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Published on: June 23, 2023
Neural alterations in substance use disorders: A meta-analysis using activation network mapping across and within
Maxime Roberge1, Jules R Dugré2, Mélanie Boisvert1
1Centre de recherche de l'Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada; Department of psychiatry and addiction, University of Montreal, Montreal, Canada.
This study used network-based meta-analysis to reveal consistent brain network alterations in substance use disorders (SUDs). Findings highlight a core network across tasks and a unique reward system network for drug cues, advancing SUD neurobiology.
Area of Science:
- Neuroscience
- Neuroimaging
- Psychiatry
Background:
- Task-based functional magnetic resonance imaging (fMRI) studies on substance use disorders (SUDs) have yielded inconsistent results.
- Low reproducibility may stem from traditional analyses not capturing the brain's dynamic, connected nature.
- This meta-analysis addresses these limitations by examining network-level brain alterations in SUDs.
Purpose of the Study:
- To identify consistent network alterations in individuals with SUDs across various task domains.
- To compare traditional univariate meta-analysis with a network-based approach for reproducibility.
- To investigate if specific task domains, like drug cue exposure, show unique network patterns in SUDs.
Main Methods:
- Conducted a traditional coordinate-based meta-analysis (activation likelihood estimation).
- Performed a network-based meta-analysis using activation network mapping (ANM).
- Analyzed task-based fMRI studies involving individuals with SUDs across and within task domains.
Main Results:
- Traditional meta-analysis showed limited spatial convergence and low reproducibility.
- Activation network mapping (ANM) identified a reproducible functional network (striatum, thalamus, cingulate, precuneus) across task domains.
- Drug cue exposure revealed unique alterations within the brain's reward system, distinct from other task domains.
Conclusions:
- A network-based approach is crucial for advancing neurobiological understanding of SUDs.
- Findings support the importance of network models over univariate approaches for SUD research.
- A unique neural network underlies drug cue exposure in SUDs, aligning with incentive-sensitization theory.
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