Resting brain dynamics at different timescales capture distinct aspects of human behavior

被引:179
|
作者
Liegeois, Raphael [1 ,2 ,3 ,4 ]
Li, Jingwei [1 ,2 ]
Kong, Ru [1 ,2 ]
Orban, Csaba [1 ,2 ]
Van De Ville, Dimitri [3 ,4 ]
Ge, Tian [5 ,6 ]
Sabuncu, Mert R. [7 ]
Yeo, B. T. Thomas [1 ,2 ,6 ,8 ,9 ]
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, Clin Imaging Res Ctr, Inst Hlth 1, Singapore 117583, Singapore
[2] Natl Univ Singapore, Memory Networks Program, Singapore 117583, Singapore
[3] Ecole Polytech Fed Lausanne, Inst Bioengn, Ctr Neuroprosthet, CH-1015 Lausanne, Switzerland
[4] Univ Geneva, Dept Radiol & Med Informat, CH-1205 Geneva, Switzerland
[5] Massachusetts Gen Hosp, Psychiat & Neurodev Genet Unit, Ctr Genom Med, Boston, MA 02114 USA
[6] Massachusetts Gen Hosp, Athinoula A Martinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
[7] Cornell Univ, Sch Elect & Comp Engn, Ithaca, NY 14853 USA
[8] Duke NUS Med Sch, Ctr Cognit Neurosci, Singapore 169857, Singapore
[9] Natl Univ Singapore, NUS Grad Sch Integrat Sci & Engn, Singapore 119077, Singapore
基金
瑞士国家科学基金会;
关键词
FUNCTIONAL CONNECTIVITY; DEFAULT NETWORK; STATE FMRI; FLUCTUATIONS; ASSOCIATION; SIGNATURE; PATTERNS; MODE; MRI;
D O I
10.1038/s41467-019-10317-7
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
Linking human behavior to resting-state brain function is a central question in systems neuroscience. In particular, the functional timescales at which different types of behavioral factors are encoded remain largely unexplored. The behavioral counterparts of static functional connectivity (FC), at the resolution of several minutes, have been studied but behavioral correlates of dynamic measures of FC at the resolution of a few seconds remain unclear. Here, using resting-state fMRI and 58 phenotypic measures from the Human Connectome Project, we find that dynamic FC captures task-based phenotypes (e.g., processing speed or fluid intelligence scores), whereas self-reported measures (e.g., loneliness or life satisfaction) are equally well explained by static and dynamic FC. Furthermore, behaviorally relevant dynamic FC emerges from the interconnections across all resting-state networks, rather than within or between pairs of networks. Our findings shed new light on the timescales of cognitive processes involved in distinct facets of behavior.
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页数:9
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