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Updated: Jun 15, 2025

Comprehensive Analysis of Transcription Dynamics from Brain Samples Following Behavioral Experience
Published on: August 26, 2014
Network state dynamics underpin basal craving in a transdiagnostic population.
Jean Ye1, Kathleen A Garrison2, Cheryl Lacadie3
1Interdepartmental Neuroscience Program, Yale School of Medicine, New Haven, CT, USA. jean.ye@yale.edu.
Brain network dynamics, measured using functional magnetic resonance imaging (fMRI), reveal how brain states relate to craving. Persistent engagement in craving-positive brain networks and reduced time in craving-negative networks characterize higher craving levels.
Area of Science:
- Neuroscience
- Psychiatry
- Computational Neuroscience
Background:
- Affective states and their regulation are crucial in psychopathology, but the underlying dynamic brain responses are not well understood.
- Individual differences in affective and motivation states may arise from fluctuations in brain responses.
Purpose of the Study:
- To introduce a novel framework for identifying brain network states associated with affective experiences.
- To investigate how the dynamic engagement of these network states contributes to affective experiences, specifically basal craving.
Main Methods:
- Utilized connectome-based predictive modeling (CPM) to identify brain networks predictive of basal craving in a transdiagnostic sample (N=252).
- Employed an edge-centric time-series approach to quantify moment-to-moment engagement of craving-related subnetworks.
- Replicated findings in an independent dataset (N=173) using distinct participants and stimuli.
Main Results:
- Higher basal craving was associated with greater persistence in craving-positive brain network states.
- Reduced dwelling in craving-negative brain network states also characterized individuals with higher craving.
- These associations were robust and consistent across datasets and network definitions.
Conclusions:
- Dynamic engagement of brain network states significantly underlies individual differences in basal craving.
- The developed framework offers a new method to explore the role of network state dynamics in affective experiences.
- Findings have implications for understanding and potentially treating craving-related disorders.
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