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1. Effects of complement gene-set polygenic risk score on brain volume and cortical measures in patients with psychotic disorders and healthy controls.

Author

Holland JF, Cosgrove D, Whitton L, Harold D, Corvin A, Gill M, Mothersill DO, Morris DW, and Donohoe G

Subjects
Adult, Brain metabolism, Case-Control Studies, Cerebral Cortex metabolism, Complement C4 genetics, Female, Follow-Up Studies, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Ireland epidemiology, Male, Prognosis, Psychotic Disorders epidemiology, Psychotic Disorders genetics, Risk Factors, Brain pathology, Cerebral Cortex pathology, Genetic Markers, Immunologic Factors genetics, Multifactorial Inheritance, Polymorphism, Single Nucleotide, Psychotic Disorders pathology
Abstract

Multiple genome-wide association studies of schizophrenia have reported associations between genetic variants within the MHC region and disease risk, an association that has been partially accounted for by alleles of the complement component 4 (C4) gene. Following on previous findings of association between both C4 and other complement-related variants and memory function, we tested the hypothesis that polygenic scores calculated based on identified schizophrenia risk alleles within the "complement" system would be broadly associated with memory function and associated brain structure. We tested this using a polygenic risk score (PRS) calculated for complement genes, but excluding C4 variants. Higher complement-based PRS scores were observed to be associated with lower memory scores for the sample as a whole (N = 620, F change = 8.25; p = .004). A significant association between higher PRS and lower hippocampal volume was also observed (N = 216, R 2 change = 0.016, p = .015). However, after correcting for further testing of association with the more general indices of cortical thickness, surface area or total brain volume, none of which were associated with complement, the association with hippocampal volume became non-significant. A post-hoc analysis of hippocampal subfields suggested an association between complement PRS and several hippocampal subfields, findings that appeared to be particularly driven by the patient sample. In conclusion, our study yielded suggestive evidence of association between complement-based schizophrenia PRS and variation in memory function and hippocampal volume., (© 2020 Wiley Periodicals LLC.)

Published
2020
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2. Neuroharmony: A new tool for harmonizing volumetric MRI data from unseen scanners.

Author

Garcia-Dias R, Scarpazza C, Baecker L, Vieira S, Pinaya WHL, Corvin A, Redolfi A, Nelson B, Crespo-Facorro B, McDonald C, Tordesillas-Gutiérrez D, Cannon D, Mothersill D, Hernaus D, Morris D, Setien-Suero E, Donohoe G, Frisoni G, Tronchin G, Sato J, Marcelis M, Kempton M, van Haren NEM, Gruber O, McGorry P, Amminger P, McGuire P, Gong Q, Kahn RS, Ayesa-Arriola R, van Amelsvoort T, Ortiz-García de la Foz V, Calhoun V, Cahn W, and Mechelli A

Subjects
Adolescent, Adult, Aged, Female, Humans, Machine Learning, Male, Middle Aged, Young Adult, Brain diagnostic imaging, Image Processing, Computer-Assisted methods, Magnetic Resonance Imaging methods, Neuroimaging methods, Software
Published
2020
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3. Detecting schizophrenia at the level of the individual: relative diagnostic value of whole-brain images, connectome-wide functional connectivity and graph-based metrics.

Author

Lei D, Pinaya WHL, van Amelsvoort T, Marcelis M, Donohoe G, Mothersill DO, Corvin A, Gill M, Vieira S, Huang X, Lui S, Scarpazza C, Young J, Arango C, Bullmore E, Qiyong G, McGuire P, and Mechelli A

Subjects
Adult, Case-Control Studies, Female, Humans, Magnetic Resonance Imaging, Male, Middle Aged, Schizophrenia physiopathology, Severity of Illness Index, Support Vector Machine, Young Adult, Brain physiopathology, Connectome, Schizophrenia diagnostic imaging
Abstract

Background: Previous studies using resting-state functional neuroimaging have revealed alterations in whole-brain images, connectome-wide functional connectivity and graph-based metrics in groups of patients with schizophrenia relative to groups of healthy controls. However, it is unclear which of these measures best captures the neural correlates of this disorder at the level of the individual patient., Methods: Here we investigated the relative diagnostic value of these measures. A total of 295 patients with schizophrenia and 452 healthy controls were investigated using resting-state functional Magnetic Resonance Imaging at five research centres. Connectome-wide functional networks were constructed by thresholding correlation matrices of 90 brain regions, and their topological properties were analyzed using graph theory-based methods. Single-subject classification was performed using three machine learning (ML) approaches associated with varying degrees of complexity and abstraction, namely logistic regression, support vector machine and deep learning technology., Results: Connectome-wide functional connectivity allowed single-subject classification of patients and controls with higher accuracy (average: 81%) than both whole-brain images (average: 53%) and graph-based metrics (average: 69%). Classification based on connectome-wide functional connectivity was driven by a distributed bilateral network including the thalamus and temporal regions., Conclusion: These results were replicated across the three employed ML approaches. Connectome-wide functional connectivity permits differentiation of patients with schizophrenia from healthy controls at single-subject level with greater accuracy; this pattern of results is consistent with the 'dysconnectivity hypothesis' of schizophrenia, which states that the neural basis of the disorder is best understood in terms of system-level functional connectivity alterations.

Published
2020
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4. Cortical patterning of abnormal morphometric similarity in psychosis is associated with brain expression of schizophrenia-related genes.

Author

Morgan SE, Seidlitz J, Whitaker KJ, Romero-Garcia R, Clifton NE, Scarpazza C, van Amelsvoort T, Marcelis M, van Os J, Donohoe G, Mothersill D, Corvin A, Pocklington A, Raznahan A, McGuire P, Vértes PE, and Bullmore ET

Subjects
Adult, Case-Control Studies, Female, Humans, Male, Middle Aged, Brain diagnostic imaging, Brain metabolism, Brain pathology, Gene Expression Regulation, Nerve Net diagnostic imaging, Nerve Net metabolism, Nerve Net pathology, Neural Pathways metabolism, Neural Pathways pathology, Neuroimaging, Psychotic Disorders diagnostic imaging, Psychotic Disorders metabolism, Psychotic Disorders pathology, Schizophrenia diagnostic imaging, Schizophrenia metabolism
Abstract

Schizophrenia has been conceived as a disorder of brain connectivity, but it is unclear how this network phenotype is related to the underlying genetics. We used morphometric similarity analysis of MRI data as a marker of interareal cortical connectivity in three prior case-control studies of psychosis: in total, n = 185 cases and n = 227 controls. Psychosis was associated with globally reduced morphometric similarity in all three studies. There was also a replicable pattern of case-control differences in regional morphometric similarity, which was significantly reduced in patients in frontal and temporal cortical areas but increased in parietal cortex. Using prior brain-wide gene expression data, we found that the cortical map of case-control differences in morphometric similarity was spatially correlated with cortical expression of a weighted combination of genes enriched for neurobiologically relevant ontology terms and pathways. In addition, genes that were normally overexpressed in cortical areas with reduced morphometric similarity were significantly up-regulated in three prior post mortem studies of schizophrenia. We propose that this combined analysis of neuroimaging and transcriptional data provides insight into how previously implicated genes and proteins as well as a number of unreported genes in their topological vicinity on the protein interaction network may drive structural brain network changes mediating the genetic risk of schizophrenia., Competing Interests: Conflict of interest statement: E.T.B. is employed half-time by the University of Cambridge and half-time by GlaxoSmithKline; he holds stock in GlaxoSmithKline., (Copyright © 2019 the Author(s). Published by PNAS.)

Published
2019
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5. Cortical Brain Abnormalities in 4474 Individuals With Schizophrenia and 5098 Control Subjects via the Enhancing Neuro Imaging Genetics Through Meta Analysis (ENIGMA) Consortium.

Author

van Erp TGM, Walton E, Hibar DP, Schmaal L, Jiang W, Glahn DC, Pearlson GD, Yao N, Fukunaga M, Hashimoto R, Okada N, Yamamori H, Bustillo JR, Clark VP, Agartz I, Mueller BA, Cahn W, de Zwarte SMC, Hulshoff Pol HE, Kahn RS, Ophoff RA, van Haren NEM, Andreassen OA, Dale AM, Doan NT, Gurholt TP, Hartberg CB, Haukvik UK, Jørgensen KN, Lagerberg TV, Melle I, Westlye LT, Gruber O, Kraemer B, Richter A, Zilles D, Calhoun VD, Crespo-Facorro B, Roiz-Santiañez R, Tordesillas-Gutiérrez D, Loughland C, Carr VJ, Catts S, Cropley VL, Fullerton JM, Green MJ, Henskens FA, Jablensky A, Lenroot RK, Mowry BJ, Michie PT, Pantelis C, Quidé Y, Schall U, Scott RJ, Cairns MJ, Seal M, Tooney PA, Rasser PE, Cooper G, Shannon Weickert C, Weickert TW, Morris DW, Hong E, Kochunov P, Beard LM, Gur RE, Gur RC, Satterthwaite TD, Wolf DH, Belger A, Brown GG, Ford JM, Macciardi F, Mathalon DH, O'Leary DS, Potkin SG, Preda A, Voyvodic J, Lim KO, McEwen S, Yang F, Tan Y, Tan S, Wang Z, Fan F, Chen J, Xiang H, Tang S, Guo H, Wan P, Wei D, Bockholt HJ, Ehrlich S, Wolthusen RPF, King MD, Shoemaker JM, Sponheim SR, De Haan L, Koenders L, Machielsen MW, van Amelsvoort T, Veltman DJ, Assogna F, Banaj N, de Rossi P, Iorio M, Piras F, Spalletta G, McKenna PJ, Pomarol-Clotet E, Salvador R, Corvin A, Donohoe G, Kelly S, Whelan CD, Dickie EW, Rotenberg D, Voineskos AN, Ciufolini S, Radua J, Dazzan P, Murray R, Reis Marques T, Simmons A, Borgwardt S, Egloff L, Harrisberger F, Riecher-Rössler A, Smieskova R, Alpert KI, Wang L, Jönsson EG, Koops S, Sommer IEC, Bertolino A, Bonvino A, Di Giorgio A, Neilson E, Mayer AR, Stephen JM, Kwon JS, Yun JY, Cannon DM, McDonald C, Lebedeva I, Tomyshev AS, Akhadov T, Kaleda V, Fatouros-Bergman H, Flyckt L, Busatto GF, Rosa PGP, Serpa MH, Zanetti MV, Hoschl C, Skoch A, Spaniel F, Tomecek D, Hagenaars SP, McIntosh AM, Whalley HC, Lawrie SM, Knöchel C, Oertel-Knöchel V, Stäblein M, Howells FM, Stein DJ, Temmingh HS, Uhlmann A, Lopez-Jaramillo C, Dima D, McMahon A, Faskowitz JI, Gutman BA, Jahanshad N, Thompson PM, and Turner JA

Subjects
Adolescent, Adult, Age of Onset, Aged, Brain diagnostic imaging, Case-Control Studies, Child, Female, Frontal Lobe diagnostic imaging, Frontal Lobe pathology, Humans, Linear Models, Magnetic Resonance Imaging, Male, Middle Aged, Neuroimaging, Prefrontal Cortex diagnostic imaging, Prefrontal Cortex pathology, Severity of Illness Index, Temporal Lobe diagnostic imaging, Temporal Lobe pathology, Young Adult, Brain pathology, Schizophrenia diagnostic imaging, Schizophrenia pathology
Abstract

Background: The profile of cortical neuroanatomical abnormalities in schizophrenia is not fully understood, despite hundreds of published structural brain imaging studies. This study presents the first meta-analysis of cortical thickness and surface area abnormalities in schizophrenia conducted by the ENIGMA (Enhancing Neuro Imaging Genetics through Meta Analysis) Schizophrenia Working Group., Methods: The study included data from 4474 individuals with schizophrenia (mean age, 32.3 years; range, 11-78 years; 66% male) and 5098 healthy volunteers (mean age, 32.8 years; range, 10-87 years; 53% male) assessed with standardized methods at 39 centers worldwide., Results: Compared with healthy volunteers, individuals with schizophrenia have widespread thinner cortex (left/right hemisphere: Cohen's d = -0.530/-0.516) and smaller surface area (left/right hemisphere: Cohen's d = -0.251/-0.254), with the largest effect sizes for both in frontal and temporal lobe regions. Regional group differences in cortical thickness remained significant when statistically controlling for global cortical thickness, suggesting regional specificity. In contrast, effects for cortical surface area appear global. Case-control, negative, cortical thickness effect sizes were two to three times larger in individuals receiving antipsychotic medication relative to unmedicated individuals. Negative correlations between age and bilateral temporal pole thickness were stronger in individuals with schizophrenia than in healthy volunteers. Regional cortical thickness showed significant negative correlations with normalized medication dose, symptom severity, and duration of illness and positive correlations with age at onset., Conclusions: The findings indicate that the ENIGMA meta-analysis approach can achieve robust findings in clinical neuroscience studies; also, medication effects should be taken into account in future genetic association studies of cortical thickness in schizophrenia., (Copyright © 2018 Society of Biological Psychiatry. Published by Elsevier Inc. All rights reserved.)

Published
2018
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6. Effects of MiR-137 genetic risk score on brain volume and cortical measures in patients with schizophrenia and controls.

Author

Cosgrove D, Mothersill DO, Whitton L, Harold D, Kelly S, Holleran L, Holland J, Anney R, Richards A, Mantripragada K, Owen M, O'Donovan MC, Gill M, Corvin A, Morris DW, and Donohoe G

Subjects
Adult, Brain metabolism, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Male, Multifactorial Inheritance, Neuropsychological Tests, Polymorphism, Single Nucleotide, Psychotic Disorders genetics, Psychotic Disorders metabolism, Psychotic Disorders pathology, Risk Factors, Schizophrenia metabolism, Schizophrenia pathology, Brain pathology, MicroRNAs genetics, Schizophrenia genetics
Abstract

Multiple genome-wide association studies of schizophrenia have implicated genetic variants within the gene encoding microRNA-137. As risk variants within or regulated by MIR137 have been implicated in memory performance, we investigated the additive effects of schizophrenia-associated risk variants in genes empirically regulated by MIR137 on brain regions associated with memory function. A polygenic risk score (PRS) was calculated (at a p = 0.05 threshold), using this empirically regulated MIR137 gene set, to investigate associations between this PRS and structural brain measures. These measures included total brain volume, cortical thickness, cortical surface area, and hippocampal volume, in a sample of 216 individuals consisting of healthy participants (n = 171) and patients with psychosis (n = 45). We did not observe a significant association between MIR137 PRS and these cortical thickness, surface area or hippocampal volume measures linked to memory function; a significant association between increasing PRS and decreasing total brain volume, independent of diagnosis status (R 2  = 0.008, Beta = -0.09, p = 0.029), was observed. This did not survive correction for multiple testing. In conclusion, our study yielded only suggestive evidence that risk variants interacting with MIR137 impacts on cortical structure., (© 2018 Wiley Periodicals, Inc.)

