIVE DISORDERS, 2023, 332 : 168 - 175
  • [24] Resting state functional connectivity in primary insomnia, generalized anxiety disorder and controls
    Pace-Schott, Edward F.
    Zimmerman, Jared P.
    Bottary, Ryan M.
    Lee, Erik G.
    Milad, Mohammed R.
    Camprodon, Joan A.
    PSYCHIATRY RESEARCH-NEUROIMAGING, 2017, 265 : 26 - 34
  • [25] Differential alterations of resting-state functional connectivity in generalized anxiety disorder and panic disorder
    Cui, Huiru
    Zhang, Jie
    Liu, Yicen
    Li, Qingwei
    Li, Hui
    Zhang, Lanlan
    Hu, Qiang
    Cheng, Wei
    Luo, Qiang
    Li, Jianqi
    Li, Wei
    Wang, Jijun
    Feng, Jianfeng
    Li, Chunbo
    Northoff, Georg
    HUMAN BRAIN MAPPING, 2016, 37 (04) : 1459 - 1473
  • [26] Aberrant functional gradient of thalamo-cortical circuitry in major depressive disorder and generalized anxiety disorder
    Dong, Qiangli
    Li, Xiaotong
    Zhang, Qin
    Ju, Yumeng
    Liao, Mei
    Zhu, Jing
    Li, Rui
    Yao, Zhijun
    Zhang, Yan
    Hu, Bin
    Zheng, Weihao
    JOURNAL OF AFFECTIVE DISORDERS, 2025, 376 : 473 - 486
  • [27] Abnormal Functional Connectivity of the Amygdala-Based Network in Resting-State fMRI in Adolescents with Generalized Anxiety Disorder
    Liu, Wen-jing
    Yin, Da-zhi
    Cheng, Wen-hong
    Fan, Ming-xia
    You, Mei-na
    Men, Wei-wei
    Zang, Li-li
    Shi, Dian-hong
    Zhang, Fang
    MEDICAL SCIENCE MONITOR, 2015, 21 : 459 - 467
  • [28] Intrinsic Functional Connectivity of Amygdala-Based Networks in Adolescent Generalized Anxiety Disorder
    Roy, Amy K.
    Fudge, Julie L.
    Kelly, Clare
    Perry, Justin S. A.
    Daniele, Teresa
    Carlisi, Christina
    Benson, Brenda
    Castellanos, F. Xavier
    Milham, Michael P.
    Pine, Daniel S.
    Ernst, Monique
    JOURNAL OF THE AMERICAN ACADEMY OF CHILD AND ADOLESCENT PSYCHIATRY, 2013, 52 (03): : 290 - 299
  • [29] Network Functional Architecture and Aberrant Functional Connectivity in Post-Traumatic Stress Disorder: A Clinical Application of Network Convergence
    Barredo, Jennifer
    Aiken, Emily
    van 't Wout-Frank, Mascha
    Greenberg, Benjamin D.
    Carpenter, Linda L.
    Philip, Noah S.
    BRAIN CONNECTIVITY, 2018, 8 (09) : 549 - 557
  • [30] Oxytocin Modulation of Amygdala Functional Connectivity to Fearful Faces in Generalized Social Anxiety Disorder
    Stephanie M Gorka
    Daniel A Fitzgerald
    Izelle Labuschagne
    Avinash Hosanagar
    Amanda G Wood
    Pradeep J Nathan
    K Luan Phan
    Neuropsychopharmacology, 2015, 40 : 278 - 286