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ORIGINAL RESEARCH article

Front. Hum. Neurosci.

Sec. Cognitive Neuroscience

Volume 19 - 2025 | doi: 10.3389/fnhum.2025.1513304

The Emergent Property of Inhibitory Control: Implications of Intermittent Network-Based fNIRS Neurofeedback Training

Provisionally accepted
Zeng Lingwei Zeng Lingwei 1*Gai Lidong Gai Lidong 2Sun Kewei Sun Kewei 1Yuan Yimeng Yuan Yimeng 1Gao Yuntao Gao Yuntao 1Hui Wang Hui Wang 1Xiuchao Wang Xiuchao Wang 1Zhihong Wen Zhihong Wen 3
  • 1 School of Medical Psychology, Fourth Military Medical University, Xi'an, Shaanxi Province, China
  • 2 Air Force Aviation University, Changchun, Hebei Province, China
  • 3 Air Force Medical University, Xi'an, Shaanxi Province, China

The final, formatted version of the article will be published soon.

    Studies have shown that inhibitory control is supported by frontal cortex and small-world brain networks. However, it remains unclear how regulating the topology changes the inhibitory control. We investigated the effects of small-worldness upregulation training on resting-state networks via fNIRS neurofeedback training, which will contribute to a deeper insight of inhibitory control.A five-day training session was used to regulate the small-worldness of the frontal cortex, and the color-word Stroop task was tested before and after training. Fifty healthy adults were recruited and randomly assigned to the sham feedback group (sham group), or intermittent fNIRS-based brain network feedback group (fNIRS-NF group). On the basis of the exclusion of incomplete data, 45 valid data sets were retained and analyzed (sham: 21, fNIRS-NF: 24).Training improved the resting-state brain networks and task performance, and their variations had a significant correlation, which provided causal inference about the small-worldness and inhibitory. The analysis of the hemodynamic response before and after training showed that the activation estimated by general linear model was lower in the fNIRS-NF group, indicating that their cognitive load was lower and lasted for at least 1 week. In addition, the left and right dorsolateral prefrontal cortex were separately extracted for edge variation caused by training, and the results showed that the right dorsolateral prefrontal cortex increased more internal connections than the left dorsolateral prefrontal cortex, indicating differences in cortical plasticity.Intermittent fNIRS neurofeedback training an effective method of modulating resting state brain networks; And a small world network is a potential target for cognitive intervention, providing additional insight into inhibitory control.

    Keywords: functional near-infrared spectroscopy, Neurofeedback Training, Emergent property, Inhibitory Control, small-world network

    Received: 18 Oct 2024; Accepted: 13 Feb 2025.

    Copyright: © 2025 Lingwei, Lidong, Kewei, Yimeng, Yuntao, Wang, Wang and Wen. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

    * Correspondence: Zeng Lingwei, School of Medical Psychology, Fourth Military Medical University, Xi'an, Shaanxi Province, China

    Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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