Published
2018
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7. Human subcortical brain asymmetries in 15,847 people worldwide reveal effects of age and sex.

Author

Guadalupe T, Mathias SR, vanErp TGM, Whelan CD, Zwiers MP, Abe Y, Abramovic L, Agartz I, Andreassen OA, Arias-Vásquez A, Aribisala BS, Armstrong NJ, Arolt V, Artiges E, Ayesa-Arriola R, Baboyan VG, Banaschewski T, Barker G, Bastin ME, Baune BT, Blangero J, Bokde ALW, Boedhoe PSW, Bose A, Brem S, Brodaty H, Bromberg U, Brooks S, Büchel C, Buitelaar J, Calhoun VD, Cannon DM, Cattrell A, Cheng Y, Conrod PJ, Conzelmann A, Corvin A, Crespo-Facorro B, Crivello F, Dannlowski U, de Zubicaray GI, de Zwarte SMC, Deary IJ, Desrivières S, Doan NT, Donohoe G, Dørum ES, Ehrlich S, Espeseth T, Fernández G, Flor H, Fouche JP, Frouin V, Fukunaga M, Gallinat J, Garavan H, Gill M, Suarez AG, Gowland P, Grabe HJ, Grotegerd D, Gruber O, Hagenaars S, Hashimoto R, Hauser TU, Heinz A, Hibar DP, Hoekstra PJ, Hoogman M, Howells FM, Hu H, Hulshoff Pol HE, Huyser C, Ittermann B, Jahanshad N, Jönsson EG, Jurk S, Kahn RS, Kelly S, Kraemer B, Kugel H, Kwon JS, Lemaitre H, Lesch KP, Lochner C, Luciano M, Marquand AF, Martin NG, Martínez-Zalacaín I, Martinot JL, Mataix-Cols D, Mather K, McDonald C, McMahon KL, Medland SE, Menchón JM, Morris DW, Mothersill O, Maniega SM, Mwangi B, Nakamae T, Nakao T, Narayanaswaamy JC, Nees F, Nordvik JE, Onnink AMH, Opel N, Ophoff R, Paillère Martinot ML, Papadopoulos Orfanos D, Pauli P, Paus T, Poustka L, Reddy JY, Renteria ME, Roiz-Santiáñez R, Roos A, Royle NA, Sachdev P, Sánchez-Juan P, Schmaal L, Schumann G, Shumskaya E, Smolka MN, Soares JC, Soriano-Mas C, Stein DJ, Strike LT, Toro R, Turner JA, Tzourio-Mazoyer N, Uhlmann A, Hernández MV, van den Heuvel OA, van der Meer D, van Haren NEM, Veltman DJ, Venkatasubramanian G, Vetter NC, Vuletic D, Walitza S, Walter H, Walton E, Wang Z, Wardlaw J, Wen W, Westlye LT, Whelan R, Wittfeld K, Wolfers T, Wright MJ, Xu J, Xu X, Yun JY, Zhao J, Franke B, Thompson PM, Glahn DC, Mazoyer B, Fisher SE, and Francks C

Subjects
Adolescent, Adult, Aged, Aging genetics, Brain anatomy & histology, Female, Humans, Magnetic Resonance Imaging, Male, Meta-Analysis as Topic, Middle Aged, Organ Size, Quantitative Trait, Heritable, Young Adult, Aging pathology, Brain diagnostic imaging, Functional Laterality genetics, Sex Characteristics
Abstract

The two hemispheres of the human brain differ functionally and structurally. Despite over a century of research, the extent to which brain asymmetry is influenced by sex, handedness, age, and genetic factors is still controversial. Here we present the largest ever analysis of subcortical brain asymmetries, in a harmonized multi-site study using meta-analysis methods. Volumetric asymmetry of seven subcortical structures was assessed in 15,847 MRI scans from 52 datasets worldwide. There were sex differences in the asymmetry of the globus pallidus and putamen. Heritability estimates, derived from 1170 subjects belonging to 71 extended pedigrees, revealed that additive genetic factors influenced the asymmetry of these two structures and that of the hippocampus and thalamus. Handedness had no detectable effect on subcortical asymmetries, even in this unprecedented sample size, but the asymmetry of the putamen varied with age. Genetic drivers of asymmetry in the hippocampus, thalamus and basal ganglia may affect variability in human cognition, including susceptibility to psychiatric disorders.

Published
2017
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8. Common genetic variants influence human subcortical brain structures.

Author

Hibar DP, Stein JL, Renteria ME, Arias-Vasquez A, Desrivières S, Jahanshad N, Toro R, Wittfeld K, Abramovic L, Andersson M, Aribisala BS, Armstrong NJ, Bernard M, Bohlken MM, Boks MP, Bralten J, Brown AA, Chakravarty MM, Chen Q, Ching CR, Cuellar-Partida G, den Braber A, Giddaluru S, Goldman AL, Grimm O, Guadalupe T, Hass J, Woldehawariat G, Holmes AJ, Hoogman M, Janowitz D, Jia T, Kim S, Klein M, Kraemer B, Lee PH, Olde Loohuis LM, Luciano M, Macare C, Mather KA, Mattheisen M, Milaneschi Y, Nho K, Papmeyer M, Ramasamy A, Risacher SL, Roiz-Santiañez R, Rose EJ, Salami A, Sämann PG, Schmaal L, Schork AJ, Shin J, Strike LT, Teumer A, van Donkelaar MM, van Eijk KR, Walters RK, Westlye LT, Whelan CD, Winkler AM, Zwiers MP, Alhusaini S, Athanasiu L, Ehrlich S, Hakobjan MM, Hartberg CB, Haukvik UK, Heister AJ, Hoehn D, Kasperaviciute D, Liewald DC, Lopez LM, Makkinje RR, Matarin M, Naber MA, McKay DR, Needham M, Nugent AC, Pütz B, Royle NA, Shen L, Sprooten E, Trabzuni D, van der Marel SS, van Hulzen KJ, Walton E, Wolf C, Almasy L, Ames D, Arepalli S, Assareh AA, Bastin ME, Brodaty H, Bulayeva KB, Carless MA, Cichon S, Corvin A, Curran JE, Czisch M, de Zubicaray GI, Dillman A, Duggirala R, Dyer TD, Erk S, Fedko IO, Ferrucci L, Foroud TM, Fox PT, Fukunaga M, Gibbs JR, Göring HH, Green RC, Guelfi S, Hansell NK, Hartman CA, Hegenscheid K, Heinz A, Hernandez DG, Heslenfeld DJ, Hoekstra PJ, Holsboer F, Homuth G, Hottenga JJ, Ikeda M, Jack CR Jr, Jenkinson M, Johnson R, Kanai R, Keil M, Kent JW Jr, Kochunov P, Kwok JB, Lawrie SM, Liu X, Longo DL, McMahon KL, Meisenzahl E, Melle I, Mohnke S, Montgomery GW, Mostert JC, Mühleisen TW, Nalls MA, Nichols TE, Nilsson LG, Nöthen MM, Ohi K, Olvera RL, Perez-Iglesias R, Pike GB, Potkin SG, Reinvang I, Reppermund S, Rietschel M, Romanczuk-Seiferth N, Rosen GD, Rujescu D, Schnell K, Schofield PR, Smith C, Steen VM, Sussmann JE, Thalamuthu A, Toga AW, Traynor BJ, Troncoso J, Turner JA, Valdés Hernández MC, van 't Ent D, van der Brug M, van der Wee NJ, van Tol MJ, Veltman DJ, Wassink TH, Westman E, Zielke RH, Zonderman AB, Ashbrook DG, Hager R, Lu L, McMahon FJ, Morris DW, Williams RW, Brunner HG, Buckner RL, Buitelaar JK, Cahn W, Calhoun VD, Cavalleri GL, Crespo-Facorro B, Dale AM, Davies GE, Delanty N, Depondt C, Djurovic S, Drevets WC, Espeseth T, Gollub RL, Ho BC, Hoffmann W, Hosten N, Kahn RS, Le Hellard S, Meyer-Lindenberg A, Müller-Myhsok B, Nauck M, Nyberg L, Pandolfo M, Penninx BW, Roffman JL, Sisodiya SM, Smoller JW, van Bokhoven H, van Haren NE, Völzke H, Walter H, Weiner MW, Wen W, White T, Agartz I, Andreassen OA, Blangero J, Boomsma DI, Brouwer RM, Cannon DM, Cookson MR, de Geus EJ, Deary IJ, Donohoe G, Fernández G, Fisher SE, Francks C, Glahn DC, Grabe HJ, Gruber O, Hardy J, Hashimoto R, Hulshoff Pol HE, Jönsson EG, Kloszewska I, Lovestone S, Mattay VS, Mecocci P, McDonald C, McIntosh AM, Ophoff RA, Paus T, Pausova Z, Ryten M, Sachdev PS, Saykin AJ, Simmons A, Singleton A, Soininen H, Wardlaw JM, Weale ME, Weinberger DR, Adams HH, Launer LJ, Seiler S, Schmidt R, Chauhan G, Satizabal CL, Becker JT, Yanek L, van der Lee SJ, Ebling M, Fischl B, Longstreth WT Jr, Greve D, Schmidt H, Nyquist P, Vinke LN, van Duijn CM, Xue L, Mazoyer B, Bis JC, Gudnason V, Seshadri S, Ikram MA, Martin NG, Wright MJ, Schumann G, Franke B, Thompson PM, and Medland SE

Subjects
Adolescent, Adult, Aged, Aged, 80 and over, Aging genetics, Apoptosis genetics, Caudate Nucleus anatomy & histology, Child, Female, Gene Expression Regulation, Developmental genetics, Genetic Loci genetics, Hippocampus anatomy & histology, Humans, Magnetic Resonance Imaging, Male, Membrane Proteins genetics, Middle Aged, Organ Size genetics, Putamen anatomy & histology, Sex Characteristics, Skull anatomy & histology, Young Adult, Brain anatomy & histology, Genetic Variation genetics, Genome-Wide Association Study
Abstract

The highly complex structure of the human brain is strongly shaped by genetic influences. Subcortical brain regions form circuits with cortical areas to coordinate movement, learning, memory and motivation, and altered circuits can lead to abnormal behaviour and disease. To investigate how common genetic variants affect the structure of these brain regions, here we conduct genome-wide association studies of the volumes of seven subcortical regions and the intracranial volume derived from magnetic resonance images of 30,717 individuals from 50 cohorts. We identify five novel genetic variants influencing the volumes of the putamen and caudate nucleus. We also find stronger evidence for three loci with previously established influences on hippocampal volume and intracranial volume. These variants show specific volumetric effects on brain structures rather than global effects across structures. The strongest effects were found for the putamen, where a novel intergenic locus with replicable influence on volume (rs945270; P = 1.08 × 10(-33); 0.52% variance explained) showed evidence of altering the expression of the KTN1 gene in both brain and blood tissue. Variants influencing putamen volume clustered near developmental genes that regulate apoptosis, axon guidance and vesicle transport. Identification of these genetic variants provides insight into the causes of variability in human brain development, and may help to determine mechanisms of neuropsychiatric dysfunction.

Published
2015
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9. The miR-137 schizophrenia susceptibility variant rs1625579 does not predict variability in brain volume in a sample of schizophrenic patients and healthy individuals.

Author

Rose EJ, Morris DW, Fahey C, Cannon D, McDonald C, Scanlon C, Kelly S, Gill M, Corvin A, and Donohoe G

Subjects
Adult, Case-Control Studies, Cerebral Cortex pathology, Demography, Female, Humans, Male, Organ Size genetics, Brain pathology, Genetic Predisposition to Disease, MicroRNAs genetics, Polymorphism, Single Nucleotide genetics, Schizophrenia genetics
Abstract

The micro RNA 137 (miR-137) variant rs1625579 has been identified as a genome-wide significant risk variant for schizophrenia. miR-137 has an established role in neurodevelopment and may mediate cognitive dysfunction in schizophrenia. This role of miR-137 may be related to changes in brain morphology for risk-related genotypes; however this has not yet been delineated. Here we considered whether rs1625579 genotype was predictive of indices of brain structure in patients with schizophrenia and healthy controls. Structural magnetic resonance imaging (sMRI) data (i.e. 3T T1-TFE or 1.5T T1-MPRAGE) were acquired from 150 healthy controls and 163 schizophrenic patients. Two volumetric analyses that considered the impact of miR-137/rs1625579 genotype were carried out on sMRI data. In the first analysis, voxel based morphometry was employed to consider genotype-related variability in local grey and white matter across the entire brain volume. Our secondary analysis utilized the FIRST protocol in FSL to consider the volume of subcortical structures (i.e. bilateral accumbens, amygdala, caudate, hippocampus, pallidum, putamen and thalamus). Several brain regions in both analyses demonstrated the expected main effect of participant group (i.e. schizophrenics < controls), yet there were no regions where we observed an impact of rs1635579 genotype on brain volume. Our analyses suggest that the mechanism by which miR-137 confers risk for schizophrenia and impacts upon cognitive function may not be mediated by changes in local brain volume. However, it remains to be determined whether or not alternative measures of brain structure are related to these functions of miR-137., (© 2014 Wiley Periodicals, Inc.)

Published
2014
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10. The phenotypic manifestations of rare CNVs in schizophrenia.

