Mega-analysis of the brain-age gap in substance use disorder: An ENIGMA Addiction working group study

Journal article

Scheffler, Freda, Ipser, Jonathan, Pancholi, Devarshi, Murphy, Alistair, Cao, Zhipeng, Ottino-Gonzalez, Jonatan, ENIGMA Addiction Working Group, Thompson, Paul M., Shoptaw, Steve, Conrod, Patricia, Mackey, Scott, Garavan, Hugh, Stein, Dan J. and Lorenzetti, Valentina*. (2024). Mega-analysis of the brain-age gap in substance use disorder: An ENIGMA Addiction working group study. Addiction. 119(11), pp. 1937-1946. https://doi.org/10.1111/add.16621
AuthorsScheffler, Freda, Ipser, Jonathan, Pancholi, Devarshi, Murphy, Alistair, Cao, Zhipeng, Ottino-Gonzalez, Jonatan, ENIGMA Addiction Working Group, Thompson, Paul M., Shoptaw, Steve, Conrod, Patricia, Mackey, Scott, Garavan, Hugh, Stein, Dan J. and Lorenzetti, Valentina*
Abstract

Background and Aims
The brain age gap (BAG), calculated as the difference between a machine learning model-based predicted brain age and chronological age, has been increasingly investigated in psychiatric disorders. Tobacco and alcohol use are associated with increased BAG; however, no studies have compared global and regional BAG across substances other than alcohol and tobacco. This study aimed to compare global and regional estimates of brain age in individuals with substance use disorders and healthy controls.

Design
This was a cross-sectional study.

Setting
This is an Enhancing Neuro Imaging through Meta-Analysis Consortium (ENIGMA) Addiction Working Group study including data from 38 global sites.

Participants
This study included 2606 participants, of whom 1725 were cases with a substance use disorder and 881 healthy controls.

Measurements
This study used the Kaufmann brain age prediction algorithms to generate global and regional brain age estimates using T1 weighted magnetic resonance imaging (MRI) scans. We used linear mixed effects models to compare global and regional (FreeSurfer lobestrict output) BAG (i.e. predicted minus chronological age) between individuals with one of five primary substance use disorders as well as healthy controls.

Findings
Alcohol use disorder (β = −5.49, t = −5.51, p < 0.001) was associated with higher global BAG, whereas amphetamine-type stimulant use disorder (β = 3.44, t = 2.42, p = 0.02) was associated with lower global BAG in the separate substance-specific models.

Conclusions
People with alcohol use disorder appear to have a higher brain-age gap than people without alcohol use disorder, which is consistent with other evidence of the negative impact of alcohol on the brain.

Keywordsaddiction; brain age; ENIGMA; machine learning; neuroimaging; predicted brain age difference; substance use disorder
Year2024
JournalAddiction
Journal citation119 (11), pp. 1937-1946
PublisherJohn Wiley & Sons Ltd
ISSN1360-0443
Digital Object Identifier (DOI)https://doi.org/10.1111/add.16621
PubMed ID39165145
Scopus EID2-s2.0-85201831364
Open accessPublished as ‘gold’ (paid) open access
Page range1937-1946
FunderCanadian Institutes of Health Research (CIHR)
National Institute on Drug Abuse (NIDA), National Institutes of Health
CONACYT-FOSISS
CONACYT-Catedras
Netherlands Organization for Health Research and Development
National Institutes of Health (NIH), United States of America
Al and Val Rosenstrauss Research Fellowship
National Health and Medical Research Council (NHMRC)
Australian Catholic University (ACU)
National Institute on Alcohol Abuse and Alcoholism (NIAAA), National Institutes of Health
NIAAA Division of Intramural Clinical and Biological Research (DICBR)
University of Melbourne
Publisher's version
License
File Access Level
Open
Output statusPublished
Publication dates
Online21 Aug 2024
Publication process dates
Accepted19 Jun 2024
Deposited30 Mar 2025
Grant IDR01DA014100
0201493
2358948
DA051922
2016833
ZIAAA000125
2017962
RO1MH129832
2009464
Additional information

*Valentina Lorenzetti is a member of the ENIGMA Addition Working Group:

