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Published on: August 6, 2013
Structural-functional decoupling in tobacco use disorder: Linking network dysfunction to molecular signatures.
1Center for Educational Cognitive Neuroscience, Faculty of Education, Yunnan Normal University, Kunming, Yunnan Province, China, 650500.
Structural-functional coupling (SFC) abnormalities in the executive control, default mode, salience, and sensorimotor networks characterize tobacco use disorder (TUD). These brain connectivity changes aid TUD diagnosis and link to neurotransmitter and gene expression patterns.
Area of Science:
- Neuroscience
- Psychiatry
- Brain Imaging
Background:
- Structural-functional coupling (SFC) is sensitive to mental disorder abnormalities.
- Specific SFC alterations in tobacco use disorder (TUD) and their neurobiological basis are not well understood.
Purpose of the Study:
- To investigate SFC differences between individuals with TUD and healthy controls (HCs).
- To explore the diagnostic and predictive potential of aberrant SFC patterns in TUD.
- To examine the relationship between altered SFC, neurotransmitter distribution, and gene expression.
Main Methods:
- Structural and functional MRI data were acquired from 111 male TUD patients and 92 male HCs.
- Node-level SFC differences were quantified, and machine learning models were applied for TUD prediction.
- Correlations between altered SFC, neurotransmitter spatial distribution, and gene expression were analyzed.
Main Results:
- TUD subjects showed weakened coupling in executive control, default mode, salience, and sensorimotor networks, with enhanced basal ganglia coupling.
- Extra trees classification models effectively diagnosed and predicted TUD.
- Abnormal coupling patterns correlated significantly with the spatial distribution of specific neurotransmitters and gene expression profiles.
Conclusions:
- TUD is characterized by a decoupling pattern across key brain networks and hyperconnectivity in the basal ganglia.
- These SFC alterations offer potential for effective TUD diagnosis and intervention.
- Findings reveal neurobiological underpinnings of TUD, linking connectivity anomalies to neurotransmitter and genetic factors.
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