Skip to main content
Top
Published in: International Journal of Mental Health and Addiction 4/2021

01-08-2021 | Original Article

Working Overtime: Altered Functional Connectivity in Working Memory Following Regular Cannabis Use in Young Adults

Authors: Taylor Hatchard, Aziza Byron-Alhassan, Ola Mioduszewski, Katherine Holshausen, Stacey Correia, Allison Leeming, Gladys Ayson, Carley Chiasson, Peter Fried, Ian Cameron, Andra Smith

Published in: International Journal of Mental Health and Addiction | Issue 4/2021

Login to get access

Abstract

There is an emerging consensus that regular cannabis use may be detrimental to the developing brain, including potential long-lasting changes in executive functioning. Consequently, the present study examined neural activation and performance on a working memory n-back task using functional magnetic resonance imaging (fMRI) in a sample of young adults (ages 19 to 21) from a longitudinal research sample. Regular cannabis users (n = 10) were compared with non-regular cannabis user controls (n = 14) while completing the letter n-back task during fMRI. While there were no differences across performance indices, imaging parameters showed significant differences in brain activation during task performance. Specifically, there was evidence of increased activation in the left and right temporal lobes and the right superior frontal cortex in cannabis users, including significantly altered functional connectivity between these areas. Functional connectivity analyses also showed differences in expected patterns of connectivity in both working memory and reward circuitries among cannabis users, possibly reflecting compensatory mechanisms as a result of sustained use.
Literature
go back to reference Alameda-Bailén, J. R., Salguero-Alcaniz, P., Merchán-Clavellino, A., & Paíno-Quesada, S. (2018). Age of onset of cannabis use and decision making under uncertainty. PeerJ, 6, e5201.CrossRef Alameda-Bailén, J. R., Salguero-Alcaniz, P., Merchán-Clavellino, A., & Paíno-Quesada, S. (2018). Age of onset of cannabis use and decision making under uncertainty. PeerJ, 6, e5201.CrossRef
go back to reference American Psychiatric Association. (1994). Diagnostic and statistical manual mental disorders-fourth edition (DSM-IV). Washington: American Psychiatric Association. American Psychiatric Association. (1994). Diagnostic and statistical manual mental disorders-fourth edition (DSM-IV). Washington: American Psychiatric Association.
go back to reference Bacon W (1997). NIMH-computerized diagnostic interview schedule for children – Version IV (C-DISC 4). Columbia University, New York. Bacon W (1997). NIMH-computerized diagnostic interview schedule for children – Version IV (C-DISC 4). Columbia University, New York.
go back to reference Beirness, D. J., & Porath-Waller, A. J. (2015). Clearing the smoke on cannabis, cannabis use and driving. Canadian Centre on Substance Abuse. Canadian Centre on Substance Use and Addiction. Beirness, D. J., & Porath-Waller, A. J. (2015). Clearing the smoke on cannabis, cannabis use and driving. Canadian Centre on Substance Abuse. Canadian Centre on Substance Use and Addiction.
go back to reference Camchong, J., Lim, K. O., & Kumra, S. (2017). Adverse effects of cannabis on adolescent brain development: a longitudinal study. Cerebral Cortex, 27, 1922–1930. Camchong, J., Lim, K. O., & Kumra, S. (2017). Adverse effects of cannabis on adolescent brain development: a longitudinal study. Cerebral Cortex, 27, 1922–1930.