Albert Batalla, Kathleen Brady, Janna Cousijn, Alain Dagher, Francesca M. Filbey, John J. Foxe, Eduardo A. Garza-Villarreal, Anna E. Goudriaan, Robert Hester, Kent E. Hutchison, Anne Marije Kaag, Emese Kroon, Chiang-Shan R. Li, Edythe D. London, Valentina Lorenzetti, Maartje Luijten, Rocio Martín-Santos, Aimee L. McRae, Reza Momenan, Martin P. Paulus, Godfrey D. Pearlson, Liesbeth Reneman, Ramiro Salas, Lianne Schmaal, Marieke L. J. Schouw, Rajita Sinha, Nadia Solowij, Elliot A. Stein, Ruth J. Van Holst, Dick J. Veltman, Antonio Verdejo-García, Reinout W. Wiers, Murat Yucel.

© 2024 The Author(s). Addiction published by John Wiley & Sons Ltd on behalf of Society for the Study of Addiction.

This is an open access article under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits use, distribution and reproduction in any medium, provided the original work is properly cited.

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Neuroanatomical alterations in people with high and low cannabis dependence
Lorenzetti, Valentina, Chye, Yann, Suo, Chao, Walterfang, Mark, Lubman, Dan I., Takagi, Michael, Whittle, Sarah, Verdejo-Garcia, Antonio, Cousijn, Janna, Pantelis, Christos, Seal, Marc, Fornito, Alex, Yücel, Murat and Solowij, Nadia. (2020). Neuroanatomical alterations in people with high and low cannabis dependence. Australian and New Zealand Journal of Psychiatry. 54(1), pp. 68-75. https://doi.org/10.1177/0004867419859077
Young adults with higher motives and expectancies of regular cannabis use show poorer psychosocial functioning
Amiet, Danielle, Youssef, George J., Hagg, Lauryn J., Lorenzetti, Valentina, Parkes, Linden, Solowij, Nadia and Yücel, Murat. (2020). Young adults with higher motives and expectancies of regular cannabis use show poorer psychosocial functioning. Frontiers in Psychiatry. 11, p. 599365. https://doi.org/10.3389/fpsyt.2020.599365
Unpacking common and distinct neuroanatomical alterations in cocaine dependent versus pathological gambling
Irizar, Patricia, Albein-Urios, Natalia, Martínez-González, José Miguel, Verdejo-Garcia, Antonio and Lorenzetti, Valentina. (2020). Unpacking common and distinct neuroanatomical alterations in cocaine dependent versus pathological gambling. European Neuropsychopharmacology. 33, pp. 81-88. https://doi.org/10.1016/j.euroneuro.2020.01.019
Predicting alcohol dependence from multi-site brain structural measures
Hahn, Sage, Mackey, Scott, Cousijn, Janna, Foxe, John J., Heinz, Andreas, Hester, Robert, Hutchinson, Kent, Kiefer, Falk, Korucuoglu, Ozlem, Lett, Tristram, Li, Chiang-Shan R., London, Edythe, Lorenzetti, Valentina, Maartje, Luijten, Momenan, Reza, Orr, Catherine, Paulus, Martin, Schmaal, Lianne, Sinha, Rajita, ... Garavan, Hugh. (2020). Predicting alcohol dependence from multi-site brain structural measures. Human Brain Mapping. pp. 1-11. https://doi.org/10.1002/hbm.25248
Pineal gland volume in major depressive and bipolar disorders
Takahashi, Tsutomu, Sasabayashi, Daiki, Yücel, Murat, Whittle, Sarah, Lorenzetti, Valentina, Walterfang, Mark, Suzuki, Michio, Pantelis, Christos, Malhi, Gin S. and Allen, Nicholas B.. (2020). Pineal gland volume in major depressive and bipolar disorders. Frontiers in Psychiatry. 11, p. 450. https://doi.org/10.3389/fpsyt.2020.00450
Neural correlates of symptom severity in obsessive-compulsive disorder using magnetization transfer and diffusion tensor imaging
