Brain Entropy Study on Obsessive-Compulsive Disorder Using Resting-State fMRI

被引:2
|
作者
Jiang, Xi [1 ,2 ]
Li, Xue [1 ,2 ]
Xing, Haoyang [1 ,2 ]
Huang, Xiaoqi [1 ]
Xu, Xin [1 ]
Li, Jing [1 ]
机构
[1] Sichuan Univ, West China Hosp, Magnet Resonance Res Ctr, Chengdu, Peoples R China
[2] Sichuan Univ, Sch Phys, Chengdu, Peoples R China
来源
FRONTIERS IN PSYCHIATRY | 2021年 / 12卷
关键词
brain entropy; approximate entropy; sample entropy; fuzzy entropy (FuzzyEn); fMRI; OCD; FUNCTIONAL CONNECTIVITY; APPROXIMATE ENTROPY; PREFRONTAL CORTEX; COMPLEXITY; LEVEL;
D O I
10.3389/fpsyt.2021.764328
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Object: Brain entropy is a potential index in the diagnosis of mental diseases, but there are some differences in different brain entropy calculation, which may bring confusion and difficulties to the application of brain entropy. Based on the resting-state function magnetic resonance imaging (fMRI) we analyzed the differences of the three main brain entropy in the statistical significance, including approximate entropy (ApEn), sample entropy (SampEn) and fuzzy entropy (FuzzyEn), and studied the physiological reasons behind the difference through comparing their performance on obsessive-compulsive disorder (OCD) and the healthy control (HC).<br>Method: We set patients with OCD as the experimental group and healthy subjects as the control group. The brain entropy of the OCD group and the HC are calculated, respectively, by voxel and AAL region. And then we analyzed the statistical differences of the three brain entropies between the patients and the control group. To compare the sensitivity and robustness of these three kinds of entropy, we also studied their performance by using certain signal mixed with noise.<br>Result: Compare with the control group, almost the whole brain's ApEn and FuzzyEn of OCD are larger significantly. Besides, there are more brain regions with obvious differences when using ApEn comparing to using FuzzyEn. There was no statistical difference between the SampEn of OCD and HC.<br>Conclusion: Brain entropy is a numerical index related to brain function and can be used as a supplementary biological index to evaluate brain state, which may be used as a reference for the diagnosis of mental illness. According to an analysis of certain signal mixed with noise, we conclude that FuzzyEn is more accurate considering sensitivity, stability and robustness of entropy.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] Classification of Obsessive-Compulsive Disorder from Resting-State fMRI
    Sen, Bhaskar
    Bernstein, Gail A.
    Xu, Tingting
    Mueller, Bryon A.
    Schreiner, Mindy W.
    Cullen, Kathryn R.
    Parhi, Keshab K.
    [J]. 2016 38TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2016, : 3606 - 3609
  • [2] Localization of cerebral functional deficits in patients with obsessive-compulsive disorder: A resting-state fMRI study
    Hou, Jingming
    Wu, Wenjing
    Lin, Yun
    Wang, Jian
    Zhou, Daiquan
    Guo, Junwei
    Gu, Shanshan
    He, Mei
    Ahmed, Saud
    Hu, Jiani
    Qu, Wei
    Li, Haitao
    [J]. JOURNAL OF AFFECTIVE DISORDERS, 2012, 138 (03) : 313 - 321
  • [3] Graph-theoretical analysis of resting-state fMRI in pediatric obsessive-compulsive disorder
    Armstrong, Casey C.
    Moody, Teena D.
    Feusner, Jamie D.
    McCracken, James T.
    Chang, Susanna
    Levitt, Jennifer G.
    Piacentini, John C.
    O'Neill, Joseph
    [J]. JOURNAL OF AFFECTIVE DISORDERS, 2016, 193 : 175 - 184
  • [4] Abnormal Regional Homogeneity in Patients With Obsessive-Compulsive Disorder and Their Unaffected Siblings: A Resting-State fMRI Study
    Yang, Xiangyun
    Luo, Jia
    Zhong, Zhaoxi
    Yang, Xiaojie
    Yao, Shumin
    Wang, Pengchong
    Gao, Jian
    Liu, Rui
    Sun, Jing
    Li, Zhanjiang
    [J]. FRONTIERS IN PSYCHIATRY, 2019, 10
  • [5] Resting-State Functional Connectivity Underlying Interoception in Obsessive-Compulsive Disorder
    Eng, Goi Khia
    Brown, Carina
    Ludlow, Molly
    Collins, Katherine
    Tobe, Russell H.
    Iosifescu, Dan V.
    Fleysher, Lazar
    Stern, Emily R.
    [J]. BIOLOGICAL PSYCHIATRY, 2020, 87 (09) : S439 - S439
  • [6] Alterations in resting-state local functional connectivity in obsessive-compulsive disorder
    Hao, HuiHui
    Chen, Chuang
    Mao, WeiBing
    Xia, Wei
    Yi, ZhongQuan
    Zhao, PanWen
    Pan, PingLei
    Dai, ZhenYu
    [J]. JOURNAL OF AFFECTIVE DISORDERS, 2019, 245 : 113 - 119
  • [7] Structural and resting-state connection abnormalities of habenula in obsessive-compulsive disorder
    Liu, Qian
    Wang, Xiang
    Cao, Yanyuan
    Gao, Feng
    Xia, Jie
    Du, Hongyu
    Liao, Haiyan
    Tan, Changlian
    Fan, Jie
    Zhu, Xiongzhao
    [J]. PSYCHOLOGICAL MEDICINE, 2024, 54 (09) : 2283 - 2290
  • [8] Altered resting-state functional connectivity in patients with obsessive-compulsive disorder: A magnetoencephalography study
    Koh, Min Jung
    Seol, Jaeho
    Kang, Jee In
    Kim, Bong Soo
    Namkoong, Kee
    Chang, Jin Woo
    Kim, Se Joo
    [J]. INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY, 2018, 123 : 80 - 87
  • [9] Abnormal resting-state brain activities in patients with first-episode obsessive-compulsive disorder
    Niu, Qihui
    Yang, Lei
    Song, Xueqin
    Chu, Congying
    Liu, Hao
    Zhang, Lifang
    Li, Yan
    Zhang, Xiang
    Cheng, Jingliang
    Li, Youhui
    [J]. NEUROPSYCHIATRIC DISEASE AND TREATMENT, 2017, 13 : 507 - 513
  • [10] The resting-brain of obsessive-compulsive disorder
    Moreira, Pedro Silva
    Marques, Paulo
    Magalhaes, Ricardo
    Esteves, Madalena
    Sousa, Nuno
    Soares, Jose Miguel
    Morgado, Pedro
    [J]. PSYCHIATRY RESEARCH-NEUROIMAGING, 2019, 290 : 38 - 41