Author

Merikangas AK, Segurado R, Cormican P, Heron EA, Anney RJ, Moore S, Kelleher E, Hargreaves A, Anderson-Schmidt H, Gill M, Gallagher L, and Corvin A

Subjects
Family, Female, Genetic Predisposition to Disease, Humans, Ireland, Logistic Models, Male, Paternal Age, Phenotype, Schizophrenia epidemiology, White People genetics, Brain metabolism, DNA Copy Number Variations, Schizophrenia genetics, Schizophrenia metabolism
Abstract

There is compelling evidence for the role of copy number variants (CNVs) in schizophrenia susceptibility, and it has been estimated that up to 2-3% of schizophrenia cases may carry rare CNVs. Despite evidence that these events are associated with an increased risk across categorical neurodevelopmental disorders, there is limited understanding of the impact of CNVs on the core features of disorders like schizophrenia. Our objective was to evaluate associations between rare CNVs in differentially brain expressed (BE) genes and the core features and clinical correlates of schizophrenia. The sample included 386 cases of Irish ancestry with a diagnosis of schizophrenia, at least one rare CNV impacting any gene, and a core set of phenotypic measures. Statistically significant associations between deletions in differentially BE genes were found for family history of mental illness (decreased prevalence of all CNVs and deletions, unadjusted and adjusted) and for paternal age (increase in deletions only, unadjusted, among those with later ages at birth of patient). The strong effect of a lack of a family history on BE genes suggests that CNVs may comprise one pathway to schizophrenia, whereas a positive family history could index other genetic mechanisms that increase schizophrenia vulnerability. To our knowledge, this is the first investigation of the association between genome-wide CNVs and risk factors and sub-phenotypic features of schizophrenia beyond cognitive function., (Copyright © 2014 Elsevier B.V. All rights reserved.)

Published
2014
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11. Effects of a novel schizophrenia risk variant rs7914558 at CNNM2 on brain structure and attributional style.

Author

Rose EJ, Hargreaves A, Morris D, Fahey C, Tropea D, Cummings E, Caltagirone C, Bossù P, Chiapponi C, Piras F, Spalletta G, Gill M, Corvin A, and Donohoe G

Subjects
Adolescent, Adult, Aged, Alleles, Analysis of Variance, Case-Control Studies, Cation Transport Proteins, Cyclins genetics, Emotional Intelligence genetics, Genetic Predisposition to Disease, Genome-Wide Association Study, Gyrus Cinguli pathology, Humans, Ireland, Italy, Linkage Disequilibrium, Magnetic Resonance Imaging methods, Middle Aged, Neuropsychological Tests statistics & numerical data, Organ Size, Polymorphism, Single Nucleotide physiology, Schizophrenia pathology, Temporal Lobe pathology, Young Adult, Brain pathology, Cyclins physiology, Internal-External Control, Schizophrenia genetics, Schizophrenic Psychology
Abstract

Background: A single nucleotide polymorphism (rs7914558) within the cyclin M2 (CNNM2) gene was recently identified as a common risk variant for schizophrenia. The mechanism by which CNNM2 confers risk is unknown., Aims: To determine the impact of the rs7914558 risk 'G' allele [corrected] on measures of neurocognition, social cognition and brain structure., Method: Patients with schizophrenia (n = 400) and healthy controls (n = 160) completed measures of neuropsychological function and social cognition. Structural magnetic resonance imaging data were also acquired from an overlapping sample of Irish healthy controls (n = 159) and an independent sample of Italian patients (n = 82) and healthy controls (n = 39)., Results: No effects of genotype on neuropsychological test performance were observed. However, a dosage effect of the risk allele was found for an index of social cognition (i.e. attributional style), such that risk status was associated with reduced self-serving bias across groups (GG>AG>AA, P<0.05). Using voxel-based morphometry to investigate neuroanatomical regions putatively supporting social cognition, risk carriers had relatively increased grey matter volume in the right temporal pole and right anterior cingulate cortex (Pcorrected<0.05) in the Irish healthy controls sample; neuroanatomical associations between CNNM2 and grey matter volume in anterior cingulate cortex were also observed in the Italian schizophrenia and healthy controls samples., Conclusions: Although the biological role of CNNM2 in schizophrenia remains unknown, these data suggest that this CNNM2 risk variant rs7914558 may have an impact on neural systems relevant to social cognition. How such effects may mediate the relationship between genotype and disease risk remains to be established.

Published
2014
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12. The role of the major histocompatibility complex region in cognition and brain structure: a schizophrenia GWAS follow-up.

Author

Walters JT, Rujescu D, Franke B, Giegling I, Vásquez AA, Hargreaves A, Russo G, Morris DW, Hoogman M, Da Costa A, Moskvina V, Fernández G, Gill M, Corvin A, O'Donovan MC, Donohoe G, and Owen MJ

Subjects
Adolescent, Adult, Aged, Brain physiopathology, Case-Control Studies, Chromosomes, Human, Pair 6 genetics, Cognition Disorders physiopathology, Cross-Cultural Comparison, Follow-Up Studies, Genetic Loci genetics, Genotype, Germany, Hippocampus pathology, Humans, Ireland, Magnetic Resonance Imaging, Memory, Episodic, Middle Aged, Neurogranin genetics, Neuropsychological Tests, Polymorphism, Single Nucleotide genetics, Schizophrenia physiopathology, Young Adult, Brain pathology, Cognition Disorders genetics, Cognition Disorders pathology, Genome-Wide Association Study, Major Histocompatibility Complex genetics, Schizophrenia genetics, Schizophrenia pathology, Schizophrenic Psychology
Abstract

OBJECTIVE The authors investigated the effects of recently identified genome-wide significant schizophrenia genetic risk variants on cognition and brain structure. METHOD A panel of six single-nucleotide polymorphisms (SNPs) was selected to represent genome-wide significant loci from three recent genome-wide association studies (GWAS) for schizophrenia and was tested for association with cognitive measures in 346 patients with schizophrenia and 2,342 healthy comparison subjects. Nominally significant results were evaluated for replication in an independent case-control sample. For SNPs showing evidence of association with cognition, associations with brain structural volumes were investigated in a large independent healthy comparison sample. RESULTS Five of the six SNPs showed no significant association with any cognitive measure. One marker in the major histocompatibility complex (MHC) region, rs6904071, showed independent, replicated evidence of association with delayed episodic memory and was significant when both samples were combined. In the combined sample of up to 3,100 individuals, this SNP was associated with widespread effects across cognitive domains, although these additional associations were no longer significant after adjusting for delayed episodic memory. In the large independent structural imaging sample, the same SNP was also associated with decreased hippocampal volume. CONCLUSIONS The authors identified a SNP in the MHC region that was associated with cognitive performance in patients with schizophrenia and healthy comparison subjects. This SNP, rs6904071, showed a replicated association with episodic memory and hippocampal volume. These findings implicate the MHC region in hippocampal structure and functioning, consistent with the role of MHC proteins in synaptic development and function. Follow-up of these results has the potential to provide insights into the pathophysiology of schizophrenia and cognition.

Published
2013
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13. The effect of the neurogranin schizophrenia risk variant rs12807809 on brain structure and function.

Author

Rose EJ, Morris DW, Fahey C, Robertson IH, Greene C, O'Doherty J, Newell FN, Garavan H, McGrath J, Bokde A, Tropea D, Gill M, Corvin AP, and Donohoe G

Subjects
Adult, Alleles, Female, Genotype, Humans, Magnetic Resonance Imaging, Male, Memory, Short-Term, Schizophrenia pathology, Schizophrenia physiopathology, Young Adult, Brain pathology, Brain physiopathology, Genetic Predisposition to Disease, Neurogranin genetics, Polymorphism, Single Nucleotide, Schizophrenia genetics
Abstract

A single nucleotide polymorphism rs12807809 located upstream of the neurogranin (NRGN) gene has been identified as a risk variant for schizophrenia in recent genome-wide association studies. To date, there has been little investigation of the endophenotypic consequences of this variant, and our own investigations have suggested that the effects of this gene are not apparent at the level of cognitive function in patients or controls. Because the impact of risk variants may be more apparent at the level of brain, the aim of this investigation was to delineate whether NRGN genotype predicted variability in brain structure and/or function. Healthy individuals participated in structural (N = 140) and/or functional (N = 36) magnetic resonance imaging (s/fMRI). Voxel-based morphometry was used to compare gray and white matter volumes between carriers of the non-risk C allele (i.e., CC/CT) and those who were homozygous for the risk T allele. Functional imaging data were acquired during the performance of a spatial working memory task, and were also analyzed with respect to the difference between C carriers and T homozygotes. There was no effect of the NRGN variant rs12807809 on behavioral performance or brain structure. However, there was a main effect of genotype on brain activity during performance of the working memory task, such that while C carriers exhibited a load-independent decrease in left superior frontal gyrus/BA10, TT individuals failed to show a similar decrease in activity. The failure to disengage this ventromedial prefrontal region, despite preserved performance, may be indicative of a reduction in processing efficiency in healthy TT carriers. Although it remains to be established whether this holds true in larger samples and in patient cohorts, if valid, this suggests a potential mechanism by which NRGN variability might contribute to schizophrenia risk.

Published
2012
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14. Identification of common variants associated with human hippocampal and intracranial volumes.

Author

Stein JL, Medland SE, Vasquez AA, Hibar DP, Senstad RE, Winkler AM, Toro R, Appel K, Bartecek R, Bergmann Ø, Bernard M, Brown AA, Cannon DM, Chakravarty MM, Christoforou A, Domin M, Grimm O, Hollinshead M, Holmes AJ, Homuth G, Hottenga JJ, Langan C, Lopez LM, Hansell NK, Hwang KS, Kim S, Laje G, Lee PH, Liu X, Loth E, Lourdusamy A, Mattingsdal M, Mohnke S, Maniega SM, Nho K, Nugent AC, O'Brien C, Papmeyer M, Pütz B, Ramasamy A, Rasmussen J, Rijpkema M, Risacher SL, Roddey JC, Rose EJ, Ryten M, Shen L, Sprooten E, Strengman E, Teumer A, Trabzuni D, Turner J, van Eijk K, van Erp TG, van Tol MJ, Wittfeld K, Wolf C, Woudstra S, Aleman A, Alhusaini S, Almasy L, Binder EB, Brohawn DG, Cantor RM, Carless MA, Corvin A, Czisch M, Curran JE, Davies G, de Almeida MA, Delanty N, Depondt C, Duggirala R, Dyer TD, Erk S, Fagerness J, Fox PT, Freimer NB, Gill M, Göring HH, Hagler DJ, Hoehn D, Holsboer F, Hoogman M, Hosten N, Jahanshad N, Johnson MP, Kasperaviciute D, Kent JW Jr, Kochunov P, Lancaster JL, Lawrie SM, Liewald DC, Mandl R, Matarin M, Mattheisen M, Meisenzahl E, Melle I, Moses EK, Mühleisen TW, Nauck M, Nöthen MM, Olvera RL, Pandolfo M, Pike GB, Puls R, Reinvang I, Rentería ME, Rietschel M, Roffman JL, Royle NA, Rujescu D, Savitz J, Schnack HG, Schnell K, Seiferth N, Smith C, Steen VM, Valdés Hernández MC, Van den Heuvel M, van der Wee NJ, Van Haren NE, Veltman JA, Völzke H, Walker R, Westlye LT, Whelan CD, Agartz I, Boomsma DI, Cavalleri GL, Dale AM, Djurovic S, Drevets WC, Hagoort P, Hall J, Heinz A, Jack CR Jr, Foroud TM, Le Hellard S, Macciardi F, Montgomery GW, Poline JB, Porteous DJ, Sisodiya SM, Starr JM, Sussmann J, Toga AW, Veltman DJ, Walter H, Weiner MW, Bis JC, Ikram MA, Smith AV, Gudnason V, Tzourio C, Vernooij MW, Launer LJ, DeCarli C, Seshadri S, Andreassen OA, Apostolova LG, Bastin ME, Blangero J, Brunner HG, Buckner RL, Cichon S, Coppola G, de Zubicaray GI, Deary IJ, Donohoe G, de Geus EJ, Espeseth T, Fernández G, Glahn DC, Grabe HJ, Hardy J, Hulshoff Pol HE, Jenkinson M, Kahn RS, McDonald C, McIntosh AM, McMahon FJ, McMahon KL, Meyer-Lindenberg A, Morris DW, Müller-Myhsok B, Nichols TE, Ophoff RA, Paus T, Pausova Z, Penninx BW, Potkin SG, Sämann PG, Saykin AJ, Schumann G, Smoller JW, Wardlaw JM, Weale ME, Martin NG, Franke B, Wright MJ, and Thompson PM

Subjects
Genetic Loci, Genetic Markers, Genome-Wide Association Study, Humans, Meta-Analysis as Topic, Brain physiopathology, Chromosomes, Human, Pair 12 genetics, Hippocampus physiopathology, Neuroimaging, Polymorphism, Single Nucleotide genetics
Abstract

Identifying genetic variants influencing human brain structures may reveal new biological mechanisms underlying cognition and neuropsychiatric illness. The volume of the hippocampus is a biomarker of incipient Alzheimer's disease and is reduced in schizophrenia, major depression and mesial temporal lobe epilepsy. Whereas many brain imaging phenotypes are highly heritable, identifying and replicating genetic influences has been difficult, as small effects and the high costs of magnetic resonance imaging (MRI) have led to underpowered studies. Here we report genome-wide association meta-analyses and replication for mean bilateral hippocampal, total brain and intracranial volumes from a large multinational consortium. The intergenic variant rs7294919 was associated with hippocampal volume (12q24.22; N = 21,151; P = 6.70 × 10(-16)) and the expression levels of the positional candidate gene TESC in brain tissue. Additionally, rs10784502, located within HMGA2, was associated with intracranial volume (12q14.3; N = 15,782; P = 1.12 × 10(-12)). We also identified a suggestive association with total brain volume at rs10494373 within DDR2 (1q23.3; N = 6,500; P = 5.81 × 10(-7)).

Published
2012
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15. The NOS1 variant rs6490121 is associated with variation in prefrontal function and grey matter density in healthy individuals.

Author

Rose EJ, Greene C, Kelly S, Morris DW, Robertson IH, Fahey C, Jacobson S, O'Doherty J, Newell FN, McGrath J, Bokde A, Garavan H, Frodl T, Gill M, Corvin AP, and Donohoe G

Subjects
Adult, Female, Humans, Magnetic Resonance Imaging, Male, Organ Size, Prefrontal Cortex anatomy & histology, Prefrontal Cortex physiology, Young Adult, Brain anatomy & histology, Brain physiology, Memory, Short-Term physiology, Nitric Oxide Synthase Type I genetics, Nitric Oxide Synthase Type I physiology
Abstract

A common polymorphism within the nitric oxide sythanse-1 (NOS1) gene (rs6490121), initially identified as risk variant for schizophrenia, has been associated with variation in working memory and IQ. Here we investigated how this variation might be mediated at the level of brain structure and function. In healthy individuals (N=157), voxel based morphometry was used to compare grey matter (GM) volume between homozygous and heterozygous carriers of the 'G' allele (i.e. the allele associated with impaired cognition and schizophrenia risk) and homozygous carriers of the non-risk 'A' allele. Functional brain imaging data were also acquired from 48 participants during performance of a spatial working memory (SWM) task, and analysed to determine any effect of NOS1 risk status. An a priori region-of-interest analysis identified a significant reduction in ventromedial prefrontal GM volume in 'G' allele carriers. Risk carriers also exhibited altered patterns of activation in the prefrontal cortex, caudate, and superior parietal lobe, which were characteristic of abnormal increases in activation in frontoparietal working memory networks and a failure to disengage regions of the default mode network. These functional changes suggest a NOS1-mediated processing inefficiency, which may contribute to cognitive dysfunction in schizophrenia. While the mechanisms by which NOS1 may influence brain structure and/or function have not yet been well delineated, these data provide further evidence for a role of NOS1 in risk for schizophrenia via an impact upon cognitive function., (Copyright © 2011 Elsevier Inc. All rights reserved.)