Maleki, Suzan, Chye, Yann, Zhang, Xiaoliu, Parkes, Linden, Chamberlain, Samuel R., Fontenelle, Leonardo F., Braganza, Leah, Youssef, George, Lorenzetti, Valentina, Harrison, Ben J., Yücel, Murat and Suo, Chao. (2020). Neural correlates of symptom severity in obsessive-compulsive disorder using magnetization transfer and diffusion tensor imaging. Psychiatry Research: Neuroimaging. 298, p. Article 111046. https://doi.org/10.1016/j.pscychresns.2020.111046
Brain-derived neurotrophic factor association with amygdala response in major depressive disorder
Lorenzetti, Valentina, Costafreda, Sergi G., Rimmer, Rachael M., Rasenick, Mark M., Marangell, Lauren B. and Fu, Cynthia H. Y.. (2020). Brain-derived neurotrophic factor association with amygdala response in major depressive disorder. Journal of Affective Disorders. 267, pp. 103-106. https://doi.org/10.1016/j.jad.2020.01.159
Adolescent cannabis use, cognition, brain health and educational outcomes : A review of the evidence
Lorenzetti, Valentina, Hoch, Eva and Hall, Wayne. (2020). Adolescent cannabis use, cognition, brain health and educational outcomes : A review of the evidence. European Neuropsychopharmacology. 36, pp. 169-180. https://doi.org/10.1016/j.euroneuro.2020.03.012
Accuracy of automated amygdala MRI segmentation approaches in Huntington's disease in the IMAGE-HD cohort
Alexander, Bonnie, Georgiou-Karistianis, Nellie, Beare, Richard, Ahveninen, Lotta M., Lorenzetti, Valentina, Stout, Julie C. and Glikmann-Johnston, Yifat. (2020). Accuracy of automated amygdala MRI segmentation approaches in Huntington's disease in the IMAGE-HD cohort. Human Brain Mapping. 41(7), pp. 1875-1888. https://doi.org/10.1002/hbm.24918
Subcortical surface morphometry in substance dependence : An ENIGMA addiction working group study
Chye, Yann, Mackey, Scott, Gutman, Boris A., Ching, Christopher R. K., Batalla, Albert, Blaine, Sara, Brooks, Samantha, Caparelli, Elisabeth C., Cousijn, Janna, Dagher, Alain, Foxe, John J., Goudriaan, Anna E., Hester, Robert, Hutchison, Kent, Jahanshad, Neda, Kaag, Anne M., Korucuoglu, Ozlem, Li, Chiang-Shan R., London, Edythe D., ... Garavan, Hugh. (2020). Subcortical surface morphometry in substance dependence : An ENIGMA addiction working group study. Addiction Biology. 25(6), p. e12830. https://doi.org/10.1111/adb.12830
Cannabis use and mental health : Risks and benefits [Editorial]
Hall, Wayne, Hoch, Eva and Lorenzetti, Valentina. (2019). Cannabis use and mental health : Risks and benefits [Editorial]. European Archives of Psychiatry and Clinical Neuroscience. 269, pp. 1-3. https://doi.org/10.1007/s00406-019-00986-2
Neuroanatomical alterations in people with high and low cannabis dependence
Lorenzetti, Valentina, Chye, Yann, Suo, Chao, Walterfang, Mark, Lubman, Dan I., Takagi, Michael, Whittle, Sarah, Verdejo-Garcia, Antonio, Cousijn, Janna, Pantelis, Christos, Seal, Marc, Fornito, Alex, Yücel, Murat and Solowij, Nadia. (2019). Neuroanatomical alterations in people with high and low cannabis dependence. Australian and New Zealand Journal of Psychiatry. 54(1), pp. 68-75. https://doi.org/10.1177/0004867419859077
A roadmap for integrating neuroscience into addiction treatment : A consensus of the neuroscience interest group of the international society of addiction medicine
Verdejo-Garcia, Antonio, Lorenzetti, Valentina, Manning, Victoria, Piercy, Hugh, Bruno, Raimondo, Hester, Rob, Pennington, David, Tolomeo, Serenella, Arunogiri, Shalini, Bates, Marsha E., Bowden-Jones, Henrietta, Campanella, Salvatore, Daughters, Stacey B., Kouimtsidis, Christos, Lubman, Dan I., Meyerhoff, Dieter J., Ralph, Annaketurah, Rezapour, Tara, Tavakoli, Hosna, ... Ekhtiari, Hamed. (2019). A roadmap for integrating neuroscience into addiction treatment : A consensus of the neuroscience interest group of the international society of addiction medicine. Frontiers in Psychiatry. 10, p. Article 877. https://doi.org/10.3389/fpsyt.2019.00877