go back to reference Chumbley, J., Worsley, K., Flandin, G., & Friston, K. (2010). Topological FDR for neuroimaging. Neuroimage, 49, 3057–3064. Chumbley, J., Worsley, K., Flandin, G., & Friston, K. (2010). Topological FDR for neuroimaging. Neuroimage, 49, 3057–3064.
go back to reference Costa Jr., P. T., & McCrae, R. R. (1989). NEO PI professional manual. Odessa: Psychological Assessment Resources. Costa Jr., P. T., & McCrae, R. R. (1989). NEO PI professional manual. Odessa: Psychological Assessment Resources.
go back to reference Filbey, F. M., Dunlop, J., Ketcherside, A., Baine, J., Rhinehardt, T., Kuhn, B., et al. (2016). fMRI study of neural sensitization to hedonic stimuli in long-term, daily cannabis users. Human Brain Mapping, 37(10), 3431–3443.CrossRef Filbey, F. M., Dunlop, J., Ketcherside, A., Baine, J., Rhinehardt, T., Kuhn, B., et al. (2016). fMRI study of neural sensitization to hedonic stimuli in long-term, daily cannabis users. Human Brain Mapping, 37(10), 3431–3443.CrossRef
go back to reference Friston, K. J., Holmes, A. P., Worsley, K. J., Poline, J. P., Frith, C. D., & Frackowiak, R. S. J. (1994). Statistical parametric maps in functional imaging: A general linear approach. Human Brain Mapping, 2, 189–210. Friston, K. J., Holmes, A. P., Worsley, K. J., Poline, J. P., Frith, C. D., & Frackowiak, R. S. J. (1994). Statistical parametric maps in functional imaging: A general linear approach. Human Brain Mapping, 2, 189–210.
go back to reference Fuhrmann, D., Knoll, L. J., & Blakemore, S. J. (2015). Adolescence as a sensitive period of brain development. Trends in Cognitive Sciences, 19(10), 558–566.CrossRef Fuhrmann, D., Knoll, L. J., & Blakemore, S. J. (2015). Adolescence as a sensitive period of brain development. Trends in Cognitive Sciences, 19(10), 558–566.CrossRef
go back to reference Gasquoine, P. G. (2013). Localization of function in anterior cingulate cortex: from psychosurgery to functional neuroimaging. Neuroscience & Biobehavioral Reviews, 37(3), 340–348.CrossRef Gasquoine, P. G. (2013). Localization of function in anterior cingulate cortex: from psychosurgery to functional neuroimaging. Neuroscience & Biobehavioral Reviews, 37(3), 340–348.CrossRef
go back to reference Gilman, J. M., Kuster, J. K., Lee, S., Lee, M. J., Kim, B. W., Makris, N., van der Kouwe, A., Blood, A. J., & Breiter, H. C. (2014). Cannabis use is quantitatively associated with nucleus accumbens and amygdala abnormalities in young adult recreational users. Journal of Neuroscience, 34(16), 5529–5538.CrossRef Gilman, J. M., Kuster, J. K., Lee, S., Lee, M. J., Kim, B. W., Makris, N., van der Kouwe, A., Blood, A. J., & Breiter, H. C. (2014). Cannabis use is quantitatively associated with nucleus accumbens and amygdala abnormalities in young adult recreational users. Journal of Neuroscience, 34(16), 5529–5538.CrossRef
go back to reference Goldschmidt, L., Richardson, G. A., Larkby, C., & Day, N. L. (2016). Early marijuana initiation: the link between prenatal marijuana exposure, early childhood behavior, and negative adult roles. Neurotoxicology and Teratology, 58, 40–45.CrossRef Goldschmidt, L., Richardson, G. A., Larkby, C., & Day, N. L. (2016). Early marijuana initiation: the link between prenatal marijuana exposure, early childhood behavior, and negative adult roles. Neurotoxicology and Teratology, 58, 40–45.CrossRef
go back to reference Hall, W. (2015). What has research over the past two decades revealed about the adverse health effects of recreational cannabis use? Addiction, 110(1), 19–35.CrossRef Hall, W. (2015). What has research over the past two decades revealed about the adverse health effects of recreational cannabis use? Addiction, 110(1), 19–35.CrossRef
