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 <i>engaging</i> in the SST after a rest condition, functional reconfiguration was negatively associated with recent drinking, while functional reconfiguration when <i>disengaging</i> 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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Publication Details

Journal
Network Neuroscience
Published
2024-10-22
DOI
https://doi.org/10.1162/netn_a_00419
Citations
1
Primary Topic
Mental Health Research Topics
Type
article
Field-Weighted Citation Impact
0.51

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Tangent space functional reconfigurations in individuals at risk for alcohol use disorder

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article

Tangent space functional reconfigurations in individuals at risk for alcohol use disorder

David A. Kareken, Mario Džemidžić, Jonathan Alessi, Mintao Liu, Daniel Guerrero, Martin H. Plawecki, Jaroslaw Harezlak, Joaquín Goñi, Mahdi Moghaddam
article en
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Abstract

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 <i>engaging</i> in the SST after a rest condition, functional reconfiguration was negatively associated with recent drinking, while functional reconfiguration when <i>disengaging</i> 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.

Network NeuroscienceVol. 9(1)
Purdue University West Lafayette (US), Indiana University Bloomington (US), Indiana University School of Medicine, Indiana University – Purdue University Indianapolis (US)
Eli Lilly and Company, Lilly Endowment, National Institutes of Health, National Institute of Neurological Disorders and Stroke
Good health and well-being
Openalex Percentile: Top 33%
Mental Health Research Topics
0.51
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