Defining compulsive behavior
Luigjes, Judy, Lorenzetti, Valentina, de Haan, Sanneke, Youssef, George J., Murawski, Carsten, Sjoerds, Zsuzsika, van den Brink, Wim, Denys, Damiaan, Fontenelle, Leonardo F. and Yücel, Murat. (2019). Defining compulsive behavior. Neuropsychology Review. 29(1), pp. 4-13. https://doi.org/10.1007/s11065-019-09404-9
Transdiagnostic variations in impulsivity and compulsivity in obsessive-compulsive disorder and gambling disorder correlate with effective connectivity in cortical-striatal-thalamic-cortical circuits
Parkes, Linden, Tiego, Jeggan, Aquino, Kevin, Braganza, Leah, Chamberlain, Samuel R., Fontenelle, Leonardo F., Harrison, Ben J., Lorenzetti, Valentina, Paton, Bryan, Razi, Adeel, Fornito, Alex and Yücel, Murat. (2019). Transdiagnostic variations in impulsivity and compulsivity in obsessive-compulsive disorder and gambling disorder correlate with effective connectivity in cortical-striatal-thalamic-cortical circuits. NeuroImage. 202, p. 116070. https://doi.org/10.1016/j.neuroimage.2019.116070
Does regular cannabis use affect neuroanatomy? An updated systematic review and meta-analysis of structural neuroimaging studies
Lorenzetti, Valentina, Chye, Yann, Silva, Pedro, Solowij, Nadia and Roberts, Carl A.. (2019). Does regular cannabis use affect neuroanatomy? An updated systematic review and meta-analysis of structural neuroimaging studies. European Archives of Psychiatry and Clinical Neuroscience. 269(1), pp. 59 - 71. https://doi.org/10.1007/s00406-019-00979-1
Mega-analysis of gray matter volume in substance dependence: General and substance-specific regional effects
Mackey, Scott, Allgaier, Nicholas, Chaarani, Bader, Spechler, Philip, Orr, Catherine, Bunn, Janice, Allen, Nicholas B., Alia-Klein, Nelly, Batalla, Albert, Blaine, Sara K., Brooks, Samantha, Caparelli, Elisabeth C., Chye, Yann Ying, Cousijn, Janna, Dagher, Alain, Desrivieres, Sylvane, Feldstein-Ewing, Sarah W., Foxe, John J., Goldstein, Rita Z., ... Garavan, Hugh. (2019). Mega-analysis of gray matter volume in substance dependence: General and substance-specific regional effects. American Journal of Psychiatry. 176(2), pp. 119 - 128. https://doi.org/10.1176/appi.ajp.2018.17040415
From socioeconomic disadvantage to obesity: The mediating role of psychological distress and emotional eating
Spinosa, Jade, Christiansen, Paul, Dickson, Joanne M., Lorenzetti, Valentina and Hardman, Charlotte A.. (2019). From socioeconomic disadvantage to obesity: The mediating role of psychological distress and emotional eating. Obesity. 27(4), pp. 559 - 564. https://doi.org/10.1002/oby.22402
Impulsivity and body fat accumulation are linked to cortical and subcortical brain volumes among adolescents and adults
Kakoschke, Naomi, Lorenzetti, Valentina, Caeyenberghs, Karen and Verdejo-García, Antonio. (2019). Impulsivity and body fat accumulation are linked to cortical and subcortical brain volumes among adolescents and adults. Scientific Reports. 9(1), pp. 1 - 11. https://doi.org/10.1038/s41598-019-38846-7
Alteration to hippocampal volume and shape confined to cannabis dependence: A multi-site study
Chye, Yann, Lorenzetti, Valentina, Suo, Chao, Batalla, Albert, Cousijn, Janna, Goudriaan, Anna E., Jenkinson, Mark, Martin-Santos, Rocio, Whittle, Sarah, Yücel, Murat and Solowij, Nadia. (2019). Alteration to hippocampal volume and shape confined to cannabis dependence: A multi-site study. Addiction Biology. 24(4), pp. 822 - 834. https://doi.org/10.1111/adb.12652
