Browsing by Author "Stringaris, Argyris"
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- Some of the metrics are blocked by yourconsent settingsAnxiety onset in adolescents: a machine-learning prediction(2022)
;Chavanne, Alice V. ;Paillère Martinot, Marie Laure ;Penttilä, Jani ;Grimmer, Yvonne ;Conrod, Patricia ;Stringaris, Argyris ;van Noort, Betteke; ; ; ;Whelan, RobertIMAGEN consortiumAbstract Recent longitudinal studies in youth have reported MRI correlates of prospective anxiety symptoms during adolescence, a vulnerable period for the onset of anxiety disorders. However, their predictive value has not been established. Individual prediction through machine-learning algorithms might help bridge the gap to clinical relevance. A voting classifier with Random Forest, Support Vector Machine and Logistic Regression algorithms was used to evaluate the predictive pertinence of gray matter volumes of interest and psychometric scores in the detection of prospective clinical anxiety. Participants with clinical anxiety at age 18–23 ( N = 156) were investigated at age 14 along with healthy controls ( N = 424). Shapley values were extracted for in-depth interpretation of feature importance. Prospective prediction of pooled anxiety disorders relied mostly on psychometric features and achieved moderate performance (area under the receiver operating curve = 0.68), while generalized anxiety disorder (GAD) prediction achieved similar performance. MRI regional volumes did not improve the prediction performance of prospective pooled anxiety disorders with respect to psychometric features alone, but they improved the prediction performance of GAD, with the caudate and pallidum volumes being among the most contributing features. To conclude, in non-anxious 14 year old adolescents, future clinical anxiety onset 4–8 years later could be individually predicted. Psychometric features such as neuroticism, hopelessness and emotional symptoms were the main contributors to pooled anxiety disorders prediction. Neuroanatomical data, such as caudate and pallidum volume, proved valuable for GAD and should be included in prospective clinical anxiety prediction in adolescents. - Some of the metrics are blocked by yourconsent settingsAssociation of Genetic and Phenotypic Assessments With Onset of Disordered Eating Behaviors and Comorbid Mental Health Problems Among Adolescents(2020)
;Robinson, Lauren ;Zhang, Zuo ;Jia, Tianye ;Bobou, Marina ;Roach, Anna ;Campbell, Iain ;Irish, Madeleine ;Quinlan, Erin Burke ;Tay, Nicole ;Barker, Edward D.; ;Bokde, Arun L. W. ;Grigis, Antoine ;Garavan, Hugh ;Heinz, Andreas ;Ittermann, Bernd ;Martinot, Jean-Luc ;Stringaris, Argyris ;Penttilä, Jani ;van Noort, Betteke ;Grimmer, Yvonne ;Martinot, Marie-Laure Paillère ;Insensee, Corinna; ;Nees, Frauke ;Orfanos, Dimitri Papadopoulos ;Paus, Tomáš; ;Hohmann, Sarah ;Fröhner, Juliane H. ;Smolka, Michael N. ;Walter, Henrik ;Whelan, Robert ;Schumann, Gunter ;Schmidt, UlrikeDesrivières, Sylvane - Some of the metrics are blocked by yourconsent settingsDisentangling the autism-anxiety overlap: fMRI of reward processing in a community-based longitudinal study(2016)