Published
2012
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16. ZNF804A risk allele is associated with relatively intact gray matter volume in patients with schizophrenia.

Author

Donohoe G, Rose E, Frodl T, Morris D, Spoletini I, Adriano F, Bernardini S, Caltagirone C, Bossù P, Gill M, Corvin AP, and Spalletta G

Subjects
Adult, Alleles, Amygdala pathology, Cognition physiology, Data Interpretation, Statistical, Demography, Female, Genotype, Heterozygote, Hippocampus pathology, Humans, Image Processing, Computer-Assisted, Magnetic Resonance Imaging, Male, Memory physiology, Polymorphism, Single Nucleotide genetics, Prefrontal Cortex pathology, Risk Assessment, Schizophrenic Psychology, Brain pathology, Kruppel-Like Transcription Factors genetics, Schizophrenia genetics, Schizophrenia pathology
Abstract

ZNF804A rs1344706 is the first genetic risk variant to achieve genome wide significance for psychosis. Following earlier evidence that patients carrying the ZNF804A risk allele had relatively spared memory function compared to patient non-carriers, we investigated whether ZNF804A was also associated with variation in brain volume. In a sample of 70 patients and 38 healthy participants we used voxel based morphometry to compare homozygous (AA) carriers of the ZNF804A risk allele to heterozygous and homozygous (AC/CC) non-carriers for both whole brain volume and specific regions implicated in earlier ZNF804A studies-the dorsolateral pre-frontal cortex, the hippocampus, and the amygdala. For patients, but not for controls, we found that homozygous 'AA' risk carriers had relatively larger gray matter volumes than heterozygous/homozygous non-carriers (AC/CC), particularly for hippocampal volumes. These data are consistent with our earlier behavioral data and suggest that ZNF804A is delineating a schizophrenia subtype characterized by relatively intact brain volume. Establishing if this represents a discrete molecular pathogenesis with consequences for nosology and treatment will be an important next step in understanding ZNF084A's role in illness risk., (Copyright © 2010 Elsevier Inc. All rights reserved.)

Published
2011
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17. Neurocognition and suicidal behaviour in an Irish population with major psychotic disorders.

Author

Nangle JM, Clarke S, Morris DW, Schwaiger S, McGhee KA, Kenny N, Murphy K, Gill M, Corvin A, and Donohoe G

Subjects
Adult, Cognition Disorders diagnosis, Demography, Diagnostic and Statistical Manual of Mental Disorders, Female, Humans, Ireland epidemiology, Male, Neuropsychological Tests, Population Surveillance methods, Schizophrenia epidemiology, Schizophrenia physiopathology, Severity of Illness Index, Brain physiopathology, Cognition Disorders epidemiology, Cognition Disorders physiopathology, Psychotic Disorders epidemiology, Psychotic Disorders physiopathology, Suicide, Attempted psychology, Suicide, Attempted statistics & numerical data
Abstract

Objectives: Although neurocognitive deficits are seen as core to schizophrenia the association between suicidality and neurocognition has received little attention. Our aim was to examine the relationship between neurocognitive variables and suicidal behaviour in patients with schizophrenia and schizoaffective disorder., Methods: Seventy-eight patients with DSM-IV diagnoses of schizophrenia or schizoaffective disorder were categorised as either having attempted suicide or not having attempted suicide based on clinical interview and chart review. Attempters and non-attempters were compared on an extensive neuropsychological battery examining pre-morbid and current general cognitive functioning, episodic memory, and executive functioning., Results: Suicide attempters tended to out perform non-attempters across all areas of executive functioning, and showed significantly better performances on measures of attention and verbal fluency. After controlling for relevant clinical and demographic variables, the differences between attempters and non-attempters remained significant for measures of attention (F = 4.97, p = 0.03) and verbal fluency (F = 4.28, p = 0.04)., Conclusion: This study adds to existing data that suicide attempters with schizophrenia or schizoaffective disorder may have higher cognitive functioning than non-attempters. In particular, the preservation of higher executive function may influence the ability to initiate and plan suicidal behaviour.

Published
2006
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18. Beyond the Global Brain Differences: Intraindividual Variability Differences in 1q21.1 Distal and 15q11.2 BP1-BP2 Deletion Carriers.

Author

Boen, Rune, Kaufmann, Tobias, van der Meer, Dennis, Frei, Oleksandr, Agartz, Ingrid, Ames, David, Andersson, Micael, Armstrong, Nicola, Artiges, Eric, Atkins, Joshua, Bauer, Jochen, Benedetti, Francesco, Boomsma, Dorret, Brodaty, Henry, Brosch, Katharina, Buckner, Randy, Cairns, Murray, Calhoun, Vince, Caspers, Svenja, Cichon, Sven, Corvin, Aiden, Crespo-Facorro, Benedicto, Dannlowski, Udo, David, Friederike, de Geus, Eco, de Zubicaray, Greig, Desrivières, Sylvane, Doherty, Joanne, Donohoe, Gary, Ehrlich, Stefan, Eising, Else, Espeseth, Thomas, Fisher, Simon, Forstner, Andreas, Fortaner-Uyà, Lidia, Frouin, Vincent, Fukunaga, Masaki, Ge, Tian, Glahn, David, Goltermann, Janik, Grabe, Hans, Green, Melissa, Groenewold, Nynke, Grotegerd, Dominik, Grøntvedt, Gøril, Hahn, Tim, Hashimoto, Ryota, Hehir-Kwa, Jayne, Henskens, Frans, Holmes, Avram, Håberg, Asta, Haavik, Jan, Jacquemont, Sebastien, Jansen, Andreas, Jockwitz, Christiane, Jönsson, Erik, Kikuchi, Masataka, Kircher, Tilo, Kumar, Kuldeep, Le Hellard, Stephanie, Leu, Costin, Linden, David, Liu, Jingyu, Loughnan, Robert, Mather, Karen, McMahon, Katie, McRae, Allan, Medland, Sarah, Meinert, Susanne, Moreau, Clara, Morris, Derek, Mowry, Bryan, Mühleisen, Thomas, Nenadić, Igor, Nöthen, Markus, Nyberg, Lars, Ophoff, Roel, Owen, Michael, Pantelis, Christos, Paolini, Marco, Paus, Tomas, Pausova, Zdenka, Persson, Karin, Quidé, Yann, Marques, Tiago, Sachdev, Perminder, Sando, Sigrid, Schall, Ulrich, Scott, Rodney, Selbæk, Geir, Shumskaya, Elena, Silva, Ana, Sisodiya, Sanjay, Stein, Frederike, Stein, Dan, Straube, Benjamin, Streit, Fabian, Strike, Lachlan, Teumer, Alexander, and Teutenberg, Lea

Subjects
15q11.2 BP1-BP2, 1q21.1 distal, Brain structure, Copy number variants, Intraindividual variability, Magnetic resonance imaging, Humans, Chromosome Deletion, Brain, Magnetic Resonance Imaging, Abnormalities, Multiple, Chromosomes, Human, Pair 15, DNA Copy Number Variations
Abstract

BACKGROUND: Carriers of the 1q21.1 distal and 15q11.2 BP1-BP2 copy number variants exhibit regional and global brain differences compared with noncarriers. However, interpreting regional differences is challenging if a global difference drives the regional brain differences. Intraindividual variability measures can be used to test for regional differences beyond global differences in brain structure. METHODS: Magnetic resonance imaging data were used to obtain regional brain values for 1q21.1 distal deletion (n = 30) and duplication (n = 27) and 15q11.2 BP1-BP2 deletion (n = 170) and duplication (n = 243) carriers and matched noncarriers (n = 2350). Regional intra-deviation scores, i.e., the standardized difference between an individuals regional difference and global difference, were used to test for regional differences that diverge from the global difference. RESULTS: For the 1q21.1 distal deletion carriers, cortical surface area for regions in the medial visual cortex, posterior cingulate, and temporal pole differed less and regions in the prefrontal and superior temporal cortex differed more than the global difference in cortical surface area. For the 15q11.2 BP1-BP2 deletion carriers, cortical thickness in regions in the medial visual cortex, auditory cortex, and temporal pole differed less and the prefrontal and somatosensory cortex differed more than the global difference in cortical thickness. CONCLUSIONS: We find evidence for regional effects beyond differences in global brain measures in 1q21.1 distal and 15q11.2 BP1-BP2 copy number variants. The results provide new insight into brain profiling of the 1q21.1 distal and 15q11.2 BP1-BP2 copy number variants, with the potential to increase understanding of the mechanisms involved in altered neurodevelopment.

Published
2024

19. The Relationship Between White Matter Microstructure and General Cognitive Ability in Patients With Schizophrenia and Healthy Participants in the ENIGMA Consortium

Author

Holleran, Laurena, Kelly, Sinead, Alloza, Clara, Agartz, Ingrid, Andreassen, Ole A, Arango, Celso, Banaj, Nerisa, Calhoun, Vince, Cannon, Dara, Carr, Vaughan, Corvin, Aiden, Glahn, David C, Gur, Ruben, Hong, Elliot, Hoschl, Cyril, Howells, Fleur M, James, Anthony, Janssen, Joost, Kochunov, Peter, Lawrie, Stephen M, Liu, Jingyu, Martinez, Covadonga, McDonald, Colm, Morris, Derek, Mothersill, David, Pantelis, Christos, Piras, Fabrizio, Potkin, Steven, Rasser, Paul E, Roalf, David, Rowland, Laura, Satterthwaite, Theodore, Schall, Ulrich, Spalletta, Gianfranco, Spaniel, Filip, Stein, Dan J, Uhlmann, Anne, Voineskos, Aristotle, Zalesky, Andrew, van Erp, Theo GM, Turner, Jessica A, Deary, Ian J, Thompson, Paul M, Jahanshad, Neda, and Donohoe, Gary

Subjects
Biological Psychology, Pharmacology and Pharmaceutical Sciences, Biomedical and Clinical Sciences, Psychology, Prevention, Neurosciences, Behavioral and Social Science, Clinical Research, Brain Disorders, Serious Mental Illness, Schizophrenia, Mental Health, Mental health, Adult, Anisotropy, Brain, Case-Control Studies, Cognition, Diffusion Tensor Imaging, Factor Analysis, Statistical, Female, Healthy Volunteers, Humans, Intelligence, Male, Middle Aged, Neural Pathways, Principal Component Analysis, Schizophrenic Psychology, Wechsler Scales, White Matter, ENIGMA, Meta-Analysis, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry, Clinical sciences, Clinical and health psychology
Abstract

ObjectiveSchizophrenia has recently been associated with widespread white matter microstructural abnormalities, but the functional effects of these abnormalities remain unclear. Widespread heterogeneity of results from studies published to date preclude any definitive characterization of the relationship between white matter and cognitive performance in schizophrenia. Given the relevance of deficits in cognitive function to predicting social and functional outcomes in schizophrenia, the authors carried out a meta-analysis of available data through the ENIGMA Consortium, using a common analysis pipeline, to elucidate the relationship between white matter microstructure and a measure of general cognitive performance, IQ, in patients with schizophrenia and healthy participants.MethodsThe meta-analysis included 760 patients with schizophrenia and 957 healthy participants from 11 participating ENIGMA Consortium sites. For each site, principal component analysis was used to calculate both a global fractional anisotropy component (gFA) and a fractional anisotropy component for six long association tracts (LA-gFA) previously associated with cognition.ResultsMeta-analyses of regression results indicated that gFA accounted for a significant amount of variation in cognition in the full sample (effect size [Hedges' g]=0.27, CI=0.17-0.36), with similar effects sizes observed for both the patient (effect size=0.20, CI=0.05-0.35) and healthy participant groups (effect size=0.32, CI=0.18-0.45). Comparable patterns of association were also observed between LA-gFA and cognition for the full sample (effect size=0.28, CI=0.18-0.37), the patient group (effect size=0.23, CI=0.09-0.38), and the healthy participant group (effect size=0.31, CI=0.18-0.44).ConclusionsThis study provides robust evidence that cognitive ability is associated with global structural connectivity, with higher fractional anisotropy associated with higher IQ. This association was independent of diagnosis; while schizophrenia patients tended to have lower fractional anisotropy and lower IQ than healthy participants, the comparable size of effect in each group suggested a more general, rather than disease-specific, pattern of association.