Cortical surface morphology in long-term cannabis users: A multi-site MRI study
Chye, Yann, Suo, Chao, Lorenzetti, Valentina, Batalla, Albert, Cousijn, Janna, Goudriaan, Anna E., Martin-Santos, Rocio, Whittle, Sarah, Solowij, Nadia and Yücel, Murat. (2019). Cortical surface morphology in long-term cannabis users: A multi-site MRI study. European Neuropsychopharmacology. 29(2), pp. 257 - 265. https://doi.org/10.1016/j.euroneuro.2018.11.1110
Reduced amygdala volumes are related to motor and cognitive signs in Huntington's disease: The IMAGE-HD study
Ahveninen, Lotta M., Stout, Julie C., Georgiou-Karistianis, Nellie, Lorenzetti, Valentina and Glikmann-Johnston, Yifat. (2018). Reduced amygdala volumes are related to motor and cognitive signs in Huntington's disease: The IMAGE-HD study. NeuroImage: Clinical. 18, pp. 881 - 887. https://doi.org/10.1016/j.nicl.2018.03.027
The anticipation and outcome phases of reward and loss processing: A neuroimaging meta-analysis of the monetary incentive delay task
Oldham, Stuart, Murawski, Carsten, Fornito, Alex, Youssef, George J., Yücel, Murat and Lorenzetti, Valentina. (2018). The anticipation and outcome phases of reward and loss processing: A neuroimaging meta-analysis of the monetary incentive delay task. Human Brain Mapping. 39(8), pp. 3398 - 3418. https://doi.org/10.1002/hbm.24184
Exploring the association of legalisation status of cannabis with problematic cannabis use and impulsivity in the USA
Destrée, Louise, Amiet, Danielle, Carter, Adrian, Lee, Rico, Lorenzetti, Valentina, Segrave, Rebecca, Youssef, George, Solowij, Nadia and Yücel, Murat. (2018). Exploring the association of legalisation status of cannabis with problematic cannabis use and impulsivity in the USA. Drugs in Context. 7, pp. 1 - 5. https://doi.org/10.7573/dic.212541
Emotion regulation using virtual environments and real-time fMRI neurofeedback
Lorenzetti, Valentina, Melo, Bruno, Basílio, Rodrigo, Suo, Chao, Yücel, Murat, Tierra-Criollo, Carlos J. and Moll, Jorge. (2018). Emotion regulation using virtual environments and real-time fMRI neurofeedback. Frontiers in Neurology. 9, pp. 1 - 15. https://doi.org/10.3389/fneur.2018.00390
Mapping cortical brain asymmetry in 17,141 healthy individuals worldwide via the ENIGMA consortium
Kong, Xiang-Zhen, Mathias, Samuel R., Guadalupe, Tulio, ENIGMA Laterality Working Group,, Glahn, David C., Franke, Barbara, Crivello, Fabrice, Tzourio-Mazoyer, Nathalie, Fisher, Simon E., Thompson, Paul M., Francks, Clyde, Lorenzetti, Valentina and ENIGMA Laterality Working Group. (2018). Mapping cortical brain asymmetry in 17,141 healthy individuals worldwide via the ENIGMA consortium. Proceedings of the National Academy of Sciences of USA. 115(22), pp. E5154 - E5163. https://doi.org/10.1073/pnas.1718418115
A systematic review and meta-analysis of the neural correlates of psychological therapies in major depression
Sankar, Anjali, Melin, Alice, Lorenzetti, Valentina, Horton, Paul, Costafreda, Sergi G. and Fu, Cynthia H. Y.. (2018). A systematic review and meta-analysis of the neural correlates of psychological therapies in major depression. Psychiatry Research: Neuroimaging. 279, pp. 31 - 39. https://doi.org/10.1016/j.pscychresns.2018.07.002
A transdiagnostic dimensional approach towards a neuropsychological assessment for addiction: an international Delphi consensus study