;Mikita, N. ;Simonoff, E. ;Pine, D. S. ;Goodman, Robert ;Artiges, Eric; ;Bokde, Arun L. W. ;Bromberg, Uli ;Buchel, Christian ;Cattrell, Anna ;Conrod, Patricia J. ;Desrivieres, Sylvane ;Flor, Herta ;Frouin, Vincent ;Gallinat, Jürgen ;Garavan, Hugh ;Heinz, Andreas ;Ittermann, Bernd ;Jurk, Sarah ;Martinot, Jean-Luc ;Paillère Martinot, Marie-Laure ;Nees, Frauke ;Papadopoulos-Orfanos, Dimitri ;Paus, Tomas; ;Smolka, Michael N. ;Walter, Henrik ;Whelan, Robert ;Schumann, GunterStringaris, ArgyrisUp to 40% of youth with autism spectrum disorder (ASD) also suffer from anxiety, and this comorbidity is linked with significant functional impairment. However, the mechanisms of this overlap are poorly understood. We investigated the interplay between ASD traits and anxiety during reward processing, known to be affected in ASD, in a community sample of 1472 adolescents (mean age=14.4 years) who performed a modified monetary incentive delay task as part of the Imagen project. Blood-oxygen-level dependent (BOLD) responses to reward anticipation and feedback were compared using a 2x2 analysis of variance test (ASD traits: low/high; anxiety symptoms: low/high), controlling for plausible covariates. In addition, we used a longitudinal design to assess whether neural responses during reward processing predicted anxiety at 2-year follow-up. High ASD traits were associated with reduced BOLD responses in dorsal prefrontal regions during reward anticipation and negative feedback. Participants with high anxiety symptoms showed increased lateral prefrontal responses during anticipation, but decreased responses following feedback. Interaction effects revealed that youth with combined ASD traits and anxiety, relative to other youth, showed high right insula activation when anticipating reward, and low right-sided caudate, putamen, medial and lateral prefrontal activations during negative feedback (all clusters PFWE<0.05). BOLD activation patterns in the right dorsal cingulate and right medial frontal gyrus predicted new-onset anxiety in participants with high but not low ASD traits. Our results reveal both quantitatively enhanced and qualitatively distinct neural correlates underlying the comorbidity between ASD traits and anxiety. Specific neural responses during reward processing may represent a risk factor for developing anxiety in ASD youth. - Some of the metrics are blocked by yourconsent settingsDistinct brain structure and behavior related to ADHD and conduct disorder traits(2018)
;Bayard, Frida ;Nymberg Thunell, Charlotte ;Abé, Christoph ;Almeida, Rita; ;Barker, Gareth ;Bokde, Arun L. W. ;Bromberg, Uli ;Büchel, Christian ;Quinlan, Erin Burke ;Desrivières, Sylvane ;Flor, Herta ;Frouin, Vincent ;Garavan, Hugh ;Gowland, Penny ;Heinz, Andreas ;Ittermann, Bernd ;Martinot, Jean-Luc ;Martinot, Marie-Laure Paillère ;Nees, Frauke ;Orfanos, Dimitri Papadopoulos ;Paus, Tomáš; ;Conrod, Patricia ;Stringaris, Argyris ;Struve, Maren ;Penttilä, Jani ;Kappel, Viola ;Grimmer, Yvonne ;Fadai, Tahmine ;van Noort, Betteke ;Smolka, Michael N. ;Vetter, Nora C. ;Walter, Henrik ;Whelan, Robert ;Schumann, GunterPetrovic, Predrag - Some of the metrics are blocked by yourconsent settingsEmotional lability in children and adolescents with attention deficit/hyperactivity disorder (ADHD): clinical correlates and familial prevalence(Wiley-blackwell, 2010)
;Sobanski, Esther; ;Asherson, Philip ;Buitelaar, J. K. ;Chen, Wai ;Franke, Barbara; ;Krumm, Bertram ;Sergeant, Joseph ;Sonuga-Barke, Edmund J. ;Stringaris, Argyris ;Taylor, Eric A. ;Anney, Richard J. L. ;Ebstein, Richard P. ;Gill, Michael ;Miranda, Ana ;Mulas, Fernando ;Oades, Robert D. ;Roeyers, Herbert; ;Steinhausen, Hans-ChristophFaraone, Steven V.Background: The goal of this study was to investigate the occurrence, severity and clinical correlates of emotional lability (EL) in children with attention deficit/hyperactivity disorder (ADHD), and to examine factors contributing to EL and familiality of EL in youth with ADHD. Methods: One thousand, one hundred and eighty-six children with ADHD combined type and 1827 siblings (aged 6-18 years) were assessed for symptoms of EL, ADHD, associated psychopathology and comorbid psychiatric disorders with a structured diagnostic interview (PACS) as well as parent and teacher ratings of psychopathology (SDQ; CPRS-R:L; CTRS-R:L). Analyses of variance, regression analyses, chi 2-tests or loglinear models were applied. Results: Mean age and gender-standardized ratings of EL in children with ADHD were > 1.5 SD above the mean in normative samples. Severe EL (> 75th percentile) was associated with more severe ADHD core symptoms, primarily hyperactive-impulsive symptoms, and more comorbid oppositional defiant, affective and substance use disorders. Age, hyperactive-impulsive, oppositional, and emotional symptoms accounted for 30% of EL variance; hyperactive-impulsive symptoms did not account for EL variance when coexisting oppositional and emotional problems were taken into account, but oppositional symptoms explained 12% of EL variance specifically. Severity of EL in probands increased the severity of EL in siblings, but not the prevalence rates of ADHD or ODD. EL and ADHD does not co-segregate within families. Conclusion: EL is a frequent clinical problem in children with ADHD. It is associated with increased severity of ADHD core symptoms, particularly hyperactivity-impulsivity, and more symptoms of comorbid psychopathology, primarily symptoms of oppositional defiant disorder (ODD), but also affective symptoms, and substance abuse. EL in ADHD seems to be more closely related to ODD than to ADHD core symptoms, and is only partly explainable by the severity of ADHD core symptoms and associated psychopathology. Although EL symptoms are transmitted within families, EL in children with ADHD does not increase the risk of ADHD and ODD in their siblings. - Some of the metrics are blocked by yourconsent settingsHeavy drinking in adolescents is associated with change in brainstem microstructure and reward sensitivity(2019)
;Galinowski, André ;Miranda, Ruben ;Lemaitre, Hervé ;Artiges, Eric ;Paillère Martinot, Marie‐Laure ;Filippi, Irina ;Penttilä, Jani ;Grimmer, Yvonne ;Noort, Betteke M. ;Stringaris, Argyris; ; ;Struve, Maren ;Fadai, Tahmine ;Kappel, Viola ;Goodman, Robert; ;Bokde, Arun L.W. ;Bromberg, Uli ;Brühl, Rüdiger ;Büchel, Christian ;Cattrell, Anna ;Conrod, Patricia ;Desrivières, Sylvane ;Flor, Herta ;Fröhner, Juliane H. ;Frouin, Vincent ;Gallinat, Juergen ;Garavan, Hugh ;Gowland, Penny ;Heinz, Andreas ;Hohmann, Sarah ;Jurk, Sarah ;Millenet, Sabina ;Nees, Frauke ;Papadopoulos‐Orfanos, Dimitri; ;Quinlan, Erin Burke ;Smolka, Michael N. ;Walter, Henrik ;Whelan, Robert ;Schumann, Gunter ;Martinot, Jean‐Lucfor the IMAGEN ConsortiumAbstract The cortical‐cerebellar circuit is vulnerable to heavy drinking (HD) in adults. We hypothesized early microstructural modifications of the pons/midbrain region, containing core structures of the reward system, in HD adolescents. Thirty‐two otherwise symptom‐free HDs at age 14 (HD14) and 24 abstainers becoming HDs at age 16 (HD16) were identified in the community with the Alcohol Use Disorders Identification Test (AUDIT) and compared with abstainers. The monetary incentive delay (MID) task assessed reward‐sensitive performance. Voxelwise statistics of diffusion tensor imaging (DTI) values in the thalamo‐ponto‐mesencephalic region were obtained using tract‐based spatial statistics. Projections between the ventral tegmental area (VTA) and the nucleus accumbens (NAcc) were identified by probabilistic tractography. Lower fraction of anisotropy and higher radial diffusivity (RD) values were detected in the upper dorsal pons of HD14 adolescents, and a trend for higher RD in HD16, compared with abstainers. When expecting reward, HD14 had higher MID task success scores than abstainers, and success scores were higher with a lower number of tracts in all adolescents. In symptom‐free community adolescents, a region of lower white matter (WM) integrity in the pons at age 14 was associated with current HD and predicted HD at age 16. HD was related to reward sensitivity. - Some of the metrics are blocked by yourconsent settingsIdentification of neurobehavioural symptom groups based on shared brain mechanisms(2019)
;Ing, Alex ;Sämann, Philipp G. ;Chu, Congying ;Tay, Nicole ;Biondo, Francesca ;Robert, Gabriel ;Jia, Tianye ;Wolfers, Thomas ;Desrivières, Sylvane; ;Bokde, Arun L. W. ;Bromberg, Uli ;Büchel, Christian ;Conrod, Patricia ;Fadai, Tahmine ;Flor, Herta ;Frouin, Vincent ;Garavan, Hugh ;Spechler, Philip A. ;Gowland, Penny ;Grimmer, Yvonne ;Heinz, Andreas ;Ittermann, Bernd ;Kappel, Viola ;Martinot, Jean-Luc ;Meyer-Lindenberg, Andreas ;Millenet, Sabina ;Nees, Frauke ;van Noort, Betteke ;Orfanos, Dimitri Papadopoulos ;Martinot, Marie-Laure Paillère ;Penttilä, Jani; ;Quinlan, Erin Burke ;Smolka, Michael N. ;Stringaris, Argyris ;Struve, Maren ;Veer, Ilya M. ;Walter, Henrik ;Whelan, Robert ;Andreassen, Ole A. ;Agartz, Ingrid ;Lemaitre, Hervé ;Barker, Edward D. ;Ashburner, John ;Binder, Elisabeth ;Buitelaar, Jan ;Marquand, Andre ;Robbins, Trevor W.Schumann, Gunter - Some of the metrics are blocked by yourconsent settingsLinked patterns of biological and environmental covariation with brain structure in adolescence: a population-based longitudinal study(2020)
;Modabbernia, Amirhossein ;Reichenberg, Abraham ;Ing, Alex ;Moser, Dominik A. ;Doucet, Gaelle E. ;Artiges, Eric; ;Barker, Gareth J.; ;Bokde, Arun L. W. ;Quinlan, Erin Burke ;Desrivières, Sylvane ;Flor, Herta ;Fröhner, Juliane H. ;Garavan, Hugh ;Gowland, Penny ;Grigis, Antoine ;Grimmer, Yvonne ;Heinz, Andreas ;Insensee, Corinna ;Ittermann, Bernd ;Martinot, Jean-Luc ;Martinot, Marie-Laure Paillère ;Millenet, Sabina ;Nees, Frauke ;Orfanos, Dimitri Papadopoulos ;Paus, Tomáš ;Penttilä, Jani; ;Smolka, Michael N. ;Stringaris, Argyris ;van Noort, Betteke M. ;Walter, Henrik ;Whelan, Robert ;Schumann, GunterFrangou, Sophia - Some of the metrics are blocked by yourconsent settingsNeurotoxicity of pneumolysin, a major pneumococcal virulence factor, involves calcium influx and depends on activation of p38 mitogen-activated protein kinase(Academic Press Inc Elsevier Science, 2002)
;Stringaris, Argyris ;Geisenhainer, J.; ;Balshusemann, C. ;Lee, U. ;Zysk, G ;Mitchell, T. J.; ;Kuhnt, U. ;Gerber, Joachim; ; ; Neuronal injury in bacterial meningitis is caused by the interplay of host inflammatory responses and direct bacterial toxicity. We investigated the mechanisms by which pneumolysin, a cytosolic pneumococcal protein, induces damage to neurons. The toxicity after exposure of human SH-SY5Y neuroblastoma cells and hippocampal organotypic cultures to pneumolysin was time- and dose-dependent. Pneumolysin led to a strong calcium influx apparently mediated by pores on the cell membrane formed by the toxin itself and not by voltage-gated calcium channels. Buffering of intracellular calcium with BAPTA-AM [1; 2-bis (o-aminophenoxy) ethane N, N, N', N'-tetraacetic acid tetra(acetomethoxyl) ester] improved survival of neuronal cells following challenge with pneumolysin. Western blotting revealed increased phosphorylation of p38 mitogen-activated protein kinase (p38 MAPK) as early as 30 min after challenge with pneumolysin. SB 203580, a potent and selective inhibitor of p38 MAPK, rescued human neuronal cells from pneumolysin-induced death. Inhibition of the mitochondrial permeability transition pore using bongkrekate and caspase inhibition also improved survival following challenge with the toxin. Modulation of cell death pathways activated by pneumolysin may influence the outcome of pneumococcal meningitis. (C) 2003 Elsevier Science (USA). - Some of the metrics are blocked by yourconsent settingsPractitioner Review: Current best practice in the use of parent training and other behavioural interventions in the treatment of children and adolescents with attention deficit hyperactivity disorder(2017)
;Daley, David ;Van Der Oord, Saskia ;Ferrin, Maite ;Cortese, Samuele ;Danckaerts, Marina ;Doepfner, Manfred ;Van den Hoofdakker, Barbara J. ;Coghill, David ;Thompson, Margaret ;Asherson, Philip; ;Brandeis, Daniel ;Buitelaar, Jan ;Dittmann, Ralf W. ;Hollis, Chris; ;Konofal, Eric ;Lecendreux, Michel; ;Santosh, Paramala ;Simonoff, Emily ;Soutullo, Cesar ;Steinhausen, Hans Christoph ;Stringaris, Argyris ;Taylor, Eric ;Wong, Ian C.K. ;Zuddas, AlessandroSonuga-Barke, Edmund J. - Some of the metrics are blocked by yourconsent settingsSubthreshold depression and regional brain volumes in young community adolescents(2015)
;Vulser, Helene ;Lemaitre, Herve ;Artiges, Eric ;Miranda, Ruben ;Penttila, Jani ;Struve, Maren ;Fadai, Tahmine ;Kappel, Viola ;Grimmer, Yvonne ;Goodman, Robert ;Stringaris, Argyris; ;Conrod, Patricia J. ;Frouin, Vincent; ;Barker, Gareth J. ;Bokde, Arun L. W. ;Bromberg, Uli ;Buchel, Christian ;Flor, Herta ;Gallinat, Jürgen ;Garavan, Hugh ;Gowland, Penny ;Heinz, Andreas ;Ittermann, Bernd ;Lawrence, Claire ;Loth, Eva ;Mann, Karl ;Nees, Frauke ;Paus, Tomas ;Pausova, Zdenka ;Rietschel, Marcella ;Robbins, Trevor W. ;Smolka, Michael N. ;Schumann, Gunter ;Martinot, Jean-LucPaillere-Martinot, Marie-LaureOBJECTIVE: Neuroimaging findings have been reported in regions of the brain associated with emotion in both adults and adolescents with depression, but few studies have investigated whether such brain alterations can be detected in adolescents with subthreshold depression, a condition at risk for major depressive disorder. In this study, we searched for differences in brain structure at age 14 years in adolescents with subthreshold depression and their relation to depression at age 16 years.; METHOD: High-resolution structural magnetic resonance imaging was used to assess adolescents with self-reported subthreshold depression (n= 119) and healthy control adolescents (n= 461), all recruited from a community-based sample. Regional gray and white matter volumes were compared across groups using whole-brain voxel-based morphometry. The relationship between subthreshold depression at baseline and depression outcome was explored using causal mediation analyses to search for mediating effects of regional brain volumes.; RESULTS: Adolescents with subthreshold depression had smaller gray matter volume in the ventromedial prefrontal and rostral anterior cingulate cortices and caudates, and smaller white matter volumes in the anterior limb of internal capsules, left forceps minor, and right cingulum. In girls, but not in boys, the relation between subthreshold depression at baseline and high depression score at follow-up was mediated by medial-prefrontal gray matter volume.; CONCLUSION: Subthreshold depression in early adolescence might be associated with smaller gray and white matter volumes in regions of the frontal-striatal-limbic affective circuit, and the occurrence of depression in girls with subthreshold depression might be influenced by medial-prefrontal gray matter volume. However, these findings should be interpreted with caution because of the limitations of the clinical assessment methods. Copyright 2015 American Academy of Child and Adolescent Psychiatry. Published by Elsevier Inc. All rights reserved. - Some of the metrics are blocked by yourconsent settingsThe Brain's Response to Reward Anticipation and Depression in Adolescence: Dimensionality, Specificity, and Longitudinal Predictions in a Community-Based Sample(2015)
;Stringaris, Argyris ;Vidal-Ribas Belil, Pablo ;Artiges, Eric ;Lemaitre, Herve ;Gollier-Briant, Fanny ;Wolke, Selina ;Vulser, Helene ;Miranda, Ruben ;Penttila, Jani ;Struve, Maren ;Fadai, Tahmine ;Kappel, Viola ;Grimmer, Yvonne ;Goodman, Robert; ;Conrod, Patricia J. ;Cattrell, Anna; ;Bokde, Arun L. W. ;Bromberg, Uli ;Buchel, Christian ;Flor, Herta ;Frouin, Vincent ;Gallinat, Jürgen ;Garavan, Hugh ;Gowland, Penny ;Heinz, Andreas ;Ittermann, Bernd ;Nees, Frauke ;Papadopoulos, Dimitri ;Paus, Tomas ;Smolka, Michael N. ;Walter, Henrik ;Whelan, Robert ;Martinot, Jean-Luc ;Schumann, GunterPaillere-Martinot, Marie-LaureOBJECTIVE: The authors examined whether alterations in the brain's reward network operate as a mechanism across the spectrum of risk for depression. They then tested whether these alterations are specific to anhedonia as compared with low mood and whether they are predictive of depressive outcomes.; METHOD: Functional MRI was used to collect blood-oxygen-level-dependent (BOLD) responses to anticipation of reward in the monetary incentive task in 1,576 adolescents in a community-based sample. Adolescents with current subthreshold depression and clinical depression were compared with matched healthy subjects. In addition, BOLD responses were compared across adolescents with anhedonia, low mood, or both symptoms, cross-sectionally and longitudinally.; RESULTS: Activity in the ventral striatum was reduced in participants with subthreshold and clinical depression relative to healthy comparison subjects. Low ventral striatum activation predicted transition to subthreshold or clinical depression in previously healthy adolescents at 2-year follow-up. Brain responses during reward anticipation decreased in a graded manner between healthy adolescents, adolescents with current or future subthreshold depression, and adolescents with current or future clinical depression. Low ventral striatum activity was associated with anhedonia but not low mood; however, the combined presence of both symptoms showed the strongest reductions in the ventral striatum in all analyses.; CONCLUSIONS: The findings suggest that reduced striatal activation operates as a mechanism across the risk spectrum for depression. It is associated with anhedonia in healthy adolescents and is a behavioral indicator of positive valence systems, consistent with predictions based on the Research Domain Criteria. - Some of the metrics are blocked by yourconsent settingsThe initiation of cannabis use in adolescence is predicted by sex‐specific psychosocial and neurobiological features(2018)
;Spechler, Philip A. ;Allgaier, Nicholas ;Chaarani, Bader ;Whelan, Robert ;Watts, Richard ;Orr, Catherine ;Albaugh, Matthew D. ;D’Alberto, Nicholas ;Higgins, Stephen T. ;Hudson, Kelsey E. ;Mackey, Scott ;Potter, Alexandra; ;Bokde, Arun L. W. ;Bromberg, Uli ;Büchel, Christian ;Cattrell, Anna ;Conrod, Patricia J. ;Desrivières, Sylvane ;Flor, Herta ;Frouin, Vincent ;Gallinat, Jürgen ;Gowland, Penny ;Heinz, Andreas ;Ittermann, Bernd ;Martinot, Jean‐Luc ;Paillère Martinot, Marie‐Laure ;Nees, Frauke ;Papadopoulos Orfanos, Dimitri ;Paus, Tomáš; ;Smolka, Michael N. ;Walter, Henrik ;Schumann, Gunter ;Althoff, Robert R. ;Garavan, Hugh ;Mann, Karl ;Struve, Maren ;Rietschel, Marcella ;Spanagel, Rainer ;Fauth‐Bühler, Mira ;Millenet, Sabina ;Grimmer, Yvonne ;Ivanov, Nikolay ;Strache, Nicole ;Rapp, Michael ;Ströhle, Andreas ;Reuter, Jan ;Barbot, Alexis ;Thyreau, Benjamin ;Schwartz, Yannick ;Lalanne, Christophe ;Bricaud, Zuleima ;Briand, Fanny ;Lemaitre, Hervé ;Massicotte, Jessica ;Vulser, Helene ;Pentillä, Jani ;Galinowski, André ;Jia, Tianye ;Werts, Helen ;Topper, Lauren ;Reed, Laurence ;Andrew, Chris ;Mallik, Catherine ;Ruggeri, Barbara ;Nymberg, Charlotte ;Smith, Lindsay ;Loth, Eva ;Havatzias, Stephanie ;Stueber, Kerstin ;Stringaris, Argyris ;Brühl, Ruediger ;Ihlenfeld, Albrecht ;Walaszek, Bernadeta ;Hübner, Thomas ;Müller, Kathrin ;Ripke, Stephan ;Rodehacke, Sarah ;Mennigen, Eva ;Schmidt, Dirk ;Vetter, Nora ;Ziesch, Veronika ;Poline, Jean‐Baptiste ;Fadai, Tahmine ;Yacubian, Juliana ;Lawrence, Claire ;Newman, Craig ;Head, Kay ;Heym, Nadja ;Pausova, Zdenka ;Tahmasebi, Amirand the IMAGEN ConsortiumAbstract Cannabis use initiated during adolescence might precipitate negative consequences in adulthood. Thus, predicting adolescent cannabis use prior to any exposure will inform the aetiology of substance abuse by disentangling predictors from consequences of use. In this prediction study, data were drawn from the IMAGEN sample, a longitudinal study of adolescence. All selected participants ( n = 1,581) were cannabis‐naïve at age 14. Those reporting any cannabis use (out of six ordinal use levels) by age 16 were included in the outcome group ( N = 365, males n = 207). Cannabis‐naïve participants at age 14 and 16 were included in the comparison group ( N = 1,216, males n = 538). Psychosocial, brain and genetic features were measured at age 14 prior to any exposure. Cross‐validated regularized logistic regressions for each use level by sex were used to perform feature selection and obtain prediction error statistics on independent observations. Predictors were probed for sex‐ and drug‐specificity using post‐hoc logistic regressions. Models reliably predicted use as indicated by satisfactory prediction error statistics, and contained psychosocial features common to both sexes. However, males and females exhibited distinct brain predictors that failed to predict use in the opposite sex or predict binge drinking in independent samples of same‐sex participants. Collapsed across sex, genetic variation on catecholamine and opioid receptors marginally predicted use. Using machine learning techniques applied to a large multimodal dataset, we identified a risk profile containing psychosocial and sex‐specific brain prognostic markers, which were likely to precede and influence cannabis initiation.