Increasing neuroimaging evidence suggests an association between impulsive decision-making behavior and task-related brain activity. However, the relationship between impulsivity in decision-making and resting-state brain activity remains unknown. To address this issue, we used functional MRI to record brain activity from human adults during a resting state and during a delay discounting task (DDT) that requires choosing between an immediate smaller reward and a larger delayed reward. In experiment I, we identified four DDT related brain networks. The money network (the striatum, posterior cingulate cortex, etc.) and the time network (the medial and dorsolateral prefrontal cortices, etc.) were associated with the valuation process; the frontoparietal network and the dorsal anterior cingulate cortex-anterior insular cortex network were related to the choice process. Moreover, we found that the resting-state functional connectivity of the brain regions in these networks was significantly correlated with participants' discounting rate, a behavioral index of impulsivity during the DDT. In experiment II, we tested an independent group of subjects and demonstrated that this resting-state functional connectivity was able to predict individuals' discounting rates. Together, these findings suggest that resting-state functional organization of the human brain may be a biomarker of impulsivity and can predict economic decision-making behavior.
机构:
Beijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
Univ Calif Irvine, Dept Psychol & Social Behav, Irvine, CA 92697 USABeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
Zhang, Mingxia
Li, Jin
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Beijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
Li, Jin
Chen, Chuansheng
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机构:
Univ Calif Irvine, Dept Psychol & Social Behav, Irvine, CA 92697 USABeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
Chen, Chuansheng
Xue, Gui
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Beijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
Xue, Gui
Lu, Zhonglin
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机构:
Ohio State Univ, Dept Psychol, Ctr Cognit & Behav Brain Imaging, Columbus, OH 43210 USABeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
Lu, Zhonglin
Mei, Leilei
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Univ Calif Irvine, Dept Psychol & Social Behav, Irvine, CA 92697 USABeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
Mei, Leilei
Xue, Hongli
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Beijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
Xue, Hongli
Xue, Feng
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机构:
Univ So Calif, Dept Psychol, Los Angeles, CA 90089 USABeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
Xue, Feng
He, Qinghua
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Univ So Calif, Dept Psychol, Los Angeles, CA 90089 USABeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
He, Qinghua
Chen, Chunhui
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机构:
Univ Calif Irvine, Dept Psychol & Social Behav, Irvine, CA 92697 USABeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
Chen, Chunhui
Wei, Miao
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Univ So Calif, Dept Psychol, Los Angeles, CA 90089 USABeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
Wei, Miao
Dong, Qi
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Beijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R ChinaBeijing Normal Univ, Natl Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
机构:
Inst Psychol, CAS Key Lab Behav Sci, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Dept Psychol, Beijing 100049, Peoples R China
Chinese Acad Sci, Inst Psychol, Magnet Resonance Imaging Res Ctr, Beijing 100101, Peoples R ChinaInst Psychol, CAS Key Lab Behav Sci, Beijing 100101, Peoples R China
Zheng, Dang
Chen, Jie
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机构:
Univ Chinese Acad Sci, Dept Psychol, Beijing 100049, Peoples R China
Inst Psychol, CAS Key Lab Mental Hlth, Beijing 100101, Peoples R ChinaInst Psychol, CAS Key Lab Behav Sci, Beijing 100101, Peoples R China
Chen, Jie
Wang, Xiaoming
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Inst Psychol, CAS Key Lab Behav Sci, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Dept Psychol, Beijing 100049, Peoples R ChinaInst Psychol, CAS Key Lab Behav Sci, Beijing 100101, Peoples R China
Wang, Xiaoming
Zhou, Yuan
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机构:
Inst Psychol, CAS Key Lab Behav Sci, Beijing 100101, Peoples R China
Univ Chinese Acad Sci, Dept Psychol, Beijing 100049, Peoples R China
Chinese Acad Sci, Inst Psychol, Magnet Resonance Imaging Res Ctr, Beijing 100101, Peoples R China
Capital Med Univ, Beijing Anding Hosp, Natl Clin Res Ctr Mental Disorders, Beijing 100088, Peoples R ChinaInst Psychol, CAS Key Lab Behav Sci, Beijing 100101, Peoples R China
机构:
Technion Israel Inst Technol, Bruce Rappaport Fac Med, Clin Neurophysiol Lab, Haifa, IsraelTechnion Israel Inst Technol, Bruce Rappaport Fac Med, Clin Neurophysiol Lab, Haifa, Israel
Argaman, Yuval
Granovsky, Yelena
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机构:
Technion Israel Inst Technol, Bruce Rappaport Fac Med, Clin Neurophysiol Lab, Haifa, Israel
Rambam Hlth Care Campus, Dept Neurol, Haifa, IsraelTechnion Israel Inst Technol, Bruce Rappaport Fac Med, Clin Neurophysiol Lab, Haifa, Israel
Granovsky, Yelena
Sprecher, Elliot
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机构:
Rambam Hlth Care Campus, Dept Neurol, Haifa, IsraelTechnion Israel Inst Technol, Bruce Rappaport Fac Med, Clin Neurophysiol Lab, Haifa, Israel
Sprecher, Elliot
Sinai, Alon
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机构:
Rambam Hlth Care Campus, Dept Neurosurg, Haifa, IsraelTechnion Israel Inst Technol, Bruce Rappaport Fac Med, Clin Neurophysiol Lab, Haifa, Israel
Sinai, Alon
Yarnitsky, David
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机构:
Technion Israel Inst Technol, Bruce Rappaport Fac Med, Clin Neurophysiol Lab, Haifa, Israel
Rambam Hlth Care Campus, Dept Neurol, Haifa, IsraelTechnion Israel Inst Technol, Bruce Rappaport Fac Med, Clin Neurophysiol Lab, Haifa, Israel
Yarnitsky, David
Weissman-Fogel, Irit
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机构:
Univ Haifa, Fac Social Welf & Hlth Sci, Dept Phys Therapy, Haifa, IsraelTechnion Israel Inst Technol, Bruce Rappaport Fac Med, Clin Neurophysiol Lab, Haifa, Israel