The Overlapping Community Structure of Structural Brain Network in Young Healthy Individuals

被引:47
|
作者
Wu, Kai [1 ]
Taki, Yasuyuki [1 ,2 ]
Sato, Kazunori [1 ]
Sassa, Yuko [2 ]
Inoue, Kentaro [1 ]
Goto, Ryoi [1 ]
Okada, Ken [1 ]
Kawashima, Ryuta [2 ,3 ]
He, Yong [4 ]
Evans, Alan C. [5 ]
Fukuda, Hiroshi [1 ]
机构
[1] Tohoku Univ, Dept Nucl Med & Radiol, Inst Dev Aging & Canc, Sendai, Miyagi 980, Japan
[2] Tohoku Univ, Div Dev Cognit Neurosci, Inst Dev Aging & Canc, Sendai, Miyagi 980, Japan
[3] Tohoku Univ, Dept Funct Brain Imaging, Inst Dev Aging & Canc, Sendai, Miyagi 980, Japan
[4] Beijing Normal Univ, State Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
[5] McGill Univ, Montreal Neurol Inst, McConnell Brain Imaging Ctr, Montreal, PQ, Canada
来源
PLOS ONE | 2011年 / 6卷 / 05期
关键词
CORTICAL THICKNESS; NEURONAL OSCILLATIONS; ANATOMICAL NETWORKS; COMPLEX NETWORKS; CORTEX; ATLAS; ORGANIZATION; MECHANISM; FREQUENCY; PATHWAYS;
D O I
10.1371/journal.pone.0019608
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Community structure is a universal and significant feature of many complex networks in biology, society, and economics. Community structure has also been revealed in human brain structural and functional networks in previous studies. However, communities overlap and share many edges and nodes. Uncovering the overlapping community structure of complex networks remains largely unknown in human brain networks. Here, using regional gray matter volume, we investigated the structural brain network among 90 brain regions (according to a predefined anatomical atlas) in 462 young, healthy individuals. Overlapped nodes between communities were defined by assuming that nodes (brain regions) can belong to more than one community. We demonstrated that 90 brain regions were organized into 5 overlapping communities associated with several well-known brain systems, such as the auditory/language, visuospatial, emotion, decision-making, social, control of action, memory/learning, and visual systems. The overlapped nodes were mostly involved in an inferior-posterior pattern and were primarily related to auditory and visual perception. The overlapped nodes were mainly attributed to brain regions with higher node degrees and nodal efficiency and played a pivotal role in the flow of informa- tion through the structural brain network. Our results revealed fuzzy boundaries between communities by identifying overlapped nodes and provided new insights into the understanding of the relationship between the structure and function of the human brain. This study provides the first report of the overlapping community structure of the structural network of the human brain.
引用
收藏
页数:14
相关论文
共 50 条
  • [21] Continuous Encoding for Overlapping Community Detection in Attributed Network
    Zheng, Wei
    Sun, Jianyong
    Zhang, Qingfu
    Xu, Zongben
    IEEE TRANSACTIONS ON CYBERNETICS, 2023, 53 (09) : 5469 - 5482
  • [22] Epidemic spreading on complex networks with overlapping and non-overlapping community structure
    Shang, Jiaxing
    Liu, Lianchen
    Li, Xin
    Xie, Feng
    Wu, Cheng
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2015, 419 : 171 - 182
  • [23] Biomarkers Derived from Alterations in Overlapping Community Structure of Resting-state Brain Functional Networks for Detecting Alzheimer's Disease
    Han, Hongfang
    Li, Xuan
    Gan, John Q.
    Yu, Hua
    Wang, Haixian
    NEUROSCIENCE, 2022, 484 : 38 - 52
  • [24] Brain Structure Network Analysis in Patients with Obstructive Sleep Apnea
    Luo, Yun-gang
    Wang, Defeng
    Liu, Kai
    Weng, Jian
    Guan, Yuefeng
    Chan, Kate C. C.
    Chu, Winnie C. W.
    Shi, Lin
    PLOS ONE, 2015, 10 (09):
  • [25] Abnormal brain network community structure related to psychological stress in schizophrenia
    Castro, Mariana N.
    Bocaccio, Hernan
    De Pino, Gabriela
    Sanchez, Stella M.
    Wainsztein, Agustina E.
    Drucaroff, Lucas
    Costanzo, Elsa Y.
    Crossley, Nicolas A.
    Villarreal, Mirta F.
    Guinjoan, Salvador M.
    SCHIZOPHRENIA RESEARCH, 2023, 254 : 42 - 53
  • [26] Resolving Structural Variability in Network Models and the Brain
    Klimm, Florian
    Bassett, Danielle S.
    Carlson, Jean M.
    Mucha, Peter J.
    PLOS COMPUTATIONAL BIOLOGY, 2014, 10 (03)
  • [27] Factor analysis of regional brain activation in bipolar and healthy individuals reveals a consistent modular structure
    Fleck, David E.
    Welge, Jeffrey A.
    Eliassen, James C.
    Adler, Caleb M.
    DelBello, Melissa P.
    Strakowski, Stephen M.
    JOURNAL OF AFFECTIVE DISORDERS, 2018, 234 : 14 - 19
  • [28] Brain structure and perfusion in relation to serum renal function indexes in healthy young adults
    Liu, Siyu
    Wang, Chunli
    Yang, Ying
    Cai, Huanhuan
    Zhang, Min
    Si, Li
    Zhang, Shujun
    Xu, Yuanhong
    Zhu, Jiajia
    Yu, Yongqiang
    BRAIN IMAGING AND BEHAVIOR, 2022, 16 (03) : 1014 - 1025
  • [29] The effects of cognitive training on the topological properties of brain structural network among community-dwelling older adults
    Jiang, Jiangling
    Cao, Xinyi
    Jiang, Lijuan
    Wang, Yiran
    Feng, Wei
    Shen, Yuan
    Li, Ting
    Li, Chunbo
    JOURNAL OF CLINICAL NEUROSCIENCE, 2021, 83 : 77 - 82
  • [30] Immunization of networks with non-overlapping community structure
    Ghalmane, Zakariya
    El Hassouni, Mohammed
    Cherifi, Hocine
    SOCIAL NETWORK ANALYSIS AND MINING, 2019, 9 (01)