Edge-centric functional network predicts risk propensity in economic decision-making: evidence from a resting-state fMRI study

被引:4
|
作者
Jiang, Lin [1 ,2 ]
Yang, Qingqing [1 ,2 ]
He, Runyang [1 ,2 ]
Wang, Guangying [1 ,2 ]
Yi, Chanlin [1 ,2 ]
Si, Yajing [3 ]
Yao, Dezhong [1 ,2 ,4 ,5 ]
Xu, Peng [1 ,2 ,5 ,6 ,9 ]
Yu, Liang [7 ,8 ,9 ]
Li, Fali [1 ,2 ,5 ,9 ]
机构
[1] Univ Elect Sci & Technol China, Clin Hosp, Chengdu Brain Sci Inst, MOE Key Lab Neuroinformat, Chengdu 611731, Peoples R China
[2] Univ Elect Sci & Technol China, Sch Life Sci & Technol, Ctr Informat BioMed, Chengdu 611731, Peoples R China
[3] Xinxiang Med Univ, Sch Psychol, Xinxiang 453003, Peoples R China
[4] Zhengzhou Univ, Sch Elect Engn, Zhengzhou 450001, Peoples R China
[5] Chinese Acad Med Sci, Res Unit NeuroInformat, 2019RU035, Chengdu, Peoples R China
[6] Radiat Oncol Key Lab Sichuan Prov, Chengdu 610041, Peoples R China
[7] Univ Elect Sci & Technol China, Dept Neurol, Sichuan Prov Peoples Hosp, Chengdu 610072, Peoples R China
[8] Chinese Acad Sci, Sichuan Translat Med Res Hosp, Chengdu 610072, Peoples R China
[9] 2006 Xiyuan Ave, Chengdu 611731, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
decision-making; risk propensity; edge-centric functional connectivity; multivariable prediction; resting-state fMRI; DEFAULT MODE; BRAIN; CONNECTIVITY; ORGANIZATION; CORTEX;
D O I
10.1093/cercor/bhad169
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Despite node-centric studies revealing an association between resting-state functional connectivity and individual risk propensity, the prediction of future risk decisions remains undetermined. Herein, we applied a recently emerging edge-centric method, the edge community similarity network (ECSN), to alternatively describe the community structure of resting-state brain activity and to probe its contribution to predicting risk propensity during gambling. Results demonstrated that inter-individual variability of risk decisions correlates with the inter-subnetwork couplings spanning the visual network (VN) and default mode network (DMN), cingulo-opercular task control network, and sensory/somatomotor hand network (SSHN). Particularly, participants who have higher community similarity of these subnetworks during the resting state tend to choose riskier and higher yielding bets. And in contrast to low-risk propensity participants, those who behave high-risky show stronger couplings spanning the VN and SSHN/DMN. Eventually, based on the resting-state ECSN properties, the risk rate during the gambling task is effectively predicted by the multivariable linear regression model at the individual level. These findings provide new insights into the neural substrates of the inter-individual variability in risk propensity and new neuroimaging metrics to predict individual risk decisions in advance.
引用
收藏
页码:8904 / 8912
页数:9
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