1
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Nelson CM, O’Reilly C, Xia M, Hudac CM. Coupling Up: A Dynamic Investigation of Romantic Partners' Neurobiological States During Nonverbal Connection. Behav Sci (Basel) 2024; 14:1133. [PMID: 39767274 PMCID: PMC11673026 DOI: 10.3390/bs14121133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2024] [Revised: 11/15/2024] [Accepted: 11/22/2024] [Indexed: 01/11/2025] Open
Abstract
Nonverbal connection is an important aspect of everyday communication. For romantic partners, nonverbal connection is essential for establishing and maintaining feelings of closeness. EEG hyperscanning offers a unique opportunity to examine the link between nonverbal connection and neural synchrony among romantic partners. This current study used an EEG hyperscanning paradigm to collect frontal alpha asymmetry (FAA) signatures from 30 participants (15 romantic dyads) engaged in five different types of nonverbal connection that varied based on physical touch and visual contact. The results suggest that there was a lack of FAA while romantic partners were embracing and positive FAA (i.e., indicating approach) while they were holding hands, looking at each other, or doing both. Additionally, partners' FAA synchrony was greatest at a four second lag while they were holding hands and looking at each other. Finally, there was a significant association between partners' weekly negative feelings and FAA such that as they felt more negative their FAA became more positive. Taken together, this study further supports the idea that fleeting moments of interpersonal touch and gaze are important for the biological mechanisms that may underlie affiliative pair bonding in romantic relationships.
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Affiliation(s)
- Cailee M. Nelson
- Department of Psychology, University of South Carolina, 1512 Pendleton Street, Columbia, SC 29208, USA
- Carolina Autism and Neurodevelopment Research Center, University of South Carolina, 1800 Gervais Street, Columbia, SC 29201, USA;
- Institute for Mind and Brain, University of South Carolina, 1800 Gervais Street, Columbia, SC 29201, USA
| | - Christian O’Reilly
- Carolina Autism and Neurodevelopment Research Center, University of South Carolina, 1800 Gervais Street, Columbia, SC 29201, USA;
- Institute for Mind and Brain, University of South Carolina, 1800 Gervais Street, Columbia, SC 29201, USA
- Artificial Intelligence Institute, University of South Carolina, 1112 Greene Street, Columbia, SC 29208, USA
- Department of Computer Science and Engineering, University of South Carolina, 1244 Blossom Street, Columbia, SC 29208, USA
| | - Mengya Xia
- T. Denny Sanford School of Social and Family Dynamics, Arizona State University, Wilson Hall, Floor 3, Tempe, AZ 85287, USA;
| | - Caitlin M. Hudac
- Department of Psychology, University of South Carolina, 1512 Pendleton Street, Columbia, SC 29208, USA
- Carolina Autism and Neurodevelopment Research Center, University of South Carolina, 1800 Gervais Street, Columbia, SC 29201, USA;
- Institute for Mind and Brain, University of South Carolina, 1800 Gervais Street, Columbia, SC 29201, USA
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2
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Luo X, Zhao B, Tang W, Xiao Q, Liu X. Meta-Analysis of Collaborative Inhibition Moderation by Gender, Membership, Culture, and Memory Monitoring. Behav Sci (Basel) 2024; 14:763. [PMID: 39335978 PMCID: PMC11428894 DOI: 10.3390/bs14090763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2024] [Revised: 08/10/2024] [Accepted: 08/23/2024] [Indexed: 09/30/2024] Open
Abstract
Collaborative inhibition is a counterintuitive phenomenon. While the specific mechanisms through which social factors influence collaborative inhibition remain unclear, this study aims to shed light on the impact of gender, relationships, and culture in order to better understand the factors shaping collaborative inhibition. A meta-analysis was conducted to analyze subgroups of social factors, including collaborative pairing, gender, membership, and culture, as well as cognitive factors like memory monitoring. Collaborative inhibition was found to be a robust effect (p < 0.01), with moderating effects of pairing on gender (p < 0.01), membership (p < 0.01), culture (p < 0.01), and memory monitoring (p < 0.01). The findings indicate that collaborative inhibition is a consistent phenomenon influenced by both social and cognitive factors. Moreover, the study discovered that memory monitoring can successfully moderate collaborative inhibition, although the underlying mechanism requires further investigation.
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Affiliation(s)
- Xiaochun Luo
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China
- Department of Student Affairs, Sichuan College of Architectural Technology, Chengdu 610399, China
| | - Boyao Zhao
- CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China
- Department of Psychology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Weihai Tang
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China
| | - Qian Xiao
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China
- College of Education Science, Henan Institute of Science and Technology, Xinxiang 453003, China
| | - Xiping Liu
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China
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3
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Chen Y, Liu S, Hao Y, Zhao Q, Ren J, Piao Y, Wang L, Yang Y, Jin C, Wang H, Zhou X, Gao JH, Zhang X, Wei Z. Higher emotional synchronization is modulated by relationship quality in romantic relationships and not in close friendships. Neuroimage 2024; 297:120733. [PMID: 39033788 DOI: 10.1016/j.neuroimage.2024.120733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Revised: 07/09/2024] [Accepted: 07/11/2024] [Indexed: 07/23/2024] Open
Abstract
Emotions are fundamental to social interaction and deeply intertwined with interpersonal dynamics, especially in romantic relationships. Although the neural basis of interaction processes in romance has been widely explored, the underlying emotions and the connection between relationship quality and neural synchronization remain less understood. Our study employed EEG hyperscanning during a non-interactive video-watching paradigm to compare the emotional coordination between romantic couples and close friends. Couples showed significantly greater behavioral and prefrontal alpha synchronization than friends. Notably, couples with low relationship quality required heightened neural synchronization to maintain robust behavioral synchronization. Further support vector machine analysis underscores the crucial role of prefrontal activity in differentiating couples from friends. In summary, our research addresses gaps concerning how intrinsic emotions linked to relationship quality influence neural and behavioral synchronization by investigating a natural non-interactive context, thereby advancing our understanding of the neural mechanisms underlying emotional coordination in romantic relationships.