go back to reference Hatchard, T., Fried, P. A., Hogan, M. J., Cameron, I., & Smith, A. M. (2014). Regular marijuana use impacts cognitive interference? An fMRI investigation in young adults using the counting Stroop task. Journal of Addiction Research and Therapy, 5(4), 197–203.CrossRef Hatchard, T., Fried, P. A., Hogan, M. J., Cameron, I., & Smith, A. M. (2014). Regular marijuana use impacts cognitive interference? An fMRI investigation in young adults using the counting Stroop task. Journal of Addiction Research and Therapy, 5(4), 197–203.CrossRef
go back to reference Jacobus, J., & Tapert, F. S. (2014). Effects of cannabis on the adolescent brain. Current Pharmaceutical Design, 20(13), 2186–2193.CrossRef Jacobus, J., & Tapert, F. S. (2014). Effects of cannabis on the adolescent brain. Current Pharmaceutical Design, 20(13), 2186–2193.CrossRef
go back to reference Jager, G., Block, R. I., Luijten, M., & Ramsey, N. F. (2013). Tentative evidence for striatal hyperactivity in adolescent cannabis-using boys: a crosssectional multicenter fMRI study. Journal of Psychoative Drugs, 45, 156–167. Jager, G., Block, R. I., Luijten, M., & Ramsey, N. F. (2013). Tentative evidence for striatal hyperactivity in adolescent cannabis-using boys: a crosssectional multicenter fMRI study. Journal of Psychoative Drugs, 45, 156–167.
go back to reference Jessen, F., Erb, M., Klose, U., Lotze, M., Grodd, W., & Heun, R. (1999). Activation of human language processing brain regions after the presentation of random letter strings demonstrated with event-related functional magnetic resonance imaging. Neuroscience Letters, 270(1), 13–16.CrossRef Jessen, F., Erb, M., Klose, U., Lotze, M., Grodd, W., & Heun, R. (1999). Activation of human language processing brain regions after the presentation of random letter strings demonstrated with event-related functional magnetic resonance imaging. Neuroscience Letters, 270(1), 13–16.CrossRef
go back to reference Kaskie, B., Ayyagari, P., Milavetz, G., Shane, D., & Arora, K. (2017). The increasing use of cannabis among older Americans: a public health crisis or viable policy alternative? The Gerontologist, 57(6), 1166–1172.PubMed Kaskie, B., Ayyagari, P., Milavetz, G., Shane, D., & Arora, K. (2017). The increasing use of cannabis among older Americans: a public health crisis or viable policy alternative? The Gerontologist, 57(6), 1166–1172.PubMed
go back to reference Lubman, D. I., Cheetham, A., & Yücel, M. (2015). Cannabis and adolescent brain development. Pharmacology & Therapeutics, 148, 1–16.CrossRef Lubman, D. I., Cheetham, A., & Yücel, M. (2015). Cannabis and adolescent brain development. Pharmacology & Therapeutics, 148, 1–16.CrossRef
go back to reference McKiernan, A. & Fleming K. (2017). Canadian youth perceptions on Cannabis. Ottawa, ON: Canadian Centre on Cannabis Use. McKiernan, A. & Fleming K. (2017). Canadian youth perceptions on Cannabis. Ottawa, ON: Canadian Centre on Cannabis Use.
go back to reference Nusbaum, A. T., Whitney, P., Cuttler, C., Spradlin, A., Hinson, J. M. & McLaughlin, R. J. (2017). Altered attentional control strategies but spared executive functioning in chronic cannabis users. Drugs and Alcohol Dependence, 181, 116–123. Nusbaum, A. T., Whitney, P., Cuttler, C., Spradlin, A., Hinson, J. M. & McLaughlin, R. J. (2017). Altered attentional control strategies but spared executive functioning in chronic cannabis users. Drugs and Alcohol Dependence, 181, 116–123.
