Investigating Resting State Functional Connectivity in Cannabis Use Disorder Individuals Using Human Connectome Project Data
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Abstract
PURPOSE: The triple-network model of psychopathology theorizes psychological disorders
manifest from aberrant functional connectivity in three major brain networks, the central
executive network, default mode network, and salience network. To date, no research has used
this framework to investigate resting-state functional connectivity in cannabis users using fMRI
technology. Since attentional deficits have been associated with cannabis use, the dorsal attention
network was an additional network of interest.
METHODS: Using Human Connectome Project Young Adults (HCP-YA) data, 34 CUD
individuals were matched to 34 controls using propensity score matching, resulting in 68
participants with brain data (Mage: 27.2, 17.6% female). Functional connectivity was assessed
using CONN, a MATLAB-based extension package for Statistical Parameter Mapping 12
(SPM12) dedicated to assessing and displaying functional connectivity using fMRI technology.
A seed-to-voxel technique was used, with a priori regions of interest (ROI) derived from
CONN’s library of ROI. Significant clusters exceeded a voxel threshold of p < .0001 FDR-
correction, and p < .001 cluster threshold.
RESULTS: CUD individuals had aberrant functional connectivity across the default mode
network, salience network, and dorsal attention network. A consistent finding across networks
was weaker anti-correlation with the occipital cortex. Both the default mode network and dorsal
attention network exhibited weaker positive connectivity with surrounding areas and pre-/post-
central gyrus. The salience network in CUD individuals uniquely exhibited greater connectivity,
with greater positive connectivity between the right supramarginal gyrus and left inferior frontal
gyrus / precentral gyrus / central opercular cortex, and greater anti-correlation between the left
insula and right postcentral gyrus.
CONCLUSION: The triple-network approach to CUD revealed systemic differences across
networks; but may not be the best model for understanding CUD biomarkers. The results
highlight functional brain connectivity with problematic cannabis usage.