Published
2020

20. Dose response of the 16p11.2 distal copy number variant on intracranial volume and basal ganglia

Author

Sønderby, Ida E, Gústafsson, Ómar, Doan, Nhat Trung, Hibar, Derrek P, Martin-Brevet, Sandra, Abdellaoui, Abdel, Ames, David, Amunts, Katrin, Andersson, Michael, Armstrong, Nicola J, Bernard, Manon, Blackburn, Nicholas, Blangero, John, Boomsma, Dorret I, Bralten, Janita, Brattbak, Hans-Richard, Brodaty, Henry, Brouwer, Rachel M, Bülow, Robin, Calhoun, Vince, Caspers, Svenja, Cavalleri, Gianpiero, Chen, Chi-Hua, Cichon, Sven, Ciufolini, Simone, Corvin, Aiden, Crespo-Facorro, Benedicto, Curran, Joanne E, Dale, Anders M, Dalvie, Shareefa, Dazzan, Paola, de Geus, Eco JC, de Zubicaray, Greig I, de Zwarte, Sonja MC, Delanty, Norman, den Braber, Anouk, Desrivières, Sylvane, Donohoe, Gary, Draganski, Bogdan, Ehrlich, Stefan, Espeseth, Thomas, Fisher, Simon E, Franke, Barbara, Frouin, Vincent, Fukunaga, Masaki, Gareau, Thomas, Glahn, David C, Grabe, Hans, Groenewold, Nynke A, Haavik, Jan, Håberg, Asta, Hashimoto, Ryota, Hehir-Kwa, Jayne Y, Heinz, Andreas, Hillegers, Manon HJ, Hoffmann, Per, Holleran, Laurena, Hottenga, Jouke-Jan, Hulshoff, Hilleke E, Ikeda, Masashi, Jahanshad, Neda, Jernigan, Terry, Jockwitz, Christiane, Johansson, Stefan, Jonsdottir, Gudrun A, Jönsson, Erik G, Kahn, Rene, Kaufmann, Tobias, Kelly, Sinead, Kikuchi, Masataka, Knowles, Emma EM, Kolskår, Knut K, Kwok, John B, Hellard, Stephanie Le, Leu, Costin, Liu, Jingyu, Lundervold, Astri J, Lundervold, Arvid, Martin, Nicholas G, Mather, Karen, Mathias, Samuel R, McCormack, Mark, McMahon, Katie L, McRae, Allan, Milaneschi, Yuri, Moreau, Clara, Morris, Derek, Mothersill, David, Mühleisen, Thomas W, Murray, Robin, Nordvik, Jan E, Nyberg, Lars, Olde Loohuis, Loes M, Ophoff, Roel, Paus, Tomas, Pausova, Zdenka, Penninx, Brenda, Peralta, Juan M, Pike, Bruce, and Prieto, Carlos

Subjects
Intellectual and Developmental Disabilities (IDD), Neurosciences, Brain Disorders, Autism, Biomedical Imaging, Mental Health, Mental health, Adult, Autism Spectrum Disorder, Autistic Disorder, Basal Ganglia, Brain, Chromosome Deletion, Chromosome Disorders, Chromosome Duplication, Chromosomes, Human, Pair 16, DNA Copy Number Variations, Databases, Factual, Female, Globus Pallidus, Humans, Image Processing, Computer-Assisted, Intellectual Disability, Magnetic Resonance Imaging, Male, Middle Aged, Neurodevelopmental Disorders, Organ Size, Putamen, Schizophrenia, 16p11.2 European Consortium, for the ENIGMA-CNV working group, Biological Sciences, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry
Abstract

Carriers of large recurrent copy number variants (CNVs) have a higher risk of developing neurodevelopmental disorders. The 16p11.2 distal CNV predisposes carriers to e.g., autism spectrum disorder and schizophrenia. We compared subcortical brain volumes of 12 16p11.2 distal deletion and 12 duplication carriers to 6882 non-carriers from the large-scale brain Magnetic Resonance Imaging collaboration, ENIGMA-CNV. After stringent CNV calling procedures, and standardized FreeSurfer image analysis, we found negative dose-response associations with copy number on intracranial volume and on regional caudate, pallidum and putamen volumes (β = -0.71 to -1.37; P

Published
2020

21. Genome-wide association meta-analysis in 269,867 individuals identifies new genetic and functional links to intelligence

Author

Savage, Jeanne E, Jansen, Philip R, Stringer, Sven, Watanabe, Kyoko, Bryois, Julien, de Leeuw, Christiaan A, Nagel, Mats, Awasthi, Swapnil, Barr, Peter B, Coleman, Jonathan RI, Grasby, Katrina L, Hammerschlag, Anke R, Kaminski, Jakob A, Karlsson, Robert, Krapohl, Eva, Lam, Max, Nygaard, Marianne, Reynolds, Chandra A, Trampush, Joey W, Young, Hannah, Zabaneh, Delilah, Hägg, Sara, Hansell, Narelle K, Karlsson, Ida K, Linnarsson, Sten, Montgomery, Grant W, Muñoz-Manchado, Ana B, Quinlan, Erin B, Schumann, Gunter, Skene, Nathan G, Webb, Bradley T, White, Tonya, Arking, Dan E, Avramopoulos, Dimitrios, Bilder, Robert M, Bitsios, Panos, Burdick, Katherine E, Cannon, Tyrone D, Chiba-Falek, Ornit, Christoforou, Andrea, Cirulli, Elizabeth T, Congdon, Eliza, Corvin, Aiden, Davies, Gail, Deary, Ian J, DeRosse, Pamela, Dickinson, Dwight, Djurovic, Srdjan, Donohoe, Gary, Conley, Emily Drabant, Eriksson, Johan G, Espeseth, Thomas, Freimer, Nelson A, Giakoumaki, Stella, Giegling, Ina, Gill, Michael, Glahn, David C, Hariri, Ahmad R, Hatzimanolis, Alex, Keller, Matthew C, Knowles, Emma, Koltai, Deborah, Konte, Bettina, Lahti, Jari, Le Hellard, Stephanie, Lencz, Todd, Liewald, David C, London, Edythe, Lundervold, Astri J, Malhotra, Anil K, Melle, Ingrid, Morris, Derek, Need, Anna C, Ollier, William, Palotie, Aarno, Payton, Antony, Pendleton, Neil, Poldrack, Russell A, Räikkönen, Katri, Reinvang, Ivar, Roussos, Panos, Rujescu, Dan, Sabb, Fred W, Scult, Matthew A, Smeland, Olav B, Smyrnis, Nikolaos, Starr, John M, Steen, Vidar M, Stefanis, Nikos C, Straub, Richard E, Sundet, Kjetil, Tiemeier, Henning, Voineskos, Aristotle N, Weinberger, Daniel R, Widen, Elisabeth, Yu, Jin, Abecasis, Goncalo, Andreassen, Ole A, Breen, Gerome, and Christiansen, Lene

Subjects
Biological Sciences, Genetics, Brain Disorders, Mental Health, Human Genome, Biotechnology, Neurosciences, Underpinning research, 1.1 Normal biological development and functioning, 2.1 Biological and endogenous factors, Aetiology, Mental health, Neurological, Adolescent, Brain, Female, Genetic Predisposition to Disease, Genome-Wide Association Study, Humans, Intelligence, Male, Middle Aged, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Medical and Health Sciences, Developmental Biology, Agricultural biotechnology, Bioinformatics and computational biology
Abstract

Intelligence is highly heritable1 and a major determinant of human health and well-being2. Recent genome-wide meta-analyses have identified 24 genomic loci linked to variation in intelligence3-7, but much about its genetic underpinnings remains to be discovered. Here, we present a large-scale genetic association study of intelligence (n = 269,867), identifying 205 associated genomic loci (190 new) and 1,016 genes (939 new) via positional mapping, expression quantitative trait locus (eQTL) mapping, chromatin interaction mapping, and gene-based association analysis. We find enrichment of genetic effects in conserved and coding regions and associations with 146 nonsynonymous exonic variants. Associated genes are strongly expressed in the brain, specifically in striatal medium spiny neurons and hippocampal pyramidal neurons. Gene set analyses implicate pathways related to nervous system development and synaptic structure. We confirm previous strong genetic correlations with multiple health-related outcomes, and Mendelian randomization analysis results suggest protective effects of intelligence for Alzheimer's disease and ADHD and bidirectional causation with pleiotropic effects for schizophrenia. These results are a major step forward in understanding the neurobiology of cognitive function as well as genetically related neurological and psychiatric disorders.

Published
2018

22. Psychiatric genome-wide association study analyses implicate neuronal, immune and histone pathways

Author

O'Dushlaine, Colm, Rossin, Lizzy, Lee, Phil H, Duncan, Laramie, Parikshak, Neelroop N, Newhouse, Stephen, Ripke, Stephan, Neale, Benjamin M, Purcell, Shaun M, Posthuma, Danielle, Nurnberger, John I, Lee, S Hong, Faraone, Stephen V, Perlis, Roy H, Mowry, Bryan J, Thapar, Anita, Goddard, Michael E, Witte, John S, Absher, Devin, Agartz, Ingrid, Akil, Huda, Amin, Farooq, Andreassen, Ole A, Anjorin, Adebayo, Anney, Richard, Anttila, Verneri, Arking, Dan E, Asherson, Philip, Azevedo, Maria H, Backlund, Lena, Badner, Judith A, Bailey, Anthony J, Banaschewski, Tobias, Barchas, Jack D, Barnes, Michael R, Barrett, Thomas B, Bass, Nicholas, Battaglia, Agatino, Bauer, Michael, Bayes, Monica, Bellivier, Frank, Bergen, Sarah E, Berrettini, Wade, Betancur, Catalina, Bettecken, Thomas, Biederman, Joseph, Binder, Elisabeth B, Black, Donald W, Blackwood, Douglas HR, Bloss, Cinnamon S, Boehnke, Michael, Boomsma, Dorret I, Breuer, Rene, Bruggeman, Richard, Cormican, Paul, Buccola, Nancy G, Buitelaar, Jan K, Bunney, William E, Buxbaum, Joseph D, Byerley, William F, Byrne, Enda M, Caesar, Sian, Cahn, Wiepke, Cantor, Rita M, Casas, Miguel, Chakravarti, Aravinda, Chambert, Kimberly, Choudhury, Khalid, Cichon, Sven, Mattheisen, Manuel, Cloninger, C Robert, Collier, David A, Cook, Edwin H, Coon, Hilary, Cormand, Bru, Corvin, Aiden, Coryell, William H, Craig, David W, Craig, Ian W, Crosbie, Jennifer, Cuccaro, Michael L, Curtis, David, Czamara, Darina, Datta, Susmita, Dawson, Geraldine, Day, Richard, De Geus, Eco J, Degenhardt, Franziska, Djurovic, Srdjan, Donohoe, Gary J, Doyle, Alysa E, Duan, Jubao, Dudbridge, Frank, Duketis, Eftichia, Ebstein, Richard P, Edenberg, Howard J, Elia, Josephine, Ennis, Sean, Etain, Bruno, and Fanous, Ayman

Subjects
Human Genome, Brain Disorders, Serious Mental Illness, Schizophrenia, Genetics, Depression, Mental Health, Aetiology, 2.1 Biological and endogenous factors, Mental health, Good Health and Well Being, Brain, Databases, Genetic, Genetic Predisposition to Disease, Genome-Wide Association Study, Histones, Humans, Mental Disorders, Signal Transduction, Network and Pathway Analysis Subgroup of Psychiatric Genomics Consortium, Neurosciences, Psychology, Cognitive Sciences, Neurology & Neurosurgery
Abstract

Genome-wide association studies (GWAS) of psychiatric disorders have identified multiple genetic associations with such disorders, but better methods are needed to derive the underlying biological mechanisms that these signals indicate. We sought to identify biological pathways in GWAS data from over 60,000 participants from the Psychiatric Genomics Consortium. We developed an analysis framework to rank pathways that requires only summary statistics. We combined this score across disorders to find common pathways across three adult psychiatric disorders: schizophrenia, major depression and bipolar disorder. Histone methylation processes showed the strongest association, and we also found statistically significant evidence for associations with multiple immune and neuronal signaling pathways and with the postsynaptic density. Our study indicates that risk variants for psychiatric disorders aggregate in particular biological pathways and that these pathways are frequently shared between disorders. Our results confirm known mechanisms and suggest several novel insights into the etiology of psychiatric disorders.

Published
2015

23. Biological insights from 108 schizophrenia-associated genetic loci

Author

Ripke, Stephan, Neale, Benjamin M, Corvin, Aiden, Walters, James TR, Farh, Kai-How, Holmans, Peter A, Lee, Phil, Bulik-Sullivan, Brendan, Collier, David A, Huang, Hailiang, Pers, Tune H, Agartz, Ingrid, Agerbo, Esben, Albus, Margot, Alexander, Madeline, Amin, Farooq, Bacanu, Silviu A, Begemann, Martin, Belliveau, Richard A Jr, Bene, Judit, Bergen, Sarah E, Bevilacqua, Elizabeth, Bigdeli, Tim B, Black, Donald W, Bruggeman, Richard, Buccola, Nancy G, Buckner, Randy L, Byerley, William, Cahn, Wiepke, Cai, Guiqing, Campion, Dominique, Cantor, Rita M, Carr, Vaughan J, Carrera, Noa, Catts, Stanley V, Chambert, Kimberly D, Chan, Raymond CK, Chen, Ronald YL, Chen, Eric YH, Cheng, Wei, Cheung, Eric FC, Chong, Siow Ann, Cloninger, C Robert, Cohen, David, Cohen, Nadine, Cormican, Paul, Craddock, Nick, Crowley, James J, Curtis, David, Davidson, Michael, Davis, Kenneth L, Degenhardt, Franziska, Del Favero, Jurgen, Demontis, Ditte, Dikeos, Dimitris, Dinan, Timothy, Djurovic, Srdjan, Donohoe, Gary, Drapeau, Elodie, Duan, Jubao, Dudbridge, Frank, Durmishi, Naser, Eichhammer, Peter, Eriksson, Johan, Escott-Price, Valentina, Essioux, Laurent, Fanous, Ayman H, Farrell, Martilias S, Frank, Josef, Franke, Lude, Freedman, Robert, Freimer, Nelson B, Friedl, Marion, Friedman, Joseph I, Fromer, Menachem, Genovese, Giulio, Georgieva, Lyudmila, Giegling, Ina, Giusti-Rodriguez, Paola, Godard, Stephanie, Goldstein, Jacqueline I, Golimbet, Vera, Gopal, Srihari, Gratten, Jacob, de Haan, Lieuwe, Hammer, Christian, Hamshere, Marian L, Hansen, Mark, Hansen, Thomas, Haroutunian, Vahram, Hartmann, Annette M, Henskens, Frans A, Herms, Stefan, Hirschhorn, Joel N, Hoffmann, Per, Hofman, Andrea, Hollegaard, Mads V, Hougaard, David M, Ikeda, Masashi, and Joa, Inge

Subjects
Human Genome, Brain Disorders, Serious Mental Illness, Prevention, Schizophrenia, Genetics, Neurosciences, Mental Health, 2.1 Biological and endogenous factors, Aetiology, Mental health, Alleles, Brain, Enhancer Elements, Genetic, Genetic Loci, Genetic Predisposition to Disease, Genome-Wide Association Study, Glutamic Acid, Humans, Immunity, Multifactorial Inheritance, Mutation, Odds Ratio, Polymorphism, Single Nucleotide, Synaptic Transmission, Schizophrenia Working Group of the Psychiatric Genomics Consortium, General Science & Technology
Abstract

Schizophrenia is a highly heritable disorder. Genetic risk is conferred by a large number of alleles, including common alleles of small effect that might be detected by genome-wide association studies. Here we report a multi-stage schizophrenia genome-wide association study of up to 36,989 cases and 113,075 controls. We identify 128 independent associations spanning 108 conservatively defined loci that meet genome-wide significance, 83 of which have not been previously reported. Associations were enriched among genes expressed in brain, providing biological plausibility for the findings. Many findings have the potential to provide entirely new insights into aetiology, but associations at DRD2 and several genes involved in glutamatergic neurotransmission highlight molecules of known and potential therapeutic relevance to schizophrenia, and are consistent with leading pathophysiological hypotheses. Independent of genes expressed in brain, associations were enriched among genes expressed in tissues that have important roles in immunity, providing support for the speculated link between the immune system and schizophrenia.