go back to reference Palamar, J. J., Ompad, D. C., & Petkova, E. (2014). Correlates of intentions to use cannabis among US high school seniors in the case of cannabis legalization. International Journal of Drug Policy, 25(3), 424–435.CrossRef Palamar, J. J., Ompad, D. C., & Petkova, E. (2014). Correlates of intentions to use cannabis among US high school seniors in the case of cannabis legalization. International Journal of Drug Policy, 25(3), 424–435.CrossRef
go back to reference Porath-Waller, A. J., Brown, J. E., Frigon, A. P., & Clark, H. (2013). What Canadian youth think about cannabis: Technical report. Ottawa, ON: Canadian Centre on Substance Abuse. Porath-Waller, A. J., Brown, J. E., Frigon, A. P., & Clark, H. (2013). What Canadian youth think about cannabis: Technical report. Ottawa, ON: Canadian Centre on Substance Abuse.
go back to reference Prashad, S., Dedrick, E. S., & Filbey, F. M. (2018). Cannabis users exhibit increased cortical activation during resting state compared to non-users. NeuroImage, 179, 176–186.CrossRef Prashad, S., Dedrick, E. S., & Filbey, F. M. (2018). Cannabis users exhibit increased cortical activation during resting state compared to non-users. NeuroImage, 179, 176–186.CrossRef
go back to reference Rypma, B., Prabhakaran, V., Desmond, J., Glover, G., & Gabrieli, J. (1999). Load-dependent roles of frontal brain regions in the maintenance of working memory. NeuroImage, 9(2), 216–226.CrossRef Rypma, B., Prabhakaran, V., Desmond, J., Glover, G., & Gabrieli, J. (1999). Load-dependent roles of frontal brain regions in the maintenance of working memory. NeuroImage, 9(2), 216–226.CrossRef
go back to reference Sagar, K. A., Dahlgren, M. K., Gönenç, A., Racine, M. T., Dreman, M. W., & Gruber, S. A. (2015). The impact of initiation: early onset marijuana smokers demonstrate altered Stroop performance and brain activation. Developmental Cognitive Neuroscience, 16, 84–92.CrossRef Sagar, K. A., Dahlgren, M. K., Gönenç, A., Racine, M. T., Dreman, M. W., & Gruber, S. A. (2015). The impact of initiation: early onset marijuana smokers demonstrate altered Stroop performance and brain activation. Developmental Cognitive Neuroscience, 16, 84–92.CrossRef
go back to reference Semple, B. D., Blomgren, K., Gimlin, K., Ferriero, D. M., & Noble-Haeusslein, L. J. (2013). Brain development in rodents and humans: identifying benchmarks of maturation and vulnerability to injury across species. Progress in Neurobiology, 106, 1–16.CrossRef Semple, B. D., Blomgren, K., Gimlin, K., Ferriero, D. M., & Noble-Haeusslein, L. J. (2013). Brain development in rodents and humans: identifying benchmarks of maturation and vulnerability to injury across species. Progress in Neurobiology, 106, 1–16.CrossRef
go back to reference Smith, A. M., Longo, C. A., Fried, P. A., Hogan, M. J., & Cameron, I. (2010). Effects of marijuana on visuospatial working memory: an fMRI study in young adults. Psychopharmacology, 210(3), 429–438.CrossRef Smith, A. M., Longo, C. A., Fried, P. A., Hogan, M. J., & Cameron, I. (2010). Effects of marijuana on visuospatial working memory: an fMRI study in young adults. Psychopharmacology, 210(3), 429–438.CrossRef
go back to reference Smith, A. M., Zunini, R. A. L., Anderson, C. D., Longo, C. A., Cameron, I., Hogan, M. J., & Fried, P. A. (2011). Impact of marijuana on response inhibition: an fMRI study in young adults. Journal of Behavioural and Brain Sciences, 1, 24–33. Smith, A. M., Zunini, R. A. L., Anderson, C. D., Longo, C. A., Cameron, I., Hogan, M. J., & Fried, P. A. (2011). Impact of marijuana on response inhibition: an fMRI study in young adults. Journal of Behavioural and Brain Sciences, 1, 24–33.
