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Research Articles, Behavioral/Cognitive

Forewarned Is Forearmed: The Single- and Dual-Brain Mechanisms in Detectors from Dyads of Varying Social Distance during Deceptive Outcome Evaluation

Rui Huang, Xiaowei Gao, Chenyu Zhang, Jingyue Liu, Ye Zhang, Yifei Zhong, Yunen Chen, He Wang, Xing Wei and Yingjie Liu
Journal of Neuroscience 22 October 2025, 45 (43) e2129242025; https://doi.org/10.1523/JNEUROSCI.2129-24.2025
Rui Huang
1School of Psychology and Mental Health, Hebei Key Laboratory of Mental Health and Brain Science, North China University of Science and Technology, Tangshan 063210, China,
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  • ORCID record for Rui Huang
Xiaowei Gao
1School of Psychology and Mental Health, Hebei Key Laboratory of Mental Health and Brain Science, North China University of Science and Technology, Tangshan 063210, China,
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Chenyu Zhang
1School of Psychology and Mental Health, Hebei Key Laboratory of Mental Health and Brain Science, North China University of Science and Technology, Tangshan 063210, China,
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Jingyue Liu
1School of Psychology and Mental Health, Hebei Key Laboratory of Mental Health and Brain Science, North China University of Science and Technology, Tangshan 063210, China,
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Ye Zhang
1School of Psychology and Mental Health, Hebei Key Laboratory of Mental Health and Brain Science, North China University of Science and Technology, Tangshan 063210, China,
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Yifei Zhong
1School of Psychology and Mental Health, Hebei Key Laboratory of Mental Health and Brain Science, North China University of Science and Technology, Tangshan 063210, China,
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Yunen Chen
1School of Psychology and Mental Health, Hebei Key Laboratory of Mental Health and Brain Science, North China University of Science and Technology, Tangshan 063210, China,
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He Wang
1School of Psychology and Mental Health, Hebei Key Laboratory of Mental Health and Brain Science, North China University of Science and Technology, Tangshan 063210, China,
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Xing Wei
2Xingtai Medical College, Xingtai 054000, China
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Yingjie Liu
1School of Psychology and Mental Health, Hebei Key Laboratory of Mental Health and Brain Science, North China University of Science and Technology, Tangshan 063210, China,
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Article Information

DOI 
https://doi.org/10.1523/JNEUROSCI.2129-24.2025
PubMed 
40954031
Published By 
Society for Neuroscience
History 
  • Received November 9, 2024
  • Revision received July 29, 2025
  • Accepted August 11, 2025
  • First published September 15, 2025.
  • Version of record published October 22, 2025.
Copyright & Usage 
Copyright © 2025 the authors SfN exclusive license.

Author Information

  1. Rui Huang1,
  2. Xiaowei Gao1,
  3. Chenyu Zhang1,
  4. Jingyue Liu1,
  5. Ye Zhang1,
  6. Yifei Zhong1,
  7. Yunen Chen1,
  8. He Wang1,
  9. Xing Wei2, and
  10. Yingjie Liu1
  1. 1School of Psychology and Mental Health, Hebei Key Laboratory of Mental Health and Brain Science, North China University of Science and Technology, Tangshan 063210, China,
  2. 2Xingtai Medical College, Xingtai 054000, China
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Author contributions

  1. Author contributions: R.H., C.Z., Y.C., and Y.L. designed research; R.H., X.G., Ye Z., and Yifei Z. performed research; R.H., X.G., C.Z., J.L., H.W., and X.W. analyzed data; R.H. and Y.L. wrote the paper.

Disclosures

    • Received November 9, 2024.
    • Revision received July 29, 2025.
    • Accepted August 11, 2025.
  • This work was supported by the Natural Science Foundation of Hebei Province (C2025209005); The Social Science Foundation of Hebei Province (HB24JY027); The Key Project of Hebei Provincial 14th Five-Year Plan for Educational Science Research: “Contextual factors regulate deceptive behaviors in interpersonal interaction and its coping strategies” (2402040); The Hebei Provincial Graduate Demonstration Course Construction Project (KCJSX2025055); The 2023 Hebei Province Innovation and Entrepreneurship Course Construction - “Management Psychology”; Tangshan science and technology planning project (24130226C); The post-project funding for humanities and social sciences in North China University of Science and Technology (2024SKHQ10, 2024SKHQ16); The Medical Science Research Project of Hebei Provincial Health Commission (20251017) and The Graduate Student’s Innovation Fund of North China University of Science and Technology (2025S29).

  • The authors declare no competing financial interests.

  • Correspondence should be addressed to Xing Wei at 5475596{at}qq.com or Yingjie Liu at psyliuyingjie{at}163.com.

Funding

  • National education scince planning-Youth project of The Ministry of Education

    EBA210396
  • The key research project of North China University of Science and Technology in 2023

    ZDRW-202319
  • The Natural Science Foundation of Hebei Province

    C2025209005
  • Tangshan science and technology planning project

    24130226C
  • The Graduate Student Innovation Fund of North China University of Science and Technology

    2025S29

Other Version

  • previous version (September 15, 2025).
  • You are viewing the most recent version of this article.

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The Journal of Neuroscience: 45 (43)
Journal of Neuroscience
Vol. 45, Issue 43
22 Oct 2025
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Forewarned Is Forearmed: The Single- and Dual-Brain Mechanisms in Detectors from Dyads of Varying Social Distance during Deceptive Outcome Evaluation
Rui Huang, Xiaowei Gao, Chenyu Zhang, Jingyue Liu, Ye Zhang, Yifei Zhong, Yunen Chen, He Wang, Xing Wei, Yingjie Liu
Journal of Neuroscience 22 October 2025, 45 (43) e2129242025; DOI: 10.1523/JNEUROSCI.2129-24.2025

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Forewarned Is Forearmed: The Single- and Dual-Brain Mechanisms in Detectors from Dyads of Varying Social Distance during Deceptive Outcome Evaluation
Rui Huang, Xiaowei Gao, Chenyu Zhang, Jingyue Liu, Ye Zhang, Yifei Zhong, Yunen Chen, He Wang, Xing Wei, Yingjie Liu
Journal of Neuroscience 22 October 2025, 45 (43) e2129242025; DOI: 10.1523/JNEUROSCI.2129-24.2025
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Keywords

  • fNIRS hyperscanning
  • gain/loss context
  • interpersonal neural synchronization
  • machine learning
  • preventing deception
  • support vector regression

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