Published
2014

24. Analysis of shared heritability in common disorders of the brain

Author

Brainstorm Consortium, Anttila, Verneri, Bulik-Sullivan, Brendan, Finucane, Hilary K, Walters, Raymond K, Bras, Jose, Duncan, Laramie, Escott-Price, Valentina, Falcone, Guido J, Gormley, Padhraig, Malik, Rainer, Patsopoulos, Nikolaos A, Ripke, Stephan, Wei, Zhi, Yu, Dongmei, Lee, Phil H, Turley, Patrick, Grenier-Boley, Benjamin, Chouraki, Vincent, Kamatani, Yoichiro, Berr, Claudine, Letenneur, Luc, Hannequin, Didier, Amouyel, Philippe, Boland, Anne, Deleuze, Jean-François, Duron, Emmanuelle, Vardarajan, Badri N, Reitz, Christiane, Goate, Alison M, Huentelman, Matthew J, Kamboh, M Ilyas, Larson, Eric B, Rogaeva, Ekaterina, St George-Hyslop, Peter, Hakonarson, Hakon, Kukull, Walter A, Farrer, Lindsay A, Barnes, Lisa L, Beach, Thomas G, Demirci, F Yesim, Head, Elizabeth, Hulette, Christine M, Jicha, Gregory A, Kauwe, John SK, Kaye, Jeffrey A, Leverenz, James B, Levey, Allan I, Lieberman, Andrew P, Pankratz, Vernon S, Poon, Wayne W, Quinn, Joseph F, Saykin, Andrew J, Schneider, Lon S, Smith, Amanda G, Sonnen, Joshua A, Stern, Robert A, Van Deerlin, Vivianna M, Van Eldik, Linda J, Harold, Denise, Russo, Giancarlo, Rubinsztein, David C, Bayer, Anthony, Tsolaki, Magda, Proitsi, Petra, Fox, Nick C, Hampel, Harald, Owen, Michael J, Mead, Simon, Passmore, Peter, Morgan, Kevin, Nöthen, Markus M, Rossor, Martin, Lupton, Michelle K, Hoffmann, Per, Kornhuber, Johannes, Lawlor, Brian, McQuillin, Andrew, Al-Chalabi, Ammar, Bis, Joshua C, Ruiz, Agustin, Boada, Mercè, Seshadri, Sudha, Beiser, Alexa, Rice, Kenneth, Van Der Lee, Sven J, De Jager, Philip L, Geschwind, Daniel H, Riemenschneider, Matthias, Riedel-Heller, Steffi, Rotter, Jerome I, Ransmayr, Gerhard, Hyman, Bradley T, Cruchaga, Carlos, Alegret, Montserrat, Winsvold, Bendik, Palta, Priit, Farh, Kai-How, Cuenca-Leon, Ester, Furlotte, Nicholas, Kurth, Tobias, Ligthart, Lannie, Terwindt, Gisela M, Freilinger, Tobias, Ran, Caroline, Gordon, Scott D, Borck, Guntram, Adams, Hieab HH, Lehtimäki, Terho, Wedenoja, Juho, Buring, Julie E, Schürks, Markus, Hrafnsdottir, Maria, Hottenga, Jouke-Jan, Penninx, Brenda, Artto, Ville, Kaunisto, Mari, Vepsäläinen, Salli, Martin, Nicholas G, Montgomery, Grant W, Kurki, Mitja I, Hämäläinen, Eija, Huang, Hailiang, Huang, Jie, Sandor, Cynthia, Webber, Caleb, Muller-Myhsok, Bertram, Schreiber, Stefan, Salomaa, Veikko, Loehrer, Elizabeth, Göbel, Hartmut, Macaya, Alfons, Pozo-Rosich, Patricia, Hansen, Thomas, Werge, Thomas, Kaprio, Jaakko, Metspalu, Andres, Kubisch, Christian, Ferrari, Michel D, Belin, Andrea C, Van Den Maagdenberg, Arn MJM, Zwart, John-Anker, Boomsma, Dorret, Eriksson, Nicholas, Olesen, Jes, Chasman, Daniel I, Nyholt, Dale R, Avbersek, Andreja, Baum, Larry, Berkovic, Samuel, Bradfield, Jonathan, Buono, Russell J, Catarino, Claudia B, Cossette, Patrick, De Jonghe, Peter, Depondt, Chantal, Dlugos, Dennis, Ferraro, Thomas N, French, Jacqueline, Hjalgrim, Helle, Jamnadas-Khoda, Jennifer, Kälviäinen, Reetta, Kunz, Wolfram S, Lerche, Holger, Leu, Costin, Lindhout, Dick, Lo, Warren, Lowenstein, Daniel, McCormack, Mark, Møller, Rikke S, Molloy, Anne, Ng, Ping-Wing, Oliver, Karen, Privitera, Michael, Radtke, Rodney, Ruppert, Ann-Kathrin, Sander, Thomas, Schachter, Steven, Schankin, Christoph, Scheffer, Ingrid, Schoch, Susanne, Sisodiya, Sanjay M, Smith, Philip, Sperling, Michael, Striano, Pasquale, Surges, Rainer, Thomas, G Neil, Visscher, Frank, Whelan, Christopher D, Zara, Federico, Heinzen, Erin L, Marson, Anthony, Becker, Felicitas, Stroink, Hans, Zimprich, Fritz, Gasser, Thomas, Gibbs, Raphael, Heutink, Peter, Martinez, Maria, Morris, Huw R, Sharma, Manu, Ryten, Mina, Mok, Kin Y, Pulit, Sara, Bevan, Steve, Holliday, Elizabeth, Attia, John, Battey, Thomas, Boncoraglio, Giorgio, Thijs, Vincent, Chen, Wei-Min, Mitchell, Braxton, Rothwell, Peter, Sharma, Pankaj, Sudlow, Cathie, Vicente, Astrid, Markus, Hugh, Kourkoulis, Christina, Pera, Joana, Raffeld, Miriam, Silliman, Scott, Boraska Perica, Vesna, Thornton, Laura M, Huckins, Laura M, William Rayner, N, Lewis, Cathryn M, Gratacos, Monica, Rybakowski, Filip, Keski-Rahkonen, Anna, Raevuori, Anu, Hudson, James I, Reichborn-Kjennerud, Ted, Monteleone, Palmiero, Karwautz, Andreas, Mannik, Katrin, Baker, Jessica H, O'Toole, Julie K, Trace, Sara E, Davis, Oliver SP, Helder, Sietske G, Ehrlich, Stefan, Herpertz-Dahlmann, Beate, Danner, Unna N, Van Elburg, Annemarie A, Clementi, Maurizio, Forzan, Monica, Docampo, Elisa, Lissowska, Jolanta, Hauser, Joanna, Tortorella, Alfonso, Maj, Mario, Gonidakis, Fragiskos, Tziouvas, Konstantinos, Papezova, Hana, Yilmaz, Zeynep, Wagner, Gudrun, Cohen-Woods, Sarah, Herms, Stefan, Julià, Antonio, Rabionet, Raquel, Dick, Danielle M, Ripatti, Samuli, Andreassen, Ole A, Espeseth, Thomas, Lundervold, Astri J, Steen, Vidar M, Pinto, Dalila, Scherer, Stephen W, Aschauer, Harald, Schosser, Alexandra, Alfredsson, Lars, Padyukov, Leonid, Halmi, Katherine A, Mitchell, James, Strober, Michael, Bergen, Andrew W, Kaye, Walter, Szatkiewicz, Jin Peng, Cormand, Bru, Ramos-Quiroga, Josep Antoni, Sánchez-Mora, Cristina, Ribasés, Marta, Casas, Miguel, Hervas, Amaia, Arranz, Maria Jesús, Haavik, Jan, Zayats, Tetyana, Johansson, Stefan, Williams, Nigel, Dempfle, Astrid, Rothenberger, Aribert, Kuntsi, Jonna, Oades, Robert D, Banaschewski, Tobias, Franke, Barbara, Buitelaar, Jan K, Arias Vasquez, Alejandro, Doyle, Alysa E, Reif, Andreas, Lesch, Klaus-Peter, Freitag, Christine, Rivero, Olga, Palmason, Haukur, Romanos, Marcel, Langley, Kate, Rietschel, Marcella, Witt, Stephanie H, Dalsgaard, Soeren, Børglum, Anders D, Waldman, Irwin, Wilmot, Beth, Molly, Nikolas, Bau, Claiton HD, Crosbie, Jennifer, Schachar, Russell, Loo, Sandra K, McGough, James J, Grevet, Eugenio H, Medland, Sarah E, Robinson, Elise, Weiss, Lauren A, Bacchelli, Elena, Bailey, Anthony, Bal, Vanessa, Battaglia, Agatino, Betancur, Catalina, Bolton, Patrick, Cantor, Rita, Celestino-Soper, Patrícia, Dawson, Geraldine, De Rubeis, Silvia, Duque, Frederico, Green, Andrew, Klauck, Sabine M, Leboyer, Marion, Levitt, Pat, Maestrini, Elena, Mane, Shrikant, De-Luca, Daniel Moreno, Parr, Jeremy, Regan, Regina, Reichenberg, Abraham, Sandin, Sven, Vorstman, Jacob, Wassink, Thomas, Wijsman, Ellen, Cook, Edwin, Santangelo, Susan, Delorme, Richard, Rogé, Bernadette, Magalhaes, Tiago, Arking, Dan, Schulze, Thomas G, Thompson, Robert C, Strohmaier, Jana, Matthews, Keith, Melle, Ingrid, Morris, Derek, Blackwood, Douglas, McIntosh, Andrew, Bergen, Sarah E, Schalling, Martin, Jamain, Stéphane, Maaser, Anna, Fischer, Sascha B, Reinbold, Céline S, Fullerton, Janice M, Guzman-Parra, José, Mayoral, Fermin, Schofield, Peter R, Cichon, Sven, Mühleisen, Thomas W, Degenhardt, Franziska, Schumacher, Johannes, Bauer, Michael, Mitchell, Philip B, Gershon, Elliot S, Rice, John, Potash, James B, Zandi, Peter P, Craddock, Nick, Ferrier, I Nicol, Alda, Martin, Rouleau, Guy A, Turecki, Gustavo, Ophoff, Roel, Pato, Carlos, Anjorin, Adebayo, Stahl, Eli, Leber, Markus, Czerski, Piotr M, Cruceanu, Cristiana, Jones, Ian R, Posthuma, Danielle, Andlauer, Till FM, Forstner, Andreas J, Streit, Fabian, Baune, Bernhard T, Air, Tracy, Sinnamon, Grant, Wray, Naomi R, MacIntyre, Donald J, Porteous, David, Homuth, Georg, Rivera, Margarita, Grove, Jakob, Middeldorp, Christel M, Hickie, Ian, Pergadia, Michele, Mehta, Divya, Smit, Johannes H, Jansen, Rick, De Geus, Eco, Dunn, Erin, Li, Qingqin S, Nauck, Matthias, Schoevers, Robert A, Beekman, Aartjan Tf, Knowles, James A, Viktorin, Alexander, Arnold, Paul, Barr, Cathy L, Bedoya-Berrio, Gabriel, Bienvenu, O Joseph, Brentani, Helena, Burton, Christie, Camarena, Beatriz, Cappi, Carolina, Cath, Danielle, Cavallini, Maria, Cusi, Daniele, Darrow, Sabrina, Denys, Damiaan, Derks, Eske M, Dietrich, Andrea, Fernandez, Thomas, Figee, Martijn, Freimer, Nelson, Gerber, Gloria, Grados, Marco, Greenberg, Erica, Hanna, Gregory L, Hartmann, Andreas, Hirschtritt, Matthew E, Hoekstra, Pieter J, Huang, Alden, Huyser, Chaim, Illmann, Cornelia, Jenike, Michael, Kuperman, Samuel, Leventhal, Bennett, Lochner, Christine, Lyon, Gholson J, Macciardi, Fabio, Madruga-Garrido, Marcos, Malaty, Irene A, Maras, Athanasios, McGrath, Lauren, Miguel, Eurípedes C, Mir, Pablo, Nestadt, Gerald, Nicolini, Humberto, Okun, Michael S, Pakstis, Andrew, Paschou, Peristera, Piacentini, John, Pittenger, Christopher, Plessen, Kerstin, Ramensky, Vasily, Ramos, Eliana M, Reus, Victor, Richter, Margaret A, Riddle, Mark A, Robertson, Mary M, Roessner, Veit, Rosário, Maria, Samuels, Jack F, Sandor, Paul, Stein, Dan J, Tsetsos, Fotis, Van Nieuwerburgh, Filip, Weatherall, Sarah, Wendland, Jens R, Wolanczyk, Tomasz, Worbe, Yulia, Zai, Gwyneth, Goes, Fernando S, McLaughlin, Nicole, Nestadt, Paul S, Grabe, Hans-Jorgen, Depienne, Christel, Konkashbaev, Anuar, Lanzagorta, Nuria, Valencia-Duarte, Ana, Bramon, Elvira, Buccola, Nancy, Cahn, Wiepke, Cairns, Murray, Chong, Siow A, Cohen, David, Crespo-Facorro, Benedicto, Crowley, James, Davidson, Michael, DeLisi, Lynn, Dinan, Timothy, Donohoe, Gary, Drapeau, Elodie, Duan, Jubao, Haan, Lieuwe, Hougaard, David, Karachanak-Yankova, Sena, Khrunin, Andrey, Klovins, Janis, Kučinskas, Vaidutis, Lee Chee Keong, Jimmy, Limborska, Svetlana, Loughland, Carmel, Lönnqvist, Jouko, Maher, Brion, Mattheisen, Manuel, McDonald, Colm, Murphy, Kieran C, Nenadic, Igor, Van Os, Jim, Pantelis, Christos, Pato, Michele, Petryshen, Tracey, Quested, Digby, Roussos, Panos, Sanders, Alan R, Schall, Ulrich, Schwab, Sibylle G, Sim, Kang, So, Hon-Cheong, Stögmann, Elisabeth, Subramaniam, Mythily, Toncheva, Draga, Waddington, John, Walters, James, Weiser, Mark, Cheng, Wei, Cloninger, Robert, Curtis, David, Gejman, Pablo V, Henskens, Frans, Mattingsdal, Morten, Oh, Sang-Yun, Scott, Rodney, Webb, Bradley, Breen, Gerome, Churchhouse, Claire, Bulik, Cynthia M, Daly, Mark, Dichgans, Martin, Faraone, Stephen V, Guerreiro, Rita, Holmans, Peter, Kendler, Kenneth S, Koeleman, Bobby, Mathews, Carol A, Price, Alkes, Scharf, Jeremiah, Sklar, Pamela, Williams, Julie, Wood, Nicholas W, Cotsapas, Chris, Palotie, Aarno, Smoller, Jordan W, Sullivan, Patrick, Rosand, Jonathan, Corvin, Aiden, Neale, Benjamin M, Schott, Jonathan M, Anney, Richard, Elia, Josephine, Grigoroiu-Serbanescu, Maria, Edenberg, Howard J, Murray, Robin, Massachusetts General Hospital [Boston], Broad Institute of MIT and Harvard (BROAD INSTITUTE), Harvard Medical School [Boston] (HMS)-Massachusetts Institute of Technology (MIT)-Massachusetts General Hospital [Boston], UK Dementia Research Institute (UK DRI), University College of London [London] (UCL), School of Psychology [Cardiff University], Cardiff University, Institute for Stroke and Dementia Research (ISD), Klinikum der Universität [München]-Ludwig Maximilian University [Munich] (LMU), New Jersey Institute of Technology [Newark] (NJIT), Facteurs de Risque et Déterminants Moléculaires des Maladies liées au Vieillissement - U 1167 (RID-AGE), Institut Pasteur de Lille, Réseau International des Instituts Pasteur (RIIP)-Réseau International des Instituts Pasteur (RIIP)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Lille-Centre Hospitalier Régional Universitaire [Lille] (CHRU Lille), RIKEN Center for Integrative Medical Sciences [Yokohama] (RIKEN IMS), RIKEN - Institute of Physical and Chemical Research [Japon] (RIKEN), Neuropsychiatrie : recherche épidémiologique et clinique (PSNREC), Université Montpellier 1 (UM1)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Montpellier (UM), Laboratoire de Biotechnologie et Microbiologie Appliquée (LBMA), Université Bordeaux Segalen - Bordeaux 2-Institut National de la Recherche Agronomique (INRA), Bordeaux population health (BPH), Université de Bordeaux (UB)-Institut de Santé Publique, d'Épidémiologie et de Développement (ISPED)-Institut National de la Santé et de la Recherche