go back to reference Sobesky, M., & Gorgens, K. (2016). Cannabis and adolescents: exploring the substance misuse treatment provider experience in a climate of legalization. International Journal of Drug Policy, 33, 66–74.CrossRef Sobesky, M., & Gorgens, K. (2016). Cannabis and adolescents: exploring the substance misuse treatment provider experience in a climate of legalization. International Journal of Drug Policy, 33, 66–74.CrossRef
go back to reference Squeglia, L. M., & Gray, K. M. (2016). Alcohol and drug use and the developing brain. Current Psychiatry Reports, 18(5), 46.CrossRef Squeglia, L. M., & Gray, K. M. (2016). Alcohol and drug use and the developing brain. Current Psychiatry Reports, 18(5), 46.CrossRef
go back to reference Sznitman, S. R., & Bretteville-Jensen, A. L. (2015). Public opinion and medical cannabis policies: examining the role of underlying beliefs and national medical cannabis policies. Harm Reduction Journal, 12(1), 46.CrossRef Sznitman, S. R., & Bretteville-Jensen, A. L. (2015). Public opinion and medical cannabis policies: examining the role of underlying beliefs and national medical cannabis policies. Harm Reduction Journal, 12(1), 46.CrossRef
go back to reference Tamm, L., Epstein, J. N., Lisdahl, K. M., Molina, B., Tapert, S., Hinshaw, S. P., ... & Group, M. N (2013). Impact of ADHD and cannabis use on executive functioning in young adults. Drug and Alcohol Dependence, 133(2), 607–614. Tamm, L., Epstein, J. N., Lisdahl, K. M., Molina, B., Tapert, S., Hinshaw, S. P., ... & Group, M. N (2013). Impact of ADHD and cannabis use on executive functioning in young adults. Drug and Alcohol Dependence, 133(2), 607–614.
go back to reference Tervo-Clemmens, B., Simmonds, D., Calabro, F. J., Day, N. L., Richardson, G. A., & Luna, B. (2018). Adolescent cannabis use and brain systems supporting adult working memory encoding, maintenance, and retrieval. Neuroimage, 169, 496–509.CrossRef Tervo-Clemmens, B., Simmonds, D., Calabro, F. J., Day, N. L., Richardson, G. A., & Luna, B. (2018). Adolescent cannabis use and brain systems supporting adult working memory encoding, maintenance, and retrieval. Neuroimage, 169, 496–509.CrossRef
go back to reference UNICEF Office of Research. (2013). Child well-being in rich countries: A comparative overview, Innocenti Report Card 11. Florence: UNICEF Office of Research. UNICEF Office of Research. (2013). Child well-being in rich countries: A comparative overview, Innocenti Report Card 11. Florence: UNICEF Office of Research.
go back to reference Wechsler, D. (1997). Weshsler adult intelligence scale (3rd ed.). San Antonio: The Psychology Corporation. Wechsler, D. (1997). Weshsler adult intelligence scale (3rd ed.). San Antonio: The Psychology Corporation.
go back to reference Williams, J., van Ours, J. C., & Grossman, M. (2016). Attitudes to legalizing cannabis use. Health Economics, 25(9), 1201–1216.CrossRef Williams, J., van Ours, J. C., & Grossman, M. (2016). Attitudes to legalizing cannabis use. Health Economics, 25(9), 1201–1216.CrossRef
Metadata
Title
Working Overtime: Altered Functional Connectivity in Working Memory Following Regular Cannabis Use in Young Adults
Authors
Taylor Hatchard
Aziza Byron-Alhassan
Ola Mioduszewski
Katherine Holshausen
Stacey Correia
Allison Leeming
Gladys Ayson
Carley Chiasson
Peter Fried
Ian Cameron
Andra Smith
Publication date
01-08-2021
Publisher
Springer US
Published in
International Journal of Mental Health and Addiction / Issue 4/2021
Print ISSN: 1557-1874
Electronic ISSN: 1557-1882
DOI
https://doi.org/10.1007/s11469-020-00226-y

Other articles of this Issue 4/2021

International Journal of Mental Health and Addiction 4/2021 Go to the issue