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Affiliation(s)
- Yijun Chen
- Department of Radiology, the First Affiliated Hospital of USTC, Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China
| | - Shen Liu
- Department of Psychology, School of Humanities & Social Science, University of Science & Technology of China, Hefei, Anhui 230026, China
| | - Yaru Hao
- Department of Radiology, the First Affiliated Hospital of USTC, Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China
| | - Qian Zhao
- Department of Radiology, the First Affiliated Hospital of USTC, Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China
| | - Jiecheng Ren
- Department of Radiology, the First Affiliated Hospital of USTC, Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China
| | - Yi Piao
- Department of Radiology, the First Affiliated Hospital of USTC, Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China
| | - Liuyun Wang
- Department of Radiology, the First Affiliated Hospital of USTC, Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China
| | - Yunping Yang
- Department of Radiology, the First Affiliated Hospital of USTC, Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China
| | - Chenggong Jin
- Department of Radiology, the First Affiliated Hospital of USTC, Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China
| | - Hangwei Wang
- Department of Radiology, the First Affiliated Hospital of USTC, Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China
| | - Xuezhi Zhou
- Department of Radiology, the First Affiliated Hospital of USTC, Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China
| | - Jia-Hong Gao
- Center for MRI Research, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China; Institute of Artificial Intelligence, Hefei Comprehensive National Science Center, Hefei 230027, China
| | - Xiaochu Zhang
- Department of Radiology, the First Affiliated Hospital of USTC, Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China; Application Technology Center of Physical Therapy to Brain Disorders, Institute of Advanced Technology, University of Science & Technology of China, Hefei 230031, China; Institute of Health and Medicine, Hefei Comprehensive Science Center, Hefei 230071, China; Business School, Guizhou Education University, Guiyang 550018, China.
| | - Zhengde Wei
- Department of Psychology, School of Humanities & Social Science, University of Science & Technology of China, Hefei, Anhui 230026, China; Key Laboratory of Brain-Machine Intelligence for Information Behavior- Ministry of Education, Shanghai International Studies University, Shanghai 201620, China.
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4
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Pick H, Fahoum N, Zoabi D, Shamay Tsoory SG. Brainstorming: Interbrain coupling in groups forms the basis of group creativity. Commun Biol 2024; 7:911. [PMID: 39069529 PMCID: PMC11284206 DOI: 10.1038/s42003-024-06614-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2024] [Accepted: 07/22/2024] [Indexed: 07/30/2024] Open
Abstract
Although the impact of group dynamics on creativity is widely recognized, prior research has primarily concentrated on individuals in isolation from social context. To address this lacuna, we focus on groups as the fundamental unit of analysis. We used functional near-infrared spectroscopy (fNIRS) to examine brain activity in groups of four during brainstorming discussions. We assessed interbrain coupling in the dorsolateral prefrontal cortex (DLPFC), a brain region linked to flexibility, and in the inferior frontal gyrus (IFG), a region associated with imitation. Our findings demonstrate that creativity-focused discussions induced interbrain coupling both in regions related to flexibility and herding. Notably, interbrain coupling in the IFG was associated with more imitation of responses. Critically, while interbrain coupling in the DLPFC positively predicted group creativity, in the IFG it negatively predicted creativity. These findings suggest that increase in group mindsets of flexibility relative to herding is important for enhancing group creativity.
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Affiliation(s)
- Hadas Pick
- Department of Psychology, University of Haifa, Haifa, Israel.
| | - Nardine Fahoum
- Department of Psychology, University of Haifa, Haifa, Israel
| | - Dana Zoabi
- Department of Psychology, University of Haifa, Haifa, Israel
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5
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Réveillé C, Vergotte G, Perrey S, Bosselut G. Using interbrain synchrony to study teamwork: A systematic review and meta-analysis. Neurosci Biobehav Rev 2024; 159:105593. [PMID: 38373643 DOI: 10.1016/j.neubiorev.2024.105593] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Revised: 01/19/2024] [Accepted: 02/14/2024] [Indexed: 02/21/2024]
Abstract
It has been proposed that interbrain synchrony (IBS) may help to elucidate the neural mechanisms underpinning teamwork. As hyperscanning studies have provided abundant findings on IBS in team environments, the current review aims to synthesize the findings of hyperscanning studies in a way that is relevant to the teamwork research. A systematic review was conducted. Included studies were classified according to the IPO (i.e. input, process, output) model of teamwork. Three multi-level meta-analyses were performed to quantify the associations between IBS and the three IPO variables. The methodology followed PRISMA guidelines and the protocol was pre-registered (https://osf.io/7h8sa/). Of the 229 studies, 41 were included, representing 1326 teams. The three meta-analyses found statistically significant positive effects, indicating a positive association between IBS and the three IPO teamwork variables. This study provides evidence that IBS is a relevant measure of the teamwork process and argues for the continued use of IBS to study teamwork.
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Affiliation(s)
- Coralie Réveillé
- EuroMov Digital Health in Motion (Univ Montpellier, IMT Mines d'Alès), 700 avenue du Pic Saint Loup, Montpellier 34090, France.
| | - Grégoire Vergotte
- EuroMov Digital Health in Motion (Univ Montpellier, IMT Mines d'Alès), 700 avenue du Pic Saint Loup, Montpellier 34090, France
| | - Stéphane Perrey
- EuroMov Digital Health in Motion (Univ Montpellier, IMT Mines d'Alès), 700 avenue du Pic Saint Loup, Montpellier 34090, France
| | - Grégoire Bosselut
- EuroMov Digital Health in Motion (Univ Montpellier, IMT Mines d'Alès), 700 avenue du Pic Saint Loup, Montpellier 34090, France
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6
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Zhao Q, Zhao W, Lu C, Du H, Chi P. Interpersonal neural synchronization during social interactions in close relationships: A systematic review and meta-analysis of fNIRS hyperscanning studies. Neurosci Biobehav Rev 2024; 158:105565. [PMID: 38295965 DOI: 10.1016/j.neubiorev.2024.105565] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Revised: 01/21/2024] [Accepted: 01/25/2024] [Indexed: 02/09/2024]
Abstract
In recent years, researchers have used hyperscanning techniques to explore how brains interact during various human activities. These studies have revealed a phenomenon called interpersonal neural synchronization (INS), but little research has focused on the overall effect of INS in close relationships. To address this gap, this study aims to synthesize and analyze the existing literature on INS during social interactions in close relationships. We conducted a meta-analysis of 17 functional near-infrared spectroscopy (fNIRS) hyperscanning studies involving 1149 dyads participants, including romantic couples and parent-child dyads. The results revealed robust and consistent INS in the frontal, temporal, and parietal regions of the brain and found similar INS patterns in couples and parent-child studies, providing solid empirical evidence for the attachment theory. Moreover, the age of children and brain areas were significant predictors of the effect size in parent-child research. The developmental stage of children and the mismatched development of brain structures might be the crucial factors for the difference in neural performance in social and cognitive behaviors in parent-child dyads.
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Affiliation(s)
- Qi Zhao
- Department of Psychology, Faculty of Social Sciences, University of Macau, Macau 999078, Macau Special Administrative Region of China; Center for Cognitive and Brain Sciences, University of Macau, Macau 999078, Macau Special Administrative Region of China
| | - Wan Zhao
- School of Psychology, Nanjing Normal University, Nanjing 210097, Jiangsu, China
| | - Chunming Lu
- State Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China
| | - Hongfei Du
- Department of Psychology, Beijing Normal University at Zhuhai, Zhuhai 519087, Guangdong, China; Beijing Key Laboratory of Applied Experimental Psychology, National Demonstration Center for Experimental Psychology Education (Beijing Normal University), Faculty of Psychology, Beijing Normal University, China.
| | - Peilian Chi
- Department of Psychology, Faculty of Social Sciences, University of Macau, Macau 999078, Macau Special Administrative Region of China; Center for Cognitive and Brain Sciences, University of Macau, Macau 999078, Macau Special Administrative Region of China.
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7
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Kurihara Y, Takahashi T, Osu R. The topology of interpersonal neural network in weak social ties. Sci Rep 2024; 14:4961. [PMID: 38418895 PMCID: PMC11336176 DOI: 10.1038/s41598-024-55495-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Accepted: 02/23/2024] [Indexed: 03/02/2024] Open
Abstract
The strategies for social interaction between strangers differ from those between acquaintances, whereas the differences in neural basis of social interaction have not been fully elucidated. In this study, we examined the geometrical properties of interpersonal neural networks in pairs of strangers and acquaintances during antiphase joint tapping. Dual electroencephalogram (EEG) of 29 channels per participant was measured from 14 strangers and 13 acquaintance pairs.Intra-brain synchronizations were calculated using the weighted phase lag index (wPLI) for intra-brain electrode combinations, and inter-brain synchronizations were calculated using the phase locking value (PLV) for inter-brain electrode combinations in the theta, alpha, and beta frequency bands. For each participant pair, electrode combinations with larger wPLI/PLV than their surrogates were defined as the edges of the neural networks. We calculated global efficiency, local efficiency, and modularity derived from graph theory for the combined intra- and inter-brain networks of each pair. In the theta band networks, stranger pairs showed larger local efficiency than acquaintance pairs, indicating that the two brains of stranger pairs were more densely connected. Hence, weak social ties require extensive social interactions and result in high efficiency of information transfer between neighbors in neural network.
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Affiliation(s)
- Yuto Kurihara
- Graduate School of Human Sciences, Waseda University, Tokorozawa, Saitama, Japan
| | - Toru Takahashi
- Advanced Research Center for Human Sciences, Waseda University, Tokorozawa, Saitama, Japan
| | - Rieko Osu
- Faculty of Human Sciences, Waseda University, 2-579-15 Mikajima, Tokorozawa, Saitama, Japan.
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8
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Liu Q, Cui H, Huang B, Huang Y, Sun H, Ru X, Zhang M, Chen W. Inter-brain neural mechanism and influencing factors underlying different cooperative behaviors: a hyperscanning study. Brain Struct Funct 2024; 229:75-95. [PMID: 37899406 DOI: 10.1007/s00429-023-02700-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Accepted: 08/21/2023] [Indexed: 10/31/2023]
Abstract
Cooperative behavior is a vital social interaction which plays a vital role in improving human survival and reproduction. However, few empirical studies have examined the differences between cooperative behaviors and the underlying neural substrates. In the present study, the brain activity of familiar dyads of the same sex was measured using functional near-infrared spectroscopy during three cooperative tasks (cooperative button-press, tangram, and Jenga tasks). We also measured the dyads' empathic abilities and personality traits to investigate the relationships between individual characteristics and neural markers. The results showed that first, there were significant differences in intra-brain activation and inter-brain synchronization among different cooperative tasks in three dimensions: social cognition, behavioral response, and cognitive processing. Second, male participants require stronger intra-brain activation to achieve the same inter-brain synchronization level as women in cooperative tasks. Third, when performing cooperative tasks involving high cognitive demands, Big Five Neuroticism may be an important predictor of neural activation in female participants. Inter-brain synchronization plays an important role in the frontal and temporoparietal junctions during interpersonal cooperation. Furthermore, this study demonstrates that mutual prediction theory is crucial for understanding the neural mechanisms of cooperative behavior.
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Affiliation(s)
- Qingming Liu
- Center for Brain, Mind and Education, Shaoxing University, Shaoxing, China
- Department of Psychology, Shaoxing University, Shaoxing, China
| | - Huimin Cui
- Department of Psychology, Shaoxing University, Shaoxing, China
| | - Bincan Huang
- Department of Primary Education, Shaoxing University, Shaoxing, China
| | - Yingying Huang
- Department of Primary Education, Shaoxing University, Shaoxing, China
| | - Huimeng Sun
- Department of Primary Education, Shaoxing University, Shaoxing, China
| | - Xinyi Ru
- Department of Primary Education, Shaoxing University, Shaoxing, China
| | - Mingming Zhang
- Department of Psychology, College of Education, Shanghai Normal University, Shanghai, China.
| | - Wei Chen
- Center for Brain, Mind and Education, Shaoxing University, Shaoxing, China.
- Department of Psychology, Shaoxing University, Shaoxing, China.
- Interdisciplinary Center for Philosophy and Cognitive Sciences, Renmin University of China, Beijing, China.
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9
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Tan SHJ, Wong JN, Teo WP. Is neuroimaging ready for the classroom? A systematic review of hyperscanning studies in learning. Neuroimage 2023; 281:120367. [PMID: 37689175 DOI: 10.1016/j.neuroimage.2023.120367] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Revised: 08/17/2023] [Accepted: 09/06/2023] [Indexed: 09/11/2023] Open
Abstract
Whether education research can be informed by findings from neuroscience studies has been hotly debated since Bruer's (1997) famous claim that neuroscience and education are "a bridge too far". However, this claim came before recent advancements in portable electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS) technologies, and second-person neuroscience techniques that brought about significant headway in understanding instructor-learner interactions in the classroom. To explore whether neuroscience and education are still two very separate fields, we systematically review 15 hyperscanning studies that were conducted in real-world classrooms or that implemented a teaching-learning task to investigate instructor-learner dynamics. Findings from this investigation illustrate that inter-brain synchrony between instructor and learner is an additional and valuable dimension to understand the complex web of instructor- and learner-related variables that influence learning. Importantly, these findings demonstrate the possibility of conducting real-world classroom studies with portable neuroimaging techniques and highlight the potential of such studies in providing translatable real-world implications. Once thought of as incompatible, a successful coupling between neuroscience and education is now within sight.
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Affiliation(s)
- S H Jessica Tan
- Science of Learning in Education Centre, Office of Education Research, National Institute of Education, Nanyang Technological University, Singapore.
| | - Jin Nen Wong
- Science of Learning in Education Centre, Office of Education Research, National Institute of Education, Nanyang Technological University, Singapore
| | - Wei-Peng Teo
- Science of Learning in Education Centre, Office of Education Research, National Institute of Education, Nanyang Technological University, Singapore; Physical Education and Sport Science Academic Group, National Institute of Education, Nanyang Technological University, Singapore
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10
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Zhang W, Qiu L, Tang F, Sun HJ. Gender differences in cognitive and affective interpersonal emotion regulation in couples: an fNIRS hyperscanning. Soc Cogn Affect Neurosci 2023; 18:nsad057. [PMID: 37837406 PMCID: PMC10612568 DOI: 10.1093/scan/nsad057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2023] [Revised: 08/24/2023] [Accepted: 10/07/2023] [Indexed: 10/16/2023] Open
Abstract
Emotion regulation is vital in maintaining romantic relationships in couples. Although gender differences exist in cognitive and affective strategies during 'intrapersonal' emotion regulation, it is unclear how gender differences through affective bonds work in 'interpersonal' emotion regulation (IER) in couples. Thirty couple dyads and 30 stranger dyads underwent functional near-infrared spectroscopy hyperscanning recordings when targets complied with their partner's cognitive engagement (CE) and affective engagement (AE) strategies after viewing sad and neutral videos. Behaviorally, for males, CE was less effective than AE in both groups, but little difference occurred for females between AE and CE. For couples, Granger causality analysis showed that male targets had less neural activity than female targets in CH06, CH13 and CH17 during CE. For inflow and outflow activities on CH06 and CH13 (frontopolar cortex), respectively, male targets had less activity in the CE condition than in the AE condition, while for outflow activities on CH 17 (dorsolateral prefrontal cortex), female targets had more activity in the CE condition than in the AE condition. However, these differences were not observed in strangers. These results suggest gender differences in CE but not in AE and dissociable flow patterns in male and female targets in couples during sadness regulation.