Médicale (INSERM), Service de neurologie [Rouen], CHU Rouen, Normandie Université (NU)-Normandie Université (NU), Institut de Biologie François JACOB (JACOB), Direction de Recherche Fondamentale (CEA) (DRF (CEA)), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA), Gériatrie générale et aigüe [Paris], AP-HP - Hôpital Cochin Broca Hôtel Dieu [Paris], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP), Columbia University [New York], Dpt of Neuroscience [New York], Icahn School of Medicine at Mount Sinai [New York] (MSSM), University of Pittsburgh (PITT), Pennsylvania Commonwealth System of Higher Education (PCSHE), University of Washington [Seattle], Tanz Center Research in Neurodegenerative Diseases [Toronto], University of Toronto, Children’s Hospital of Philadelphia (CHOP ), University of Kentucky (UK), School of medicine, Duke University [Durham], College of medicine, Brigham Young University (BYU), Oregon Health and Science University [Portland] (OHSU), Cleveland Clinic, Department of Neurology, Emory University [Atlanta, GA], Medical School, University of Michigan [Ann Arbor], University of Michigan System-University of Michigan System, Health sciences center, The University of New Mexico [Albuquerque], Institute for Memory Impairments and Neurological Disorders [Irvine], University of California [Irvine] (UC Irvine), University of California (UC)-University of California (UC), Indiana University - Purdue University Indianapolis (IUPUI), Indiana University System, Keck School of Medicine [Los Angeles], University of Southern California (USC), University of South Florida [Tampa] (USF), University of Utah School of Medicine [Salt Lake City], Boston University School of Medicine (BUSM), Boston University [Boston] (BU), Perelman School of Medicine, University of Pennsylvania, Dublin City University [Dublin] (DCU), Functional Genomics Center Zurich, Universität Zürich [Zürich] = University of Zurich (UZH)- Eidgenössische Technische Hochschule - Swiss Federal Institute of Technology [Zürich] (ETH Zürich), Cambridge Institute for Medical Research (CIMR), University of Cambridge [UK] (CAM), Aristotle University of Thessaloniki, Maurice Wohl Clinical Neuroscience Institut, King‘s College London, Dementia Research Centre [London] (DRC), Groupe de recherche clinique Alzheimer Precision Medicine (GRC 21 - APM), Sorbonne Université (SU), MRC Centre for Neuropsychiatric Genetics and Genomics, Medical Research Council-Cardiff University, MRC Prion Unit [London], Queen's University [Belfast] (QUB), School of Life Sciences, University of Nottingham, UK (UON), Rheinische Friedrich-Wilhelms-Universität Bonn, Centre de Recherche en Cancérologie de Marseille (CRCM), Aix Marseille Université (AMU)-Institut Paoli-Calmettes, Fédération nationale des Centres de lutte contre le Cancer (FNCLCC)-Fédération nationale des Centres de lutte contre le Cancer (FNCLCC)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS), QIMR Berghofer Medical Research Institute, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), School of Medicine [Dublin], Trinity College Dublin, Department of Medicine, University of Texas Health Science Center, The University of Texas Health Science Center at Houston (UTHealth), School of Public Health [Boston], Erasmus University Medical Center [Rotterdam] (Erasmus MC), Columbia University Medical Center (CUMC), David Geffen School of Medicine [Los Angeles], University of California [Los Angeles] (UCLA), Saarland University [Saarbrücken], Universität Leipzig, School of Medicine [Los Angeles], Johannes Kepler Universität Linz - Johannes Kepler University Linz [Autriche] (JKU), Department of Neurology [Boston], Harvard Medical School [Boston] (HMS)-Massachusetts General Hospital [Boston], School of Medecine, Washington University in Saint Louis (WUSTL), Oslo University Hospital [Oslo], Institute for Molecular Medicine Finland [Helsinki] (FIMM), Helsinki Institute of Life Science (HiLIFE), Helsingin yliopisto = Helsingfors universitet = University of Helsinki-Helsingin yliopisto = Helsingfors universitet = University of Helsinki, 23andMe Inc., Charité - UniversitätsMedizin = Charité - University Hospital [Berlin], Department of Biological Psychology [Amsterdam], Vrije Universiteit Amsterdam [Amsterdam] (VU), Leiden University Medical Center (LUMC), Universiteit Leiden, University-Hospital Munich-Großhadern [München], Karolinska Institutet [Stockholm], Universität Ulm - Ulm University [Ulm, Allemagne], Faculty of Medicine and Life Sciences [Tampere], University of Tampere [Finland], Helsingin yliopisto = Helsingfors universitet = University of Helsinki, Brigham & Women’s Hospital [Boston] (BWH), Harvard Medical School [Boston] (HMS), Landspitali National University Hospital of Iceland, VU University Medical Center [Amsterdam], Boston VA Research Institute (BVARI), Department of Physiology, Anatomy and Genetics [Oxford], University of Oxford, Max Planck Institute of Psychiatry, Max-Planck-Gesellschaft, Christian-Albrechts-Universität zu Kiel (CAU), Institute of Clinical Molecular Biology, Kiel University, National Institute for Health and Welfare [Helsinki], Harvard T.H. Chan School of Public Health, Universitat Autònoma de Barcelona (UAB), Vall d'Hebron University Hospital [Barcelona], University of Tartu, Universitaetsklinikum Hamburg-Eppendorf = University Medical Center Hamburg-Eppendorf [Hamburg] (UKE), Center for Human and Clinical Genetics, Universiteit Leiden-Universiteit Leiden, University of Copenhagen = Københavns Universitet (UCPH), Institute of Health and Biomedical Innovation (IHBI), Queensland University of Technology [Brisbane] (QUT), Discipline of Psychiatry [Dublin], Trinity College Dublin-Trinity College Dublin, Institute of Neurology [London], The University of Hong Kong (HKU), University of Melbourne, Cooper Medical School of Rowan University [Camden] (CMSRU), Centre Hospitalier de l'Université de Montréal (CHUM), Université de Montréal (UdeM), University of Antwerp (UA), Hôpital Erasme [Bruxelles] (ULB), Faculté de Médecine [Bruxelles] (ULB), Université libre de Bruxelles (ULB)-Université libre de Bruxelles (ULB), New York University School of Medicine (NYU), New York University School of Medicine, NYU System (NYU)-NYU System (NYU), University of Eastern Finland, Universitätsklinikum Bonn (UKB), Hertie Institute for Clinical Brain Research [Tubingen], University of Tübingen, NIHR Biomedical Research Centre [London], Guy's and St Thomas' NHS Foundation Trust-King‘s College London, University Medical Center [Utrecht], Ohio State University [Columbus] (OSU), University of California [San Francisco] (UC San Francisco), University of California (UC), Royal College of Surgeons in Ireland (RCSI), University of Southern Denmark (SDU), United Christian Hospital [Hong Kong] (UCH), University of Cincinnati (UC), University of Cologne, Inselspital Bern, University of Wales, Jefferson University Hospitals, University of Liverpool, Medizinische Universität Wien = Medical University of Vienna, National Institutes of Health [Bethesda] (NIH), German Research Center for Neurodegenerative Diseases - Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Institut de Recherche en Santé Digestive (IRSD ), Institut National de la Recherche Agronomique (INRA)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT)-Université de Toulouse (UT)-Ecole Nationale Vétérinaire de Toulouse (ENVT), Institut National Polytechnique (Toulouse) (Toulouse INP), Université de Toulouse (UT)-Université de Toulouse (UT)-Institut National Polytechnique (Toulouse) (Toulouse INP), Université de Toulouse (UT)-Institut National de la Santé et de la Recherche Médicale (INSERM), University of Lincoln, University of Newcastle [Callaghan, Australia] (UoN), Fondazione IRCCS Istituto Neurologico 'Carlo Besta', University of Virginia, University of Maryland [Baltimore County] (UMBC), University of Maryland System, Royal Holloway [University of London] (RHUL), University of Edinburgh, Universidade de Lisboa = University of Lisbon (ULISBOA), Uniwersytet Jagielloński w Krakowie = Jagiellonian University (UJ), University of Split, University of North Carolina [Chapel Hill] (UNC), University of North Carolina System (UNC), Center for Genomic Regulation (CRG-UPF), CIBER de Epidemiología y Salud Pública (CIBERESP), McLean Hospital [Belmont, Ma.], Norwegian Institute of Public Health [Oslo] (NIPH), Università degli Studi di Salerno = University of Salerno (UNISA), University of Bristol [Bristol], Technische Universität Dresden = Dresden University of Technology (TU Dresden), Rheinisch-Westfälische Technische Hochschule Aachen University (RWTH), Utrecht University [Utrecht], Azienda Ospedaliera di Padova, Université de Liège, Maria Sklodowska-Curie Memorial Cancer Center and Institute of Oncology (MCMCC), Università degli Studi di Perugia = University of Perugia (UNIPG), Università degli studi della Campania 'Luigi Vanvitelli' = University of the Study of Campania Luigi Vanvitelli, National and Kapodistrian University of Athens (NKUA), Charles University [Prague] (CU), SURFACES, Institut de recherches sur la catalyse et l'environnement de Lyon (IRCELYON), Université Claude Bernard Lyon 1 (UCBL), Université de Lyon-Université de Lyon-Institut de Chimie du CNRS (INC)-Centre National de la Recherche Scientifique (CNRS)-Université Claude Bernard Lyon 1 (UCBL), Université de Lyon-Université de Lyon-Institut de Chimie du CNRS (INC)-Centre National de la Recherche Scientifique (CNRS), Flinders University [Adelaide, Australia], Virginia Commonwealth University (VCU), University of Oslo (UiO), University of Bergen (UiB), Weill Medical College of Cornell University [New York], University of North Dakota [Grand Forks] (UND), Oregon Research Institute (ORI), University of California [San Diego] (UC San Diego), Universitat de Barcelona (UB), Centro de Investigación Biomédica en Red Salud Mental [Madrid] (CIBER-SAM), Hospital Universitario Mutua de Terrassa, School of Computer Science and Communication [Stockholm], Royal Institute of Technology [Stockholm] (KTH ), Jefferson (Philadelphia University + Thomas Jefferson University), University Medical Center Göttingen (UMG), Universität Heidelberg [Heidelberg] = Heidelberg University, Radboud University Medical Center [Nijmegen], Universitätsklinikum Frankfurt, Maastricht University [Maastricht], Institute of Psychological Medicine and Clinical Neurosciences, Aarhus University [Aarhus], University of Iowa [Iowa City], Universidade Federal do Rio Grande do Sul [Porto Alegre] (UFRGS), The Hospital for sick children [Toronto] (SickKids), Hospital de Clínicas de Porto Alegre (HCPA), Alma Mater Studiorum Università di Bologna [Bologna] (UNIBO), University of British Columbia (UBC), IRCCS Fondazione Stella Maris [Pisa], Institut de Biologie Paris Seine (IBPS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS), Neuroscience Paris Seine (NPS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut de Biologie Paris Seine (IBPS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS), Universidade de Coimbra [Coimbra], Academic Centre on Rare Diseases (ACoRD), University College Dublin [Dublin] (UCD), Our Lady's Children's Hospital Crumlin (OLCHC), German Cancer Research Center - Deutsches Krebsforschungszentrum [Heidelberg] (DKFZ), Institut Mondor de Recherche Biomédicale (IMRB), Institut National de la Santé et de la Recherche Médicale (INSERM)-IFR10-Université Paris-Est Créteil Val-de-Marne - Paris 12 (UPEC UP12), Children’s Hospital Los Angeles [Los Angeles], Yale University [New Haven], Brown University, Institute of Neuroscience [Newcastle] (ION), Newcastle University [Newcastle], Department of Medical Epidemiology and Biostatistics (MEB), Division of Medical Genetics [Seattle], University of Illinois [Chicago] (UIC), University of Illinois System, Maine Medical Center Research