Yucel, Murat, Oldenhof, Erin, Ahmed, Serge H., Belin, David, Billieux, Joel, Bowden-Jones, Henrietta, Carter, Adrian, Chamberlain, Samuel R., Clark, Luke, Connor, Jason P., Daglish, Mark, Dom, Geert, Dannon, Pinhas, Duka, Theodora, Fernandez-Serrano, Maria Jose, Field, Matt, Franken, Ingmar, Goldstein, Rita Z., Gonzalez, Raul, ... Verdejo-Garcia, Antonio. (2018). A transdiagnostic dimensional approach towards a neuropsychological assessment for addiction: an international Delphi consensus study. Addiction. 114(6), pp. 1095 - 1109. https://doi.org/10.1111/add.14424
Unpacking the role of self-reported compulsivity and impulsivity in obsessive-compulsive disorder
Prochazkova, Luisa, Parkes, Linden, Dawson, Andrew, Youssef, George J., Ferreira, Gabriela M., Lorenzetti, Valentina, Segrave, Rebecca A., Fontenelle, Leonardo F. and Yücel, Murat. (2018). Unpacking the role of self-reported compulsivity and impulsivity in obsessive-compulsive disorder. CNS Spectrums. 23(1), pp. 51 - 58. https://doi.org/10.1017/S1092852917000244
Neuroscience in gambling policy and treatment: an interdisciplinary perspective
Murat Yucel, Adrian Carter, Amy R Allen, Bernard Balleine, Luke Clark, Nicki A Dowling, Sally M Gainsbury, Anna E Goudriaan, Jon Grant, Alan Hayes, David Hodgins, Ruth van Holst, Ralph Lattimore, Charles Livingstone, Valentina Lorenzetti, Dan Lubman, Carsten Murawski, Linden Parkes, Nancy Petry, ... Wayne Hall. (2017). Neuroscience in gambling policy and treatment: an interdisciplinary perspective. The Lancet Psychiatry. 4(6), pp. 501-506. https://doi.org/10.1016/S2215-0366(16)30369-8
Orbitofrontal and caudate volumes in cannabis users: A multi-site mega-analysis comparing dependent versus non-dependent users
Chye, Yann, Solowij, Nadia, Suo, Chao, Batalla, Albert, Cousijn, Janna, Goudriaan, Anna E., Martin-Santos, Rocio, Whittle, Sarah, Lorenzetti, Valentina and Yücel, Murat. (2017). Orbitofrontal and caudate volumes in cannabis users: A multi-site mega-analysis comparing dependent versus non-dependent users. Psychopharmacology. 234(13), pp. 1985 - 1995. https://doi.org/10.1007/s00213-017-4606-9
Cannabis-related hippocampal volumetric abnormalities specific to subregions in dependent users
Chye, Yann, Suo, Chao, Yücel, Murat, den Ouden, Lauren, Solowij, Nadia and Lorenzetti, Valentina. (2017). Cannabis-related hippocampal volumetric abnormalities specific to subregions in dependent users. Psychopharmacology. 234(14), pp. 2149 - 2157. https://doi.org/10.1007/s00213-017-4620-y
A psychometric validation study of the Impulsive-Compulsive Behaviours Checklist: A transdiagnostic tool for addictive and compulsive behaviours
Guo, Karen, Youssef, George J., Dawson, Andrew, Parkes, Linden, Oostermeijer, Sanne, López-Solà, Clara, Lorenzetti, Valentina, Greenwood, Christopher, Fontenelle, Leonardo F. and Yücel, Murat. (2017). A psychometric validation study of the Impulsive-Compulsive Behaviours Checklist: A transdiagnostic tool for addictive and compulsive behaviours. Addictive Behaviors. 67, pp. 26 - 33. https://doi.org/10.1016/j.addbeh.2016.11.021
Longitudinal study of hippocampal volumes in heavy cannabis users
Koenders, L., Lorenzetti, Valentina, de Haan, L., Suo, C., Vingerhoets, W. A. M., van den Brink, W., Wiers, R. W., Meijer, C. J., MacHielsen, M. W. J., Goudriaan, Anna E., Veltman, D. J., Yücel, Murat and Cousijn, Janna. (2017). Longitudinal study of hippocampal volumes in heavy cannabis users. Journal of Psychopharmacology. 31(8), pp. 1027 - 1034. https://doi.org/10.1177/0269881117718380
Role of orbitofrontal sulcogyral pattern on lifetime cannabis use and depressive symptoms