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Affiliation(s)
- Wenhai Zhang
- School of Education Science, Hengyang Normal University, Hengyang 421002, China
- The Big Data Centre for Neuroscience and AI, Hengyang Normal University, Hengyang 421002, China
| | - Lanting Qiu
- School of Education Science, Hengyang Normal University, Hengyang 421002, China
| | - Fanggui Tang
- School of Education Science, Hengyang Normal University, Hengyang 421002, China
| | - Hong-Jin Sun
- Department of Psychology, Neuroscience and Behaviour, McMaster University, Hamilton, ON L8S 4L8, Canada
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11
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Lin S, Zhao H, Duan H. Brain-to-brain synchrony during dyadic action co-representation under acute stress: evidence from fNIRS-based hyperscanning. Front Psychol 2023; 14:1251533. [PMID: 37744595 PMCID: PMC10511757 DOI: 10.3389/fpsyg.2023.1251533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2023] [Accepted: 08/25/2023] [Indexed: 09/26/2023] Open
Abstract
Unexpected acute stressors may affect our co-representation with other co-actors when completing the joint tasks. The present study adopted the emergent functional near-infrared spectroscopy (fNIRS)-based hyperscanning method to explore the brain-to-brain synchrony when implementing the Joint Simon Task under acute stress induced in the laboratory. The behavioral results reported that the joint Simon effect (JSE) was found in both the stress group and the control group, but the joint Simon effect in the stress group was significantly lessened than the joint Simon effect in the control group, demonstrating that when completing the joint action task in the state of acute stress, women's ability to distinguishing self- from other-related mental representations was improved, and the strength of women's action co-representation was diminished. The fNIRS results showed that when completing the joint Simon task in the state of the acute stress, the brain-to-brain synchrony at the r-TPJ in the stress group was significantly higher than that in the control group, demonstrating that the increased brain-to-brain synchrony at the TPJ may be served as the critical brain-to-brain neural mechanism underlying the joint action task under acute stress.
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Affiliation(s)
- Suqin Lin
- School of Preschool Education, Xi’an University, Xi’an, China
| | - Hanxuan Zhao
- School of Business and Management, Shanghai International Studies University, Shanghai, China
| | - Haijun Duan
- Key Laboratory of Modern Teaching Technology, Ministry of Education, Shaanxi Normal University, Xi’an, China
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Park J, Shin J, Lee J, Jeong J. Inter-Brain Synchrony Pattern Investigation on Triadic Board Game Play-Based Social Interaction: An fNIRS Study. IEEE Trans Neural Syst Rehabil Eng 2023; 31:2923-2932. [PMID: 37410649 DOI: 10.1109/tnsre.2023.3292844] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/08/2023]
Abstract
Recent advances in functional neuroimaging techniques, including methodologies such as fNIRS, have enabled the evaluation of inter-brain synchrony (IBS) induced by interpersonal interactions. However, the social interactions assumed in existing dyadic hyperscanning studies do not sufficiently emulate polyadic social interactions in the real world. Therefore, we devised an experimental paradigm that incorporates the Korean folk board game "Yut-nori" to reproduce social interactions that emulate social activities in the real world. We recruited 72 participants aged 25.2 ± 3.9 years (mean ± standard deviation) and divided them into 24 triads to play Yut-nori, following the standard or modified rules. The participants either competed against an opponent (standard rule) or cooperated with an opponent (modified rule) to achieve a goal efficiently. Three different fNIRS devices were employed to record cortical hemodynamic activations in the prefrontal cortex both individually and simultaneously. Wavelet transform coherence (WTC) analyses were performed to assess prefrontal IBS within a frequency range of 0.05-0.2 Hz. Consequently, we observed that cooperative interactions increased prefrontal IBS across overall frequency bands of interest. In addition, we also found that different purposes for cooperation generated different spectral characteristics of IBS depending on the frequency bands. Moreover, IBS in the frontopolar cortex (FPC) reflected the influence of verbal interactions. The findings of our study suggest that future hyperscanning studies should consider polyadic social interactions to reveal the properties of IBS in real-world interactions.
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13
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Shao C, Zhang X, Wu Y, Zhang W, Sun B. Increased Interpersonal Brain Synchronization in Romantic Couples Is Associated with Higher Honesty: An fNIRS Hyperscanning Study. Brain Sci 2023; 13:brainsci13050833. [PMID: 37239304 DOI: 10.3390/brainsci13050833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2023] [Revised: 05/16/2023] [Accepted: 05/19/2023] [Indexed: 05/28/2023] Open
Abstract
Previous studies on the brain-brain interaction of deception have shown different patterns of interpersonal brain synchronization (IBS) between different genders. However, the brain-brain mechanisms in the cross-sex composition need to be better understood. Furthermore, there needs to be more discussion about how relationships (e.g., romantic couples vs. strangers) affect the brain-brain mechanism under interactive deception. To elaborate on these issues, we used the functional near-infrared spectroscopy (fNIRS)-based hyperscanning approach to simultaneously measure interpersonal brain synchronization (IBS) in romantic couples (heterosexual) and cross-sex stranger dyads during the sender-receiver game. The behavioral results found that the deception rate of males was lower than that of females, and romantic couples were deceived less than strangers. Significantly increased IBS was observed in the frontopolar cortex (FPC) and right temporoparietal junction (rTPJ) of the romantic couple group. Moreover, the IBS is negatively correlated with the deception rate. No significantly increased IBS was observed in cross-sex stranger dyads. The result corroborated the lower deception of males and romantic couples in cross-sex interactions. Furthermore, IBS in the PFC and rTPJ was the underlying dual-brain neural basis for supporting honesty in romantic couples.
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Affiliation(s)
- Chong Shao
- School of Psychology, Zhejiang Normal University, Jinhua 321004, China
| | - Xuecheng Zhang
- School of Psychology, Zhejiang Normal University, Jinhua 321004, China
| | - You Wu
- School of Psychology, Zhejiang Normal University, Jinhua 321004, China
| | - Wenhai Zhang
- School of Psychology, Zhejiang Normal University, Jinhua 321004, China
- Big Data Center for Educational Neuroscience and Artificial Intelligence, Hengyang Normal University, Hengyang 421001, China
| | - Binghai Sun
- School of Psychology, Zhejiang Normal University, Jinhua 321004, China
- Key Laboratory of Intelligent Education Technology and Application of Zhejiang Province, Zhejiang Normal University, Jinhua 321004, China
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14
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Zhao H, Zhang C, Tao R, Duan H, Xu S. Distinct inter-brain synchronization patterns underlying group decision-making under uncertainty with partners in different interpersonal relationships. Neuroimage 2023; 272:120043. [PMID: 37003448 DOI: 10.1016/j.neuroimage.2023.120043] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Revised: 02/04/2023] [Accepted: 03/16/2023] [Indexed: 04/03/2023] Open
Abstract
Humans may behave in different manners when making decisions with friends and strangers. Whether the interpersonal relationship and the characteristics of the individuals in the group affected the group decision-making under uncertainty in the real-time interaction remains unknown. Using the turn-based Balloon Analogue Risk Task (BART), the present study examined the group decision-making propensity under uncertainty with partners in different interpersonal relationships and interpersonal orientations. Corresponding inter-brain synchronization (IBS) patterns at the prefrontal cortex (PFC) were also uncovered with the fNIRS-based hyperscanning approach. Behavioral results identified that dyads in the friend group exhibited the uncertainty-averse propensity when comparing with the stranger group. The fNIRS results reported that feedback-related IBS at the left inferior frontal gyrus (l-IFG) and medial frontopolar cortex (mFPC) during different feedbacks was modulated by interpersonal relationships. The IBS at all channels in the PFC during the positive and negative feedbacks, respectively, predicted the decision-making propensity under uncertainty in the stranger and friend groups based on the support vector machine (SVM) algorithm. The moderating role of the social value orientation (SVO) was also verified in the mediation effect of the dyad closeness on the decision-making propensity under uncertainty via the IBS at the right lateral frontopolar cortex (r-FPC). These findings demonstrated disparate behavioral responses and inter-brain synchronization patterns underlying group decision-making under uncertainty with partners in different interpersonal relationships.
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Affiliation(s)
- Hanxuan Zhao
- Center for Magnetic Resonance Imaging Research & Key Laboratory of Applied Brain and Cognitive Sciences, Shanghai International Studies University, 550, Dalian West Street, Shanghai 200083, China; College of International Business, Shanghai International Studies University, Shanghai, China
| | - Can Zhang
- Center for Magnetic Resonance Imaging Research & Key Laboratory of Applied Brain and Cognitive Sciences, Shanghai International Studies University, 550, Dalian West Street, Shanghai 200083, China; College of International Business, Shanghai International Studies University, Shanghai, China
| | - Ruiwen Tao
- Center for Magnetic Resonance Imaging Research & Key Laboratory of Applied Brain and Cognitive Sciences, Shanghai International Studies University, 550, Dalian West Street, Shanghai 200083, China; College of International Business, Shanghai International Studies University, Shanghai, China
| | - Haijun Duan
- Key Laboratory of Modern Teaching Technology, Ministry of Education, Shaanxi Normal University, 199 South Chang' an Road, Xi'an 710062, China.
| | - Sihua Xu
- Center for Magnetic Resonance Imaging Research & Key Laboratory of Applied Brain and Cognitive Sciences, Shanghai International Studies University, 550, Dalian West Street, Shanghai 200083, China; College of International Business, Shanghai International Studies University, Shanghai, China; School of Education, Huaibei Normal University, Huaibei, China; Anhui Engineering Research Center for Intelligent Computing and Application on Cognitive Behavior, Huaibei Normal University, Huaibei, China.
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15
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Zhang Q, Liu Z, Qian H, Hu Y, Gao X. Interpersonal Competition in Elderly Couples: A Functional Near-Infrared Spectroscopy Hyperscanning Study. Brain Sci 2023; 13:brainsci13040600. [PMID: 37190565 DOI: 10.3390/brainsci13040600] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 03/14/2023] [Accepted: 03/29/2023] [Indexed: 04/05/2023] Open
Abstract
Elderly people tend not to compete with others, and if they do, the mechanism behind the competition is not clear. In this study, groups of elderly couples and matched cross-sex controls were recruited to perform a competitive button-pressing task, while their brain signals were simultaneously collected using functional near-infrared spectroscopy (fNIRS) hyperscanning. Several fundamental observations were made. First, controls showed attenuated interpersonal competition across task processes, but couples held the competition with each other. Second, couples demonstrated increased inter-brain synchronization (IBS) between the middle temporal cortex and the temporoparietal junction across task processes. Third, Granger causality analysis in couples revealed significant differences between the directions (i.e., from men to women, and from women to men) in the first half of the competitive task, whereas there was no significant difference in the second half. Finally, the groups of couples and controls could be successfully discriminated against based on IBS by using a machine-learning approach. In sum, these findings indicate that elderly couples can maintain interpersonal competition, and such maintenance might be associated with changes in the IBS of the mentalizing system. It suggests the possible positive impact of long-term spouse relationships on interpersonal interactions, both behaviorally and neurally, in terms of competition.
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Affiliation(s)
- Qian Zhang
- Department of Psychology, Education College, Shanghai Normal University, Shanghai 200234, China
| | - Zhennan Liu
- Department of Psychology, Education College, Shanghai Normal University, Shanghai 200234, China
| | - Haoyue Qian
- Institute of Neuroscience, Key Laboratory of Primate Neurobiology, CAS Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai 200031, China
- Shanghai Institute of Early Childhood Education, Shanghai Normal University, Shanghai 200234, China
| | - Yinying Hu
- Department of Psychology, Education College, Shanghai Normal University, Shanghai 200234, China
| | - Xiangping Gao
- Department of Psychology, Education College, Shanghai Normal University, Shanghai 200234, China
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16
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He Y, Wang X, Lu K, Hao N. Letting leaders spontaneously emerge yields better creative outcomes and higher leader-follower interbrain synchrony during creative group communication. Cereb Cortex 2023:7008113. [PMID: 36708018 DOI: 10.1093/cercor/bhac524] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 12/13/2022] [Accepted: 12/14/2022] [Indexed: 01/29/2023] Open
Abstract
This study aimed to investigate how the ways leaders arise (appointed vs. emergent) affect the leader-follower interaction during creative group communication. Hyperscanning technique was adopted to reveal the underlying interpersonal neural correlates using functional near-infrared spectroscopy. Participants were assigned into 3-person groups to complete a creative problem-solving task. These groups were randomly split into conditions of appointed (condition A) and emergent (condition E) leaders. Creative group outcomes were better in condition E, accompanied by more frequent perspective-taking behaviors between leaders and followers. The interpersonal brain synchronization (IBS) increment for leader-follower pairs was significantly higher at the right angular gyrus (rAG), between the rAG and the right supramarginal gyrus (rSMG), and between the right middle temporal gyrus and the right motor cortex in condition E and positively correlated with perspective-taking behaviors between leaders and followers. The graph-based analysis showed higher nodal betweenness of the rAG and the rSMG in condition E. These results indicated the neural coupling of brain regions involved in mentalizing, semantic processing and motor imagery may underlie the dynamic information transmission between leaders and followers during creative group communication.
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Affiliation(s)
- Yingyao He
- Shanghai Key Laboratory of Mental Health and Psychological Crisis Intervention, School of Psychology and Cognitive Science, East China Normal University, No. 3663, North Zhong Shan Road, Shanghai 200062, China
| | - Xinyue Wang
- Shanghai Key Laboratory of Mental Health and Psychological Crisis Intervention, School of Psychology and Cognitive Science, East China Normal University, No. 3663, North Zhong Shan Road, Shanghai 200062, China
| | - Kelong Lu
- Shanghai Key Laboratory of Mental Health and Psychological Crisis Intervention, School of Psychology and Cognitive Science, East China Normal University, No. 3663, North Zhong Shan Road, Shanghai 200062, China
| | - Ning Hao
- Shanghai Key Laboratory of Mental Health and Psychological Crisis Intervention, School of Psychology and Cognitive Science, East China Normal University, No. 3663, North Zhong Shan Road, Shanghai 200062, China
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17
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Oku AYA, Barreto C, Bruneri G, Brockington G, Fujita A, Sato JR. Applications of graph theory to the analysis of fNIRS data in hyperscanning paradigms. Front Comput Neurosci 2022; 16:975743. [PMID: 36185711 PMCID: PMC9521601 DOI: 10.3389/fncom.2022.975743] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Accepted: 08/18/2022] [Indexed: 11/23/2022] Open
Abstract
Hyperscanning is a promising tool for investigating the neurobiological underpinning of social interactions and affective bonds. Recently, graph theory measures, such as modularity, have been proposed for estimating the global synchronization between brains. This paper proposes the bootstrap modularity test as a way of determining whether a pair of brains is coactivated. This test is illustrated as a screening tool in an application to fNIRS data collected from the prefrontal cortex and temporoparietal junction of five dyads composed of a teacher and a preschooler while performing an interaction task. In this application, graph hub centrality measures identify that the dyad's synchronization is critically explained by the relation between teacher's language and number processing and the child's phonological processing. The analysis of these metrics may provide further insights into the neurobiological underpinnings of interaction, such as in educational contexts.
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Affiliation(s)
- Amanda Yumi Ambriola Oku
- Center of Mathematics, Computing and Cognition, Universidade Federal do ABC, São Bernardo do Campo, Brazil
- *Correspondence: Amanda Yumi Ambriola Oku
| | - Candida Barreto
- Center of Mathematics, Computing and Cognition, Universidade Federal do ABC, São Bernardo do Campo, Brazil
- NRF South Africa Chair: Integrated Studies of Learning Language, Science and Mathematics in the Primary School, University of Johannesburg, Johannesburg, South Africa
| | - Guilherme Bruneri
- Physics Department, Aeronautics Institute of Technology, São José dos Campos, Brazil
| | - Guilherme Brockington
- Center for Natural and Human Sciences, Universidade Federal do ABC, Santo André, Brazil
| | - Andre Fujita
- Computer Science Department, Institute of Mathematics and Statistics, University of São Paulo, São Paulo, Brazil
| | - João Ricardo Sato
- Center of Mathematics, Computing and Cognition, Universidade Federal do ABC, São Bernardo do Campo, Brazil
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18
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Zhao H, Li Y, Wang X, Kan Y, Xu S, Duan H. Inter-Brain Neural Mechanism Underlying Turn-Based Interaction Under Acute Stress in Women: A Hyperscanning Study Using Functional Near-Infrared Spectroscopy. Soc Cogn Affect Neurosci 2022; 17:850-863. [PMID: 35079834 PMCID: PMC9433846 DOI: 10.1093/scan/nsac005] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Revised: 12/10/2021] [Accepted: 01/25/2022] [Indexed: 11/13/2022] Open
Abstract
With the ever-changing social environment, stress has exerted a substantial influence on social interaction. The present study examined the underlying cognitive and neural mechanism on how acute stress affected the real-time cooperative and competitive interaction with four hypothesized path models. We used the hyperscanning technique based on functional near-infrared spectroscopy (fNIRS) device to examine brain-to-brain coherence within the dyads engaging Pattern Game under acute stress manipulated through Trier Social Stress Test for Groups. Behavioral results showed stressed dyads exhibited better cooperative performance and higher self-other overlap level during the cooperative session than dyads in the control group. The fNIRS results identified higher interpersonal brain synchronization in the right temporal-parietal junction (r-TPJ) stronger Granger causality from partner-to-builder during the cooperative session in the stress group when compared with the control group. Our results corroborated better performance in the cooperative context and further identified that brain-to-brain coherence in r-TPJ and self-other overlap serially mediated the effect of acute stress on cooperative performance.
