酒精使用障碍高危人群的切线空间功能重构。

ArXiv Pub Date : 2024-08-20
Mahdi Moghaddam, Mario Dzemidzic, Daniel Guerrero, Mintao Liu, Jonathan Alessi, Martin H Plawecki, Jaroslaw Harezlak, David A Kareken, Joaquín Goñi
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引用次数: 0

摘要

人脑功能会根据外部环境不断变化的刺激进行动态调整。然而,有关大脑功能重构特征的研究却很少。在此,我们提出了一个原则性的数学框架,用于量化大脑在参与和脱离停止信号任务(SST)时的功能重构。我们应用切线空间投影(一种黎曼几何映射技术)转换功能连接组(FCs),并利用切线-FCs 的相关距离量化功能重构。我们的目标是比较酒精使用障碍(AUD)风险个体的功能重组。我们假设,任务转换时的功能重构会受到酒精使用障碍(FHA)家族史和其他 AUD 风险因素的影响。多线性回归模型结果表明,参与和脱离任务时的功能重组受不同的 AUD 风险因素驱动。参与 SST 时的功能重组与近期饮酒呈负相关。然而,当脱离 SST 时,功能重组与 FHA 负相关。在这两个模型中,其他一些因素也有助于解释功能重组。本研究表明,切线-功能重构可以描述任务诱导的功能重构,并且它与 AUD 风险有关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Tangent space functional reconfigurations in individuals at risk for alcohol use disorder.

Human brain function dynamically adjusts to ever-changing stimuli from the external environment. Studies characterizing brain functional reconfiguration are nevertheless scarce. Here we present a principled mathematical framework to quantify brain functional reconfiguration when engaging and disengaging from a stop signal task (SST). We apply tangent space projection (a Riemannian geometry mapping technique) to transform functional connectomes (FCs) of 54 participants and quantify functional reconfiguration using the correlation distance of the resulting tangent-FCs. Our goal was to compare functional reconfigurations in individuals at risk for alcohol use disorder (AUD). We hypothesized that functional reconfigurations when transitioning to/from a task would be influenced by family history of alcohol use disorder (FHA) and other AUD risk factors. Multilinear regression models showed that engaging and disengaging functional reconfiguration were associated with FHA and recent drinking. When engaging in the SST after a rest condition, functional reconfiguration was negatively associated with recent drinking, while functional reconfiguration when disengaging from the SST was negatively associated with FHA. In both models, several other factors contributed to the functional reconfiguration. This study demonstrates that tangent-FCs can characterize task-induced functional reconfiguration, and that it is related to AUD risk.

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