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

IF 2.7 3区 医学 Q3 NEUROSCIENCES
Yi Zheng, Yaqian Yang, Yi Zhen, Xin Wang, Longzhao Liu, Hongwei Zheng, Shaoting Tang
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引用次数: 0

Abstract

Background/Objectives: 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. Methods: 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. Results: 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. Conclusions: 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.

通过人为扰动介导的状态转换了解可卡因使用障碍的改变动力学。
背景/目的:可卡因使用障碍(CUD)是一个全球性的健康挑战,对脑功能造成严重后果。然而,CUD背后的阶段动力学以及CUD与健康之间的过渡仍然知之甚少。方法:本研究使用了43例CUD患者和45例健康对照(HCT)的静息状态功能磁共振成像(fMRI)数据。我们进行了经验分析,以确定相相干状态,并比较了它们在不同条件下发生的概率。为了进一步探索潜在的机制,我们使用计算建模来复制每个条件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,并确定在HCT和CUD之间转换的最佳大脑区域。结果:我们发现CUD与由默认模式网络(DMN)主导的状态发生概率降低有关。干扰伏隔核、丘脑和默认模式内的特定区域、边缘和额顶叶网络驱动从HCT到CUD的转变,而干扰海马和视觉、背侧注意和DMN内的特定区域则促进从CUD到HCT的回归。结论:本研究从相位角度揭示了CUD中dmn相关动力学的改变,并提供了状态转换的关键潜在区域。这些结果有助于理解CUD的发病机制和治疗刺激策略的发展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Brain Sciences
Brain Sciences Neuroscience-General Neuroscience
CiteScore
4.80
自引率
9.10%
发文量
1472
审稿时长
18.71 days
期刊介绍: Brain Sciences (ISSN 2076-3425) is a peer-reviewed scientific journal that publishes original articles, critical reviews, research notes and short communications in the areas of cognitive neuroscience, developmental neuroscience, molecular and cellular neuroscience, neural engineering, neuroimaging, neurolinguistics, neuropathy, systems neuroscience, and theoretical and computational neuroscience. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. Electronic files or software regarding the full details of the calculation and experimental procedure, if unable to be published in a normal way, can be deposited as supplementary material.
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