Intranasal vasopressin modulates resting state brain activity across multiple neural systems: Evidence from a brain imaging machine learning study

被引:11
作者
Chen, Xinling [1 ,2 ,3 ,4 ]
Xu, Yongbo [1 ,2 ,3 ,4 ]
Li, Bingjie [5 ]
Wu, Xiaoyan [6 ]
Li, Ting [7 ]
Wang, Li [8 ]
Zhang, Yijie [1 ,2 ,3 ,4 ]
Lin, Wanghuan [1 ,2 ,3 ,4 ]
Qu, Chen [1 ,2 ,3 ,4 ]
Feng, Chunliang [1 ,2 ,3 ,4 ]
机构
[1] South China Normal Univ, Minist Educ, Key Lab Brain Cognit & Educ Sci, Guangzhou, Peoples R China
[2] South China Normal Univ, Sch Psychol, Guangzhou, Peoples R China
[3] South China Normal Univ, Ctr Studies Psychol Applicat, Guangzhou, Peoples R China
[4] South China Normal Univ, Guangdong Key Lab Mental Hlth & Cognit Sci, Guangzhou, Peoples R China
[5] UCL, Inst Cognit Neurosci, London, England
[6] Beijing Normal Univ, State Key Lab Cognit Neurosci & Learning, Beijing, Peoples R China
[7] South China Normal Univ, Inst Brain Res & Rehabil IBRR, Guangzhou, Peoples R China
[8] Beijing Normal Univ, Collaborat Innovat Ctr Assessment Basic Educ Qual, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Arginine vasopressin; Resting-state fMRI; Amplitude of low-frequency fluctuation; Machine learning; Large-scale network; Functional decoding; LOW-FREQUENCY FLUCTUATIONS; DEFAULT MODE; OXYTOCIN; AMPLITUDE; ANXIETY; SCALE; DEPRESSION; NETWORK; CONNECTIVITY; STRESS;
D O I
10.1016/j.neuropharm.2021.108561
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Arginine vasopressin (AVP), a neuropeptide with widespread receptors in brain regions important for socioemotional processing, is critical in regulating various mammalian social behavior and emotion. Although a growing body of task-based brain imaging studies have revealed the effects of AVP on brain activity associated with emotion processing, social cognition and behaviors, the potential modulations of AVP on resting-state brain activity remain largely unknown. Here, the current study addressed this issue by adopting a machine learning approach to distinguish administration of AVP and placebo, employing the amplitude of low-frequency fluctuation (ALFF) as a measure of resting-state brain activity. The brain regions contributing to the classification were then subjected to functional connectivity and decoding analyses, allowing for a data-driven quantitative inference on psychophysiological functions. Our results indicated that ALFF across multiple neural systems were sufficient to distinguish between AVP and placebo at individual level, with the contributing regions distributed across the social cognition network, sensorimotor regions and emotional processing network. These findings suggest that the role of AVP in socioemotional functioning recruits multiple brain networks distributed across the whole brain rather than specific localized neural pathways. Beyond these findings, the current data-driven approach also opens a novel avenue to delineate neural underpinnings of various neuropeptides or hormones.
引用
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页数:12
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