Resting state functional magnetic resonance imaging reveals distinct brain activity in heavy cannabis users - a multi-voxel pattern analysis.
H Cheng, Patrick D. Skosnik, Ben J Pruce, Margaret S Brumbaugh, Jennifer M Vollmer, Daniel J Fridberg, Brian F O'Donnell, William P Hetrick, Sharlene D. Newman
Journal of Psychopharmacology November 2014 DOI: 10.1177/0269881114550354 (opens in new tab)
Study at a glance
AI-extracted from the abstract| Characteristics | Case-control classification study using multi-voxel pattern analysis Peer reviewed |
|---|---|
| Population | Male cannabis users and normal controls |
| Measures | Barrett Impulsiveness Scale |
| Topics | Cannabis |
| Keywords | Multi-voxel pattern analysis |
| Key findings | The authors report that male cannabis users could be classified from controls with 84-88% accuracy based on resting state functional connectivity of clusters spanning the cerebellum to the prefrontal cortex, and that classification accuracy correlated highly with Barrett Impulsiveness Scale attention and motor factor scores. They suggest these regional differences in brain connectivity accompany chronic cannabis use. |
Abstract
Chronic cannabis use can cause cognitive, perceptual and personality alterations, which are believed to be associated with regional brain changes and possible changes in connectivity between functional regions. This study aims to identify the changes from resting state functional magnetic resonance imaging scans. A two-level multi-voxel pattern analysis was proposed to classify male cannabis users from normal controls. The first level analysis works on a voxel basis and identifies clusters for the input of a second level analysis, which works on the functional connectivity between these regions. We found distinct clusters for male cannabis users in the middle frontal gyrus, precentral gyrus, superior frontal gyrus, posterior cingulate cortex, cerebellum and some other regions. Based on the functional connectivity of these clusters, a high overall accuracy rate of 84-88% in classification accuracy was achieved. High correlations were also found between the overall classification accuracy and Barrett Barrett Impulsiveness Scale factor scores of attention and motor. Our result suggests regional differences in the brains of male cannabis users that span from the cerebellum to the prefrontal cortex, which are associated with differences in functional connectivity.
Comparable studies
Other observational and cohort studies on cannabis, most cited first.
| Study | Year | Design | Participants |
|---|---|---|---|
| High-potency cannabis and the risk of psychosis People with first episode of psychosis and healthy controls from the local population | 2009 | Case-control study | n = 454 |
| Ayahuasca-Assisted Therapy for Addiction: Results from a Preliminary Observational Study in Canada Rural aboriginal population | 2013 | Observational study | |
| Impaired cognitive performance in drug free users of recreational ecstasy (MDMA) Otherwise healthy young people | 2000 | Observational | |
| Continued cannabis use and risk of incidence and persistence of psychotic symptoms: 10 year follow-up cohort study Individuals from the general population in Germany aged 14-24 at baseline | 2011 | Observational cohort | n = 1,923 |
| Cannabis-induced psychosis and subsequent schizophrenia-spectrum disorders: follow-up study of 535 incident cases Patients treated for cannabis-induced psychotic symptoms in Denmark between 1994 and... | 2005 | Observational cohort | n = 535 |
Citations in the library
Cited by 16
- The neuropsychopharmacology of cannabis: A review of human imaging studies Pharmacology & Therapeutics October 20, 2018
- Attenuated frontal and sensory inputs to the basal ganglia in cannabis users Addiction Biology March 3, 2016
- Cannabis-induced altered states of consciousness are associated with specific dynamic brain connectivity states Journal of Psychopharmacology June 3, 2019
- The altered state of consciousness induced by Δ9-THC. Consciousness and Cognition May 28, 2022
- Cannabis Use and Neuroadaptation: A Call for Δ9-Tetrahydrocannabinol Challenge Studies Frontiers in Psychiatry April 14, 2022
and 11 more in the library
Cites 17
- Acute psychomotor, memory and subjective effects of MDMA and THC co-administration over time in healthy volunteers Journal of Psychopharmacology September 3, 2010
- Functional connectivity alterations in brain networks relevant to self-awareness in chronic cannabis users. Journal of Psychiatric Research April 2014
- Altered resting-state connectivity in adolescent cannabis users. The American Journal of Drug and Alcohol Abuse November 2013
- The effect of chronic cannabinoids on broadband EEG neural oscillations in humans. Neuropsychopharmacology September 2012
- Altered brain activation during visuomotor integration in chronic active cannabis users: relationship to cortisol levels. Journal of Neuroscience December 7, 2011
and 12 more in the library