Your new experience awaits. Try the new design now and help us make it even better

BRIEF RESEARCH REPORT article

Front. Hum. Neurosci.

Sec. Brain Imaging and Stimulation

Volume 19 - 2025 | doi: 10.3389/fnhum.2025.1603888

This article is part of the Research TopicAdvances in connectomic neuromodulationView all articles

Dynamic Brain Network Reconfiguration Following rTMS in Males with Cocaine Use Disorder

Provisionally accepted
  • 1School of Robotics and Advanced Manufacturing, Harbin Institute of Technology (Shenzhen), Shenzhen, China
  • 2Department of Electronic and Information Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, China
  • 3College of Science, Harbin Institute of Technology (Shenzhen), Shenzhen, China
  • 4School of Biomedical Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, China

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

Cocaine use disorder (CUD) is characterized by cortico-striatal circuit dysregulation and high relapse rates, with repetitive transcranial magnetic stimulation (rTMS) emerging as a potential neuromodulatory intervention. This study investigates rTMS-induced dynamic brain network reconfigurations in 30 CUD patients using longitudinal resting-state fMRI from the SUDMEX-TMS cohort. Applying Leading Eigenvector Dynamics Analysis (LEiDA) to phase-locking states, we identified four metastable network configurations mapped to canonical resting-state networks. Post-rTMS analyses revealed selective modulation of visual network (VIS)-dominant states, showing increased duration and occupancy, alongside reduced self-transition probabilities in frontoparietal control network (FPCN) states after rTMS therapy. Temporal dynamics of these states correlated with subjective craving intensity: increased duration of the VIS-dominant state was associated with lower craving severity (CCQ-N)post-treatment. These findings suggest that increased VIS metastability strengthened bottom-up sensory gating that attenuates drug-cue salience through perceptual desensitization.Although FPCN-state self-transition decreased significantly following stimulation, it was not directly linked to craving improvement, indicating a potentially supportive but nonspecific role in perceptual recalibration. Together, these dynamic markers highlight the relevance of network-level flexibility in mediating rTMS treatment efficacy for cocaine addiction. By establishing dynamic network state reconfiguration as a mechanism linking rTMS to symptom evolution, this work provides a framework for optimizing neuromodulation protocols and developing neurodynamics-dependent biomarkers in addiction therapeutics.

Keywords: Brain State, Cocaine use disorder, Resting-state fMRI, rTMS, LEiDA

Received: 11 Apr 2025; Accepted: 01 Aug 2025.

Copyright: © 2025 Le, Hou, Zhu, Zhang, Ling, Li, Sun, Ma and Ye. 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: Chenfei Ye, School of Biomedical Engineering, Harbin Institute of Technology (Shenzhen), Shenzhen, 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.