4.3 Article

Resting state functional magnetic resonance imaging reveals distinct brain activity in heavy cannabis users - a multi-voxel pattern analysis

Journal

JOURNAL OF PSYCHOPHARMACOLOGY
Volume 28, Issue 11, Pages 1030-1040

Publisher

SAGE PUBLICATIONS LTD
DOI: 10.1177/0269881114550354

Keywords

Resting state functional magnetic resonance imaging; multi-voxel pattern analysis; cannabis

Funding

  1. National Institute on Drug Abuse [1 R21 DA023097-01A1]
  2. National Institute of Mental Health [R01 MH62150, 1 R21 MH091774-01, R01 MH074983]

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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.

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