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通过人工扰动介导的状态转换理解可卡因使用障碍中的动态变化

Understanding Altered Dynamics in Cocaine Use Disorder Through State Transitions Mediated by Artificial Perturbations.

作者信息

Zheng Yi, Yang Yaqian, Zhen Yi, Wang Xin, Liu Longzhao, Zheng Hongwei, Tang Shaoting

机构信息

School of Mathematical Sciences, Beihang University, Beijing 100191, China.

Key Laboratory of Mathematics, Informatics and Behavioral Semantics, Beihang University, Beijing 100191, China.

出版信息

Brain Sci. 2025 Feb 28;15(3):263. doi: 10.3390/brainsci15030263.

DOI:10.3390/brainsci15030263
PMID:40149783
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11939957/
Abstract

: Cocaine use disorder (CUD) poses a worldwide health challenge, with severe consequences for brain function. However, the phase dynamics underlying CUD and the transitions between CUD and health remain poorly understood. : Here, we used resting-state functional magnetic resonance imaging (fMRI) data from 43 CUD patients and 45 healthy controls (HCT). We performed empirical analysis to identify phase-coherence states and compared their probabilities of occurrence between conditions. To further explore the underlying mechanism, we employed computational modeling to replicate the observed state probabilities for each condition. These generated whole-brain models enabled us to simulate external perturbations and identify optimal brain regions mediating transitions between HCT and CUD. : We found that CUD was associated with a reduced occurrence probability of the state dominated by the default mode network (DMN). Perturbing the nucleus accumbens, thalamus, and specific regions within the default mode, limbic and frontoparietal networks drives transitions from HCT to CUD, while perturbing the hippocampus and specific regions within the visual, dorsal attention, and DMN facilitates a return from CUD to HCT. : This study revealed altered DMN-related dynamics in CUD from the phase perspective and provides potential regions critical for state transitions. The results contribute to understanding the pathogenesis of CUD and the development of therapeutic stimulation strategies.

摘要

可卡因使用障碍(CUD)对全球健康构成挑战,会对脑功能造成严重后果。然而,CUD背后的相位动力学以及CUD与健康状态之间的转变仍知之甚少。

在此,我们使用了43名CUD患者和45名健康对照者(HCT)的静息态功能磁共振成像(fMRI)数据。我们进行了实证分析以识别相位相干状态,并比较了不同状态下其出现的概率。为了进一步探究潜在机制,我们采用计算建模来复制每种状态下观察到的状态概率。这些生成的全脑模型使我们能够模拟外部扰动,并确定介导HCT和CUD之间转变的最佳脑区。

我们发现,CUD与默认模式网络(DMN)主导状态的出现概率降低有关。刺激伏隔核、丘脑以及默认模式、边缘系统和额顶叶网络内的特定区域会促使从HCT转变为CUD,而刺激海马体以及视觉、背侧注意和DMN内的特定区域则有助于从CUD恢复到HCT。

这项研究从相位角度揭示了CUD中与DMN相关的动力学变化,并提供了对状态转变至关重要的潜在区域。研究结果有助于理解CUD的发病机制以及治疗性刺激策略的开发。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/4b4c19c55a35/brainsci-15-00263-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/508662f532fc/brainsci-15-00263-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/70b2407f63f5/brainsci-15-00263-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/0a908186eda7/brainsci-15-00263-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/29dfa56cacd5/brainsci-15-00263-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/54e5d31e70d1/brainsci-15-00263-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/e4aeda93403d/brainsci-15-00263-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/4b4c19c55a35/brainsci-15-00263-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/508662f532fc/brainsci-15-00263-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/70b2407f63f5/brainsci-15-00263-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/0a908186eda7/brainsci-15-00263-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/29dfa56cacd5/brainsci-15-00263-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/54e5d31e70d1/brainsci-15-00263-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/e4aeda93403d/brainsci-15-00263-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/055d/11939957/4b4c19c55a35/brainsci-15-00263-g007.jpg

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J Psychiatr Res. 2024 Aug;176:218-231. doi: 10.1016/j.jpsychires.2024.06.012. Epub 2024 Jun 11.
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Re-awakening the brain: Forcing transitions in disorders of consciousness by external in silico perturbation.唤醒大脑:通过外部计算机模拟扰动促使意识障碍发生转变。
PLoS Comput Biol. 2024 May 3;20(5):e1011350. doi: 10.1371/journal.pcbi.1011350. eCollection 2024 May.
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