Value-based decision-making network functional connectivity correlates with substance use and delay discounting
Kavinash Loganathan1, Jeggan Tiego2
1Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne, Melbourne, Victoria, Australia.
Neuroimage. Clinical
|May 4, 2023
Summary
Researchers identified a single spectrum of substance use severity. Brain connectivity in key regions may predict susceptibility to substance use disorders, aiding early intervention.
Area of Science:
- Neuroscience
- Psychiatry
- Genetics
Background:
- Substance use disorders (SUDs) involve impaired control over substance use, leading to social and occupational deficits.
- High relapse rates and poor treatment compliance are common in SUDs.
- Identifying neural biomarkers for SUD risk can enable earlier detection and intervention.
Purpose of the Study:
- To identify neurobiological correlates of substance use frequency and severity.
- To explore the underlying structure of polysubstance use behavior.
- To investigate potential neural susceptibility biomarkers for SUDs.
Main Methods:
- Utilized data from 1,200 Human Connectome Project participants (aged 22-37).
- Assessed substance use across eight classes using the Semi-Structured Assessment for the Genetics of Alcoholism.
- Employed exploratory structural equation modeling, latent class analysis, and factor mixture modeling to define a substance use severity spectrum.
- Analyzed functional connectivity in 650 participants using Network-based Statistic, comparing it with delay discounting and substance use severity.
Main Results:
- A unidimensional continuum of substance use severity was identified, allowing participants to be ranked.
- Functional connectivity in the medial orbitofrontal, lateral prefrontal, and posterior parietal cortices correlated with impulsive decision-making and polysubstance use.
- Specific brain networks were identified as potentially serving as susceptibility biomarkers.
Conclusions:
- Substance use behavior can be represented as a unitary severity spectrum.
- Key brain regions and their functional connectivity are associated with impulsive decision-making and polysubstance use.
- These identified neural networks show promise as susceptibility biomarkers for earlier identification and treatment of substance use disorders.
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