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

dc.contributor.authorMoghaddam, Mahdi
dc.contributor.authorDzemidzic, Mario
dc.contributor.authorGuerrero, Daniel
dc.contributor.authorLiu, Mintao
dc.contributor.authorAlessi, Jonathan
dc.contributor.authorPlawecki, Martin H.
dc.contributor.authorHarezlak, Jaroslaw
dc.contributor.authorKareken, David
dc.contributor.authorGoñi, Joaquín
dc.contributor.departmentNeurology, School of Medicine
dc.date.accessioned2024-09-05T10:14:23Z
dc.date.available2024-09-05T10:14:23Z
dc.date.issued2024-05-24
dc.description.abstractHuman 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) 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 in/from a task would be influenced by family history of alcohol use disorder (FHA) and other AUD risk factors. Multilinear regression model results showed that engaging and disengaging functional reconfiguration were driven by different AUD risk factors. Functional reconfiguration when engaging in the SST was negatively associated with recent drinking. When disengaging from the SST, however, functional reconfiguration was negatively associated with FHA. In both models, several other factors contributed to the explanation of functional reconfiguration. This study demonstrates that tangent-FCs can characterize task-induced functional reconfiguration, and that it is related to AUD risk.
dc.eprint.versionPreprint
dc.identifier.citationMoghaddam M, Dzemidzic M, Guerrero D, et al. Tangent space functional reconfigurations in individuals at risk for alcohol use disorder. Preprint. ArXiv. 2024;arXiv:2405.15905v1. Published 2024 May 24.
dc.identifier.urihttps://hdl.handle.net/1805/43147
dc.language.isoen_US
dc.publisherArXiv
dc.rightsAttribution 4.0 United States
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.sourcePMC
dc.subjectRiemannian geometry
dc.subjectFamily history
dc.subjectFunctional connectivity
dc.subjectRegularization
dc.subjectRest-task
dc.subjectTask-rest fMRI
dc.titleTangent space functional reconfigurations in individuals at risk for alcohol use disorder
dc.typeArticle
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