Altered resting-state functional connectivity and effective connectivity of the habenula in irritable bowel syndrome: A cross-sectional and machine learning study

被引:25
|
作者
Mao, Cui P. [1 ]
Chen, Fen R. [2 ]
Huo, Jiao H. [3 ]
Zhang, Liang [3 ]
Zhang, Gui R. [1 ]
Zhang, Bing [1 ]
Zhou, Xiao Q. [1 ]
机构
[1] Xi An Jiao Tong Univ, Affiliated Hosp 2, Dept Med Imaging, 157 Xiwu Rd, Xian 710004, Shaanxi, Peoples R China
[2] Xi An Jiao Tong Univ, Affiliated Hosp 2, Dept Gastroenterol, Xian, Shaanxi, Peoples R China
[3] Xidian Univ, Sch Comp Sci & Engn, Xian, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
effective connectivity; habenula; irritable bowel syndrome; machine learning; resting-state functional connectivity; PERIAQUEDUCTAL GRAY; LATERAL HABENULA; PAIN; CLASSIFICATION; SEGMENTATION; ANALGESIA; CIRCUITRY; MORPHINE; ANXIETY; MODEL;
D O I
10.1002/hbm.25038
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Irritable bowel syndrome (IBS) is a disorder involving dysfunctional brain-gut interactions characterized by chronic recurrent abdominal pain, altered bowel habits, and negative emotion. Previous studies have linked the habenula to the pathophysiology of negative emotion and pain. However, no studies to date have investigated habenular function in IBS patients. In this study, we investigated the resting-state functional connectivity (rsFC) and effective connectivity of the habenula in 34 subjects with IBS and 34 healthy controls and assessed the feasibility of differentiating IBS patients from healthy controls using a machine learning method. Our results showed significantly enhanced rsFC of the habenula-left dorsolateral prefrontal cortex (dlPFC) and habenula-periaqueductal grey (PAG, dorsomedial part), as well as decreased rsFC of the habenula-right thalamus (dorsolateral part), in the IBS patients compared with the healthy controls. Habenula-thalamus rsFC was positively correlated with pain intensity (r = .467, p = .005). Dynamic causal modeling (DCM) revealed significantly decreased effective connectivity from the right habenula to the right thalamus in the IBS patients compared to the healthy controls that was negatively correlated with disease duration (r = -.407, p = .017). In addition, IBS was classified with an accuracy of 71.5% based on the rsFC of the habenula-dlPFC, habenula-thalamus, and habenula-PAG in a support vector machine (SVM), which was further validated in an independent cohort of subjects (N = 44, accuracy = 65.2%, p = .026). Taken together, these findings establish altered habenular rsFC and effective connectivity in IBS, which extends our mechanistic understanding of the habenula's role in IBS.
引用
收藏
页码:3655 / 3666
页数:12
相关论文
共 50 条
  • [41] Abnormal regional homogeneity in patients with irritable bowel syndrome: A resting-state functional MRI study
    Ke, J.
    Qi, R.
    Liu, C.
    Xu, Q.
    Wang, F.
    Zhang, L.
    Lu, G.
    NEUROGASTROENTEROLOGY AND MOTILITY, 2015, 27 (12) : 1796 - 1803
  • [42] Altered effective connectivity of posterior thalamus in migraine with cutaneous allodynia: a resting-state fMRI study with granger causality analysis
    Wang, Ting
    Chen, Ning
    Zhan, Wang
    Liu, Jia
    Zhang, Junpeng
    Liu, Qi
    Huang, Hua
    He, Li
    Zhang, Junran
    Gong, Qiyong
    JOURNAL OF HEADACHE AND PAIN, 2016, 17 : 1 - 11
  • [43] Altered empathy-related resting-state functional connectivity in patients with bipolar disorder
    Liang, Yun-si
    Zhou, Shu-zhe
    Zhang, Yi-jing
    Cai, Xin-lu
    Wang, Yi
    Cheung, Eric F. C.
    Lui, Simon S. Y.
    Yu, Xin
    Madsen, Kristoffer H.
    Ma, Yan-tao
    Chan, Raymond C. K.
    EUROPEAN ARCHIVES OF PSYCHIATRY AND CLINICAL NEUROSCIENCE, 2022, 272 (05) : 839 - 848
  • [44] Quantitative Identification of Major Depression Based on Resting-State Dynamic Functional Connectivity: A Machine Learning Approach
    Yan, Baoyu
    Xu, Xiaopan
    Liu, Mengwan
    Zheng, Kaizhong
    Liu, Jian
    Li, Jianming
    Wei, Lei
    Zhang, Binjie
    Lu, Hongbing
    Li, Baojuan
    FRONTIERS IN NEUROSCIENCE, 2020, 14
  • [45] Altered empathy-related resting-state functional connectivity in patients with bipolar disorder
    Yun-si Liang
    Shu-zhe Zhou
    Yi-jing Zhang
    Xin-lu Cai
    Yi Wang
    Eric F. C. Cheung
    Simon S. Y. Lui
    Xin Yu
    Kristoffer H. Madsen
    Yan-tao Ma
    Raymond C. K. Chan
    European Archives of Psychiatry and Clinical Neuroscience, 2022, 272 : 839 - 848
  • [46] Increased interhemispheric resting-state functional connectivity in functional dyspepsia: a pilot study
    Zhou, Guangyu
    Liu, Peng
    Zeng, Fang
    Yuan, Kai
    Yu, Dahua
    von Deneen, Karen M.
    Liang, Fanrong
    Qin, Wei
    Tian, Jie
    NMR IN BIOMEDICINE, 2013, 26 (04) : 410 - 415
  • [47] Exploring attention in the bilingualism continuum: A resting-state functional connectivity study
    Dash, Tanya
    Joanette, Yves
    Ansaldo, Ana Ines
    BRAIN AND LANGUAGE, 2022, 224
  • [48] Is resting-state functional connectivity altered in regular cannabis users? A systematic review of the literature
    Thomson, Hannah
    Labuschagne, Izelle
    Greenwood, Lisa-Marie
    Robinson, Emily
    Sehl, Hannah
    Suo, Chao
    Lorenzetti, Valentina
    PSYCHOPHARMACOLOGY, 2022, 239 (05) : 1191 - 1209
  • [49] A connectome-wide association study of altered functional connectivity in schizophrenia based on resting-state fMRI
    He, Huawei
    Long, Jixin
    Song, Xiaoqi
    Li, Qian
    Niu, Lijing
    Peng, Lanxin
    Wei, Xinhua
    Zhang, Ruibin
    SCHIZOPHRENIA RESEARCH, 2024, 270 : 202 - 211
  • [50] Effect of smoking on resting-state functional connectivity in smokers: An fMRI study
    Zhou, Shuang
    Xiao, Dan
    Peng, Peng
    Wang, Shuang-Kun
    Liu, Zhao
    Qin, Hai-Yan
    Li, Sheng-Shu
    Wang, Chen
    RESPIROLOGY, 2017, 22 (06) : 1118 - 1124