Chye, Yann, Solowij, Nadia, Ganella, Eleni P., Suo, Chao, Yücel, Murat, Batalla, Albert, Cousijn, Janna, Goudriaan, Anna E., Martin-Santos, Rocio, Whittle, Sarah, Bartholomeusz, Cali F. and Lorenzetti, Valentina. (2017). Role of orbitofrontal sulcogyral pattern on lifetime cannabis use and depressive symptoms. Progress in Neuropsychopharmacology and Biological Psychiatry. 79, pp. 392 - 400. https://doi.org/10.1016/j.pnpbp.2017.07.017
Investigating the role of anticipatory reward and habit strength in obsessive-compulsive disorder
Ferreira, Gabriela M., Yücel, Murat, Dawson, Andrew, Lorenzetti, Valentina and Fontenelle, Leonardo F.. (2017). Investigating the role of anticipatory reward and habit strength in obsessive-compulsive disorder. CNS Spectrums. 22(3), pp. 295 - 304. https://doi.org/10.1017/S1092852916000535
Neuroimaging of the human brain in adolescent substance users
Takagi, Michael, Youssef, George and Lorenzetti, Valentina. (2016). Neuroimaging of the human brain in adolescent substance users. In In De Micheli, Denise, Andrade, André Luiz Monezi, da Silva, Eroy Aparecida and de Souza Formigoni, Maria Lucia Oliveira (Ed.). Drug abuse in adolescence : Neurobiological, cognitive, and psychological issues pp. 69-99 Springer. https://doi.org/10.1007/978-3-319-17795-3_6
Cannabis use disorders and altered brain morphology : Where is the evidence?
Lorenzetti, Valentina, Batalla, Albert and Cousijn, Janna. (2016). Cannabis use disorders and altered brain morphology : Where is the evidence? Current Addiction Reports. 3(2), pp. 189-198. https://doi.org/10.1007/s40429-016-0102-2
The neurobiology of cannabis use disorders: A call for evidence
Valentina Lorenzetti, Janna Cousijn, Nadia Solowij, Hugh Garavan, Chao Suo, Murat Yucel and Antonio Verdejo-Garcia. (2016). The neurobiology of cannabis use disorders: A call for evidence. Frontiers in Behavioral Neuroscience. 10, pp. 1-3. https://doi.org/10.3389/fnbeh.2016.00086
Olfactory sulcus morphology in patients with current and past major depression
Takahashi, Tsutomu, Nishikawa, Yumiko, Yücel, Murat, Whittle, Sarah, Lorenzetti, Valentina, Walterfang, Mark, Sasabayashi, Daiki, Suzuki, Michio, Pantelis, Christos and Allen, Nicholas B.. (2016). Olfactory sulcus morphology in patients with current and past major depression. Psychiatry Research: Neuroimaging. 255, pp. 60 - 65. https://doi.org/10.1016/j.pscychresns.2016.07.008
Genetic imaging consortium for addiction medicine: From neuroimaging to genes
Mackey, Scott, Kan, Kees-Jan, Chaarani, Bader, Alia-Klein, Nelly, Batalla, Albert, Brooks, Samantha, Cousijn, Janna, Dagher, Alain, de Ruiter, Michiel, Desrivieres, Sylvane, Feldstein Ewing, Sarah W., Goldstein, Rita Z., Goudriaan, Anna E., Heitzeg, Mary M., Hutchison, Kent, Li, Chiang-Shan R., London, Edythe D., Lorenzetti, Valentina, Luijten, Maartje, ... Conrod, Patricia. (2016). Genetic imaging consortium for addiction medicine: From neuroimaging to genes. In Neuroscience for addiction medicine: From prevention to rehabilitation - methods and interventions pp. 203 - 223 Elsevier. https://doi.org/10.1016/bs.pbr.2015.07.026
Adolescent cannabis use: What is the evidence for functional brain alteration?
Lorenzetti, Valentina, Alonso-Lana, Silvia, Youssef, G. J., Verdejo-Garcia, Antonio, Suo, Chao, Cousijn, Janna, Takagi, Michael, Yucel, Murat and Solowij, Nadia. (2016). Adolescent cannabis use: What is the evidence for functional brain alteration? Current Pharmaceutical Design. 22(42), pp. 6353 - 6365. https://doi.org/10.2174/1381612822666160805155922
