DynamicBC: A MATLAB Toolbox for Dynamic Brain Connectome Analysis

被引:240
作者
Liao, Wei [1 ,2 ,3 ,4 ]
Wu, Guo-Rong [5 ,6 ]
Xu, Qiang [4 ]
Ji, Gong-Jun [1 ,2 ,3 ]
Zhang, Zhiqiang [4 ]
Zang, Yu-Feng [1 ,2 ,3 ]
Lu, Guangming [4 ]
机构
[1] Hangzhou Normal Univ, Ctr Cognit & Brain Disorders, Hangzhou 310015, Zhejiang, Peoples R China
[2] Hangzhou Normal Univ, Affiliated Hosp, Hangzhou 310015, Zhejiang, Peoples R China
[3] Zhejiang Key Lab Res Assessment Cognit Impairment, Hangzhou, Zhejiang, Peoples R China
[4] Nanjing Univ, Sch Med, Jinling Hosp, Dept Med Imaging, Nanjing, Jiangsu, Peoples R China
[5] Southwest Univ, Fac Psychol, Key Lab Cognit & Personal, Chongqing 400715, Peoples R China
[6] Univ Ghent, Fac Psychol & Educ Sci, Dept Data Anal, Ghent, Belgium
基金
中国博士后科学基金;
关键词
brain connectome; dynamic; effective connectivity; functional connectivity; resting-state fMRI;
D O I
10.1089/brain.2014.0253
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The brain connectome collects the complex network architectures, looking at both static and dynamic functional connectivity. The former normally requires stationary signals and connections. However, the human brain activity and connections are most likely time dependent and dynamic, and related to ongoing rhythmic activity. We developed an open-source MATLAB toolbox DynamicBC with user-friendly graphical user interfaces, implementing both dynamic functional and effective connectivity for tracking brain dynamics from functional MRI. We provided two strategies for dynamic analysis: (1) the commonly utilized sliding-window analysis and (2) the flexible least squares based time-varying parameter regression strategy. The toolbox also implements multiple functional measures including seed-to-voxel analysis, region of interest (ROI)-to-ROI analysis, and voxel-to-voxel analysis. We describe the principles of the implemented algorithms, and then present representative results from simulations and empirical data applications. We believe that this toolbox will help neuroscientists and neurologists to easily map dynamic brain connectomics.
引用
收藏
页码:780 / 790
页数:11
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