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Triple network dynamics and future alcohol consumption in adolescents
Clayton C McIntyre1, Mohammadreza Khodaei2, Robert G Lyday3
1Neuroscience Graduate Program, Wake Forest Graduate School of Arts and Sciences, Winston-Salem, North Carolina, United States.
Brain network dynamics in teens may predict future drinking habits. Specific network states, particularly those involving the default mode network, show associations with reduced alcohol consumption, suggesting potential neural markers for predisposition.
Area of Science:
- Neuroscience
- Adolescent Development
- Neuroimaging
Background:
- Adolescent drinking is a significant public health concern.
- Previous neuroimaging studies focused on individual brain regions.
- Novel methods are needed to understand functional brain network dynamics related to future drinking behaviors.
Purpose of the Study:
- To investigate the relationship between functional brain network dynamics and future drinking outcomes in adolescents.
- To apply a Hidden semi-Markov Model (HSMM) to resting-state fMRI data.
- To identify specific brain states associated with drinking predisposition.
Main Methods:
- Utilized resting-state fMRI data from 295 adolescents (age 17) from the NCANDA study.
- Applied HSMM to resting-state fMRI time series, focusing on the Triple Network (DMN, SN, CEN).
- Employed Poisson regression to analyze the association between brain state occupancy times and future drinking frequency/intensity, including sex differences.
Main Results:
- No overall sex differences in brain network dynamics were observed.
- The association between brain state occupancy and future drinking frequency varied by sex for three states.
- Extended occupancy in a state with high DMN/SN and low CEN activation correlated with lower future drinking in both sexes.
Conclusions:
- Functional brain network dynamics show promise as neural markers for predicting teen drinking predisposition.
- Distinct brain dynamics may confer vulnerability or resilience to alcohol use in adolescents, potentially differing between sexes.
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