Institute (MMCRI), Génétique humaine et fonctions cognitives - Human Genetics and Cognitive Functions (GHFC (UMR_3571 / U-Pasteur_1)), Institut Pasteur [Paris] (IP)-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), Centre d’Etudes et de Recherches en Psychopathologie et Psychologie de la Santé (CERPPS), Université Toulouse - Jean Jaurès (UT2J), Université de Toulouse (UT)-Université de Toulouse (UT)-Toulouse Mind & Brain Institut (TMBI), Université de Toulouse (UT)-Université de Toulouse (UT)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT)-Université Toulouse - Jean Jaurès (UT2J), Université de Toulouse (UT)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT), Johns Hopkins University School of Medicine [Baltimore], Ludwig Maximilian University [Munich] (LMU), University of Michigan System, Department of Genetic Epidemiology in Psychiatry [Mannhein], Universität Heidelberg [Heidelberg] = Heidelberg University-Central Institute of Mental Health Mannheim, University of Dundee, National University of Ireland [Galway] (NUI Galway), University Hospital Basel [Basel], Neuroscience Research Australia (NeuRA), Forschungszentrum Jülich GmbH | Centre de recherche de Juliers, Helmholtz-Gemeinschaft = Helmholtz Association, UNSW Faculty of Medicine [Sydney], University of New South Wales [Sydney] (UNSW), University of Chicago, Johns Hopkins University (JHU), Johns Hopkins Bloomberg School of Public Health [Baltimore], Dalhousie University [Halifax], Montreal Neurological Institute and Hospital, McGill University = Université McGill [Montréal, Canada], State University of New York (SUNY), University Hospital of Cologne [Cologne], University of Adelaide, James Cook University (JCU), Institute for Molecular Bioscience, University of Queensland [Brisbane], Greifswald University Hospital, The University of Sydney, University Medical Center Groningen [Groningen] (UMCG), University of Calgary, University Health Network, Universidad de Antioquia = University of Antioquia [Medellín, Colombia], Universidade de São Paulo = University of São Paulo (USP), Ospedale San Raffaele, University of Amsterdam [Amsterdam] (UvA), University of Groningen [Groningen], Yale School of Medicine [New Haven, Connecticut] (YSM), Academic Medical Center - Academisch Medisch Centrum [Amsterdam] (AMC), CHU Pitié-Salpêtrière [AP-HP], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU), University of Cape Town, Cold Spring Harbor Laboratory (CSHL), Universidad de Sevilla / University of Sevilla, University of Florida [Gainesville] (UF), University of Denver, Purdue University [West Lafayette], Centre Hospitalier Universitaire Vaudois [Lausanne] (CHUV), Moscow Institute of Physics and Technology [Moscow] (MIPT), Sunnybrook Health Sciences Centre, Federal Institute of São Paulo (IFSP), Democritus University of Thrace (DUTH), Universiteit Gent = Ghent University (UGENT), Medical University of Warsaw - Poland, Sorbonne Université - Faculté de Médecine - Département d'Enseignement et de Recherche en Médecine Générale, Universitätsklinikum Essen [Universität Duisburg-Essen] (Uniklinik Essen), Vanderbilt University Medical Center [Nashville], Vanderbilt University [Nashville], Institute of Mental Health [Singapore], Universidad de Cantabria [Santander], Tel Aviv University (TAU), University College Cork (UCC), University of Rochester [USA], Statens Serum Institut [Copenhagen], Софийски университет = Sofia University, Russian Academy of Sciences [Moscow] (RAS), Latvian Biomedical Research and Study Centre [Rīga], Vilnius University [Vilnius], Nanyang Technological University [Singapour], Department of Life Sciences, Imperial College London, Jena University Hospital [Jena], Oxford University Hospitals NHS Trust, Schizophrenia Research Institute [Sydney], Faculty of Science, Medicine and Health [Wollongong], University of Wollongong [Australia], City University of Hong Kong [Hong Kong] (CUHK), Lawrence Berkeley National Laboratory [Berkeley] (LBNL), This work was supported by grants 1R01MH10764901 and 5U01MH09443203 from the National Institute of Mental Health, as well as the Orion Farmos Research Foundation (V.A.) and the Fannie and John Hertz Foundation (H.K.F.). Consortium specific funding is detailed in the supplementary materials ('Study-specific acknowledgments')., Brainstorm Consortium, University of Kentucky, University of California [Irvine] (UCI), University of California-University of California, University of Pennsylvania [Philadelphia], Alzheimer Precision Medicine [CHU Pitié-Salpétriêre] (GRC 21 AMP), Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU), Universität Leipzig [Leipzig], Johannes Kepler University Linz [Linz] (JKU), University of Helsinki-University of Helsinki, University of Helsinki, University of Oxford [Oxford], University of Copenhagen = Københavns Universitet (KU), University of California [San Francisco] (UCSF), University of California, Université Toulouse III - Paul Sabatier (UT3), Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Institut National de la Recherche Agronomique (INRA)-Ecole Nationale Vétérinaire de Toulouse (ENVT), Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Institut National Polytechnique (Toulouse) (Toulouse INP), Université Fédérale Toulouse Midi-Pyrénées-Institut National de la Santé et de la Recherche Médicale (INSERM), University of Newcastle [Australia] (UoN), University of Virginia [Charlottesville], Universidade de Lisboa (ULISBOA), Università degli Studi di Salerno (UNISA), Rheinisch-Westfälische Technische Hochschule Aachen (RWTH), Università degli Studi di Perugia (UNIPG), Università degli studi della Campania 'Luigi Vanvitelli', Universität Heidelberg [Heidelberg], Sorbonne Université (SU)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS), Institut Pasteur [Paris]-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), Universität Heidelberg [Heidelberg]-Central Institute of Mental Health Mannheim, VU University Amsterdam, Universidade de São Paulo (USP), Yale University School of Medicine, Universidad de Sevilla, Universiteit Gent = Ghent University [Belgium] (UGENT), Service de Psychiatrie de l'Enfant et de l'Adolescent [CHU Pitié-Salpêtrière] (SPEA), Tel Aviv University [Tel Aviv], University of Sofia, Anttila, Verneri, Bulik-Sullivan, Brendan, Finucane, Hilary K., Walters, Raymond K., Bras, Jose, Duncan, Laramie, Escott-Price, Valentina, Falcone, Guido J., Gormley, Padhraig, Malik, Rainer, Patsopoulos, Nikolaos A., Ripke, Stephan, Wei, Zhi, Yu, Dongmei, Lee, Phil H., Turley, Patrick, Grenier-Boley, Benjamin, Chouraki, Vincent, Kamatani, Yoichiro, Berr, Claudine, Letenneur, Luc, Hannequin, Didier, Amouyel, Philippe, Boland, Anne, Deleuze, Jean-Françoi, Duron, Emmanuelle, Vardarajan, Badri N., Reitz, Christiane, Goate, Alison M., Huentelman, Matthew J., Ilyas Kamboh, M., Larson, Eric B., Rogaeva, Ekaterina, George-Hyslop, Peter St, Hakonarson, Hakon, Kukull, Walter A., Farrer, Lindsay A., Barnes, Lisa L., Beach, Thomas G., Yesim Demirci, F., Head, Elizabeth, Hulette, Christine M., Jicha, Gregory A., Kauwe, John S.K., Kaye, Jeffrey A., Leverenz, James B., Levey, Allan I., Lieberman, Andrew P., Pankratz, Vernon S., Poon, Wayne W., Quinn, Joseph F., Saykin, Andrew J., Schneider, Lon S., Smith, Amanda G., Sonnen, Joshua A., Stern, Robert A., Van Deerlin, Vivianna M., Van Eldik, Linda J., Harold, Denise, Russo, Giancarlo, Rubinsztein, David C., Bayer, Anthony, Tsolaki, Magda, Proitsi, Petra, Fox, Nick C., Hampel, Harald, Owen, Michael J., Mead, Simon, Passmore, Peter, Morgan, Kevin, Nöthen, Markus M., Rossor, Martin, Lupton, Michelle K., Hoffmann, Per, Kornhuber, Johanne, Lawlor, Brian, McQuillin, Andrew, Al-Chalabi, Ammar, Bis, Joshua C., Ruiz, Agustin, Boada, Mercè, Seshadri, Sudha, Beiser, Alexa, Rice, Kenneth, Van Der Lee, Sven J., De Jager, Philip L., Geschwind, Daniel H., Riemenschneider, Matthia, Riedel-Heller, Steffi, Rotter, Jerome I., Ransmayr, Gerhard, Hyman, Bradley T., Cruchaga, Carlo, Alegret, Montserrat, Winsvold, Bendik, Palta, Priit, Farh, Kai-How, Cuenca-Leon, Ester, Furlotte, Nichola, Kurth, Tobia, Ligthart, Lannie, Terwindt, Gisela M., Freilinger, Tobia, Ran, Caroline, Gordon, Scott D., Borck, Guntram, Adams, Hieab H.H., Lehtimäki, Terho, Wedenoja, Juho, Buring, Julie E., Schürks, Marku, Hrafnsdottir, Maria, Hottenga, Jouke-Jan, Penninx, Brenda, Artto, Ville, Kaunisto, Mari, Vepsäläinen, Salli, Martin, Nicholas G., Montgomery, Grant W., Kurki, Mitja I., Hämäläinen, Eija, Huang, Hailiang, Huang, Jie, Sandor, Cynthia, Webber, Caleb, Muller-Myhsok, Bertram, Schreiber, Stefan, Salomaa, Veikko, Loehrer, Elizabeth, Göbel, Hartmut, Macaya, Alfon, Pozo-Rosich, Patricia, Hansen, Thoma, Werge, Thoma, Kaprio, Jaakko, Metspalu, Andre, Kubisch, Christian, Ferrari, Michel D., Belin, Andrea C., Van Den Maagdenberg, Arn M. J. M., Zwart, John-Anker, Boomsma, Dorret, Eriksson, Nichola, Olesen, Je, Chasman, Daniel I., Nyholt, Dale R., Avbersek, Andreja, Baum, Larry, Berkovic, Samuel, Bradfield, Jonathan, Buono, Russell, Catarino, Claudia B., Cossette, Patrick, De Jonghe, Peter, Depondt, Chantal, Dlugos, Denni, Ferraro, Thomas N., French, Jacqueline, Hjalgrim, Helle, Jamnadas-Khoda, Jennifer, Kälviäinen, Reetta, Kunz, Wolfram S., Lerche, Holger, Leu, Costin, Lindhout, Dick, Lo, Warren, Lowenstein, Daniel, McCormack, Mark, Møller, Rikke S., Molloy, Anne, Ng, Ping-Wing, Oliver, Karen, Privitera, Michael, Radtke, Rodney, Ruppert, Ann-Kathrin, Sander, Thoma, Schachter, Steven, Schankin, Christoph, Scheffer, Ingrid, Schoch, Susanne, Sisodiya, Sanjay M., Smith, Philip, Sperling, Michael, Striano, Pasquale, Surges, Rainer, Neil Thomas, G., Visscher, Frank, Whelan, Christopher D., Zara, Federico, Heinzen, Erin L., Marson, Anthony, Becker, Felicita, Stroink, Han, Zimprich, Fritz, Gasser, Thoma, Gibbs, Raphael, Heutink, Peter, Martinez, Maria, Morris, Huw R., Sharma, Manu, Ryten, Mina, Mok, Kin Y., Pulit, Sara, Bevan, Steve, Holliday, Elizabeth, Attia, John, Battey, Thoma, Boncoraglio, Giorgio, Thijs, Vincent, Chen, Wei-Min, Mitchell, Braxton, Rothwell, Peter, Sharma, Pankaj, Sudlow, Cathie, Vicente, Astrid, Markus, Hugh, Kourkoulis, Christina, Pera, Joana, Raffeld, Miriam, Silliman, Scott, Perica, Vesna Boraska, Thornton, Laura M., Huckins, Laura M., William Rayner, N., Lewis, Cathryn M., Gratacos, Monica, Rybakowski, Filip, Keski-Rahkonen, Anna, Raevuori, Anu, Hudson, James I., Reichborn-Kjennerud, Ted, Monteleone, Palmiero, Karwautz, Andrea, Mannik, Katrin, Baker, Jessica H., O'Toole, Julie K., Trace, Sara E., Davis, Oliver S. P., Helder, Sietske G., Ehrlich, Stefan, Herpertz-Dahlmann, Beate, Danner, Unna N., Van Elburg, Annemarie A., Clementi, Maurizio, Forzan, Monica, Docampo, Elisa, Lissowska, Jolanta, Hauser, Joanna, Tortorella, Alfonso, Maj, Mario, Gonidakis, Fragisko, Tziouvas, Konstantino, Papezova, Hana, Yilmaz, Zeynep, Wagner, Gudrun, Cohen-Woods, Sarah, Herms, Stefan, Julia, Antonio, Rabionet, Raquel, Dick, Danielle M., Ripatti, Samuli, Andreassen, Ole A., Espeseth, Thoma, Lundervold, Astri J., Steen, Vidar M., Pinto, Dalila, Scherer, Stephen W., Aschauer, Harald, Schosser, Alexandra, Alfredsson, Lar, Padyukov, Leonid, Halmi, Katherine A., Mitchell, Jame, Strober, Michael, Bergen, Andrew W., Kaye, Walter, Szatkiewicz, Jin Peng, Cormand, Bru, Ramos-Quiroga, Josep Antoni, Sánchez-Mora, Cristina, Ribasés, Marta, Casas, Miguel, Hervas, Amaia, Arranz, Maria Jesú, Haavik, Jan, Zayats, Tetyana, Johansson, Stefan, Williams, Nigel, Dempfle, Astrid, Rothenberger, Aribert, Kuntsi, Jonna, Oades, Robert D., Banaschewski, Tobia, Franke, Barbara, Buitelaar, Jan K., Vasquez, Alejandro Aria, Doyle, Alysa E., Reif, Andrea, Lesch, Klaus-Peter, Freitag, Christine, Rivero, Olga, Palmason, Haukur, Romanos, Marcel, Langley, Kate, Rietschel, Marcella, Witt, Stephanie H., Dalsgaard, Soeren, Børglum, Anders D., Waldman, Irwin, Wilmot, Beth, Molly, