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October 10, 2025Chaos An Interdisciplinary Journal of Nonlinear Science2 citations

Structure–function coupling reveals the excitation–inhibition imbalance in autism spectrum disorder: A perspective from large-scale whole-brain network modeling

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YSYouyou SiHZHonghui Zhang

Key Points

  • Patients with ASD show stronger structural-functional connectivity coupling, indicating impaired cognitive flexibility.
  • Compared to healthy controls, ASD individuals exhibit reduced optimal coupling strength between empirical and simulated functional connectivity.
  • The model analysis reveals a significant negative correlation between excitation-inhibition ratio and structural-functional connectivity coupling.
  • Altered neural oscillations in ASD include increased activity in the δ band and decreased activity in the α band, aligning with clinical observations.

Abstract

Excitation–inhibition (E–I) imbalance is a core pathological mechanism in autism spectrum disorder (ASD). However, current research on how E–I balance changes in ASD remains highly controversial. In this study, we integrate structural and functional magnetic resonance imaging data from the UCLA Multimodal Connectivity Database to construct a large-scale whole-brain network model, aiming to investigate the potential neural mechanism of E–I imbalance in ASD. We find that compared with healthy controls, patients with ASD exhibit stronger structural–functional connectivity (SC–FC) coupling, suggesting impaired cognitive flexibility. Model analysis demonstrates altered network dynamics in ASD, characterized by reduced optimal coupling strength between empirical and simulated FC and a lower small-world index in simulated functional networks. Furthermore, a marked shift in neural oscillations is observed in ASD, including increased activity in the δ band and decreased activity in the α band, consistent with clinical findings. More importantly, our study reveals heterogeneous reductions of the E–I ratio in ASD across multiple spatial scales, spanning from local brain regions to large-scale networks, particularly highlighting a significant negative correlation between E–I ratio and SC–FC coupling. These findings establish a direct link between E–I dysregulation and abnormal structure–function integration in brain networks, providing novel insights into the complex pathogenesis underlying ASD.

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Cite This Study

Si et al. (2025) studied this question.

synapsesocial.com/papers/68e861a57ef2f04ca37e482ahttps://doi.org/10.1063/5.0294575
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