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Affiliation(s)
- Hanxuan Zhao
- Key Laboratory of Modern Teaching Technology, Ministry of Education, Shaanxi Normal University, Xi’an 710062, China
- Center for Magnetic Resonance Imaging Research & Key Laboratory of Applied Brain and Cognitive Sciences, School of Business and Management, Shanghai International Studies University, Shanghai 200083, China
| | - Yadan Li
- Key Laboratory of Modern Teaching Technology, Ministry of Education, Shaanxi Normal University, Xi’an 710062, China
| | - Xuewei Wang
- Centre for Mental Health Education, Xidian University, Xi’an, Shaanxi 710071, China
| | - Yuecui Kan
- School of Psychology, Shaanxi Normal University, Xi’an 710062, China
| | - Sihua Xu
- Center for Magnetic Resonance Imaging Research & Key Laboratory of Applied Brain and Cognitive Sciences, School of Business and Management, Shanghai International Studies University, Shanghai 200083, China
| | - Haijun Duan
- Correspondence should be addressed to Haijun Duan, Key Laboratory of Modern Teaching Technology, Ministry of Education, Yanta Campus, Shaanxi Normal University, 199 South Chang’ an Road, Xi’an 710062, China. E-mail:
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19
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Park J, Shin J, Jeong J. Inter-Brain Synchrony Levels According to Task Execution Modes and Difficulty Levels: an fNIRS/GSR Study. IEEE Trans Neural Syst Rehabil Eng 2022; 30:194-204. [PMID: 35041606 DOI: 10.1109/tnsre.2022.3144168] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Hyperscanning is a brain imaging technique that measures brain synchrony caused by social interactions. Recent research on hyperscanning has revealed substantial inter-brain synchrony (IBS), but little is known about the link between IBS and mental workload. To study this link, we conducted an experiment consisting of button-pressing tasks of three different difficulty levels for the cooperation and competition modes with 56 participants aged 23.7±3.8 years (mean±standard deviation). We attempted to observe IBS using functional near-infrared spectroscopy (fNIRS) and galvanic skin response (GSR) to assess the activities of the human autonomic nervous system. We found that the IBS levels increased in a frequency band of 0.075-0.15 Hz, which was unrelated to the task repetition frequency in the cooperation mode according to the task difficulty level. Significant relative inter-brain synchrony (RIBS) increases were observed in three and 10 channels out of 15 for the hard tasks compared to the normal and easy tasks, respectively. We observed that the average GSR values increased with increasing task difficulty levels for the competition mode only. Thus, our results suggest that the IBS revealed by fNIRS and GSR is not related to the hemodynamic changes induced by mental workload, simple behavioral synchrony such as button-pressing timing, or autonomic nervous system activity. IBS is thus explicitly caused by social interactions such as cooperation.
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20
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Han J, Long H, Ge M, Pang W. Perspective-Taking Feedback: A New Feedback Affecting Creativity. CREATIVITY RESEARCH JOURNAL 2021. [DOI: 10.1080/10400419.2021.1973708] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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21
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Short MR, Hernandez-Pavon JC, Jones A, Pons JL. EEG hyperscanning in motor rehabilitation: a position paper. J Neuroeng Rehabil 2021; 18:98. [PMID: 34112208 PMCID: PMC8194127 DOI: 10.1186/s12984-021-00892-6] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Accepted: 05/31/2021] [Indexed: 11/10/2022] Open
Abstract
Studying the human brain during interpersonal interaction allows us to answer many questions related to motor control and cognition. For instance, what happens in the brain when two people walking side by side begin to change their gait and match cadences? Adapted from the neuroimaging techniques used in single-brain measurements, hyperscanning (HS) is a technique used to measure brain activity from two or more individuals simultaneously. Thus far, HS has primarily focused on healthy participants during social interactions in order to characterize inter-brain dynamics. Here, we advocate for expanding the use of this electroencephalography hyperscanning (EEG-HS) technique to rehabilitation paradigms in individuals with neurological diagnoses, namely stroke, spinal cord injury (SCI), Parkinson's disease (PD), and traumatic brain injury (TBI). We claim that EEG-HS in patient populations with impaired motor function is particularly relevant and could provide additional insight on neural dynamics, optimizing rehabilitation strategies for each individual patient. In addition, we discuss future technologies related to EEG-HS that could be developed for use in the clinic as well as technical limitations to be considered in these proposed settings.
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Affiliation(s)
- Matthew R Short
- Legs + Walking Lab, Shirley Ryan AbilityLab, Floor 24, 355 E Erie St, Chicago, IL, 60611, USA.,Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Chicago, IL, USA
| | - Julio C Hernandez-Pavon
- Legs + Walking Lab, Shirley Ryan AbilityLab, Floor 24, 355 E Erie St, Chicago, IL, 60611, USA.,Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Alyssa Jones
- Legs + Walking Lab, Shirley Ryan AbilityLab, Floor 24, 355 E Erie St, Chicago, IL, 60611, USA
| | - Jose L Pons
- Legs + Walking Lab, Shirley Ryan AbilityLab, Floor 24, 355 E Erie St, Chicago, IL, 60611, USA. .,Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Chicago, IL, USA. .,Department of Physical Medicine and Rehabilitation, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
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