The role of cannabinoids in neuroanatomic alterations in cannabis users
Lorenzetti, Valentina, Solowij, Nadia and Yücel, Murat. (2016). The role of cannabinoids in neuroanatomic alterations in cannabis users. Biological Psychiatry. 79(7), pp. e17 - e31. https://doi.org/10.1016/j.biopsych.2015.11.013
Hippocampal harms, protection and recovery following regular cannabis use
Yücel, Murat, Lorenzetti, Valentina, Suo, C., Zalesky, Andrew, Fornito, Alex, Takagi, Michael J., Lubman, Dan I. and Solowij, Nadia. (2016). Hippocampal harms, protection and recovery following regular cannabis use. Translational Psychiatry. 6(1), pp. 1 - 7. https://doi.org/10.1038/tp.2015.201
An MRI study of white matter tract integrity in regular cannabis users: Effects of cannabis use and age
Jakabek, David, Yucel, Murat, Lorenzetti, Valentina and Solowij, Nadia. (2016). An MRI study of white matter tract integrity in regular cannabis users: Effects of cannabis use and age. Psychopharmacology. 233(19-20), pp. 3627 - 3637. https://doi.org/10.1007/s00213-016-4398-3
Gross morphological brain changes with chronic, heavy cannabis use
Lorenzetti, Valentina, Solowij, Nadia, Whittle, Sarah, Fornito, Alex, Lubman, Dan I., Pantelis, Christos and Yücel, Murat. (2015). Gross morphological brain changes with chronic, heavy cannabis use. British Journal of Psychiatry. 206(1), pp. 77 - 78. https://doi.org/10.1192/bjp.bp.114.151407
Cortico-limbic network abnormalities in individuals with current and past major depressive disorder
Klauser, Paul, Fornito, Alex, Lorenzetti, Valentina, Davey, Christopher G., Dwyer, Dominic B., Allen, Nicholas B. and Yücel, Murat. (2015). Cortico-limbic network abnormalities in individuals with current and past major depressive disorder. Journal of Affective Disorders. 173, pp. 45 - 52. https://doi.org/10.1016/j.jad.2014.10.041
The association between regular cannabis exposure and alterations of human brain morphology: An updated review of the literature
Lorenzetti, Valentina, Solowij, Nadia, Fornito, Alex, Lubman, Dan Ian and Yücel, Murat. (2014). The association between regular cannabis exposure and alterations of human brain morphology: An updated review of the literature. Current Pharmaceutical Design. 20(13), pp. 2138 - 2167. https://doi.org/10.2174/13816128113199990435
The neural cascade of olfactory processing: A combined fMRI-EEG study
Masaoka, Yuri, Harding, Ian H., Koiwa, Nobuyoshi, Yoshida, Masaki, Harrison, Ben J., Lorenzetti, Valentina, Ida, Masahiro, Izumizaki, Masahiko, Pantelis, Christos and Homma, Ikuo. (2014). The neural cascade of olfactory processing: A combined fMRI-EEG study. Respiratory Physiology & Neurobiology. 204, pp. 71 - 77. https://doi.org/10.1016/j.resp.2014.06.008
Human amygdala volume is predicted by common DNA variation in the stathmin and serotonin transporter genes
Stjepanović, D., Lorenzetti, Valentina, Yücel, Murat, Hawi, Z. and Bellgrove, M. A.. (2013). Human amygdala volume is predicted by common DNA variation in the stathmin and serotonin transporter genes. Translational Psychiatry. 3(7), pp. 1 - 7. https://doi.org/10.1038/tp.2013.41
Alteration to hippocampal shape in cannabis users with and without schizophrenia
Solowij, Nadia, Walterfang, Mark, Lubman, Dan I., Whittle, Sarah, Lorenzetti, Valentina, Styner, Martin, Velakoulis, Dennis, Pantelis, Christos and Yucel, Murat. (2013). Alteration to hippocampal shape in cannabis users with and without schizophrenia. Schizophrenia Research. 143(1), pp. 179 - 184. https://doi.org/10.1016/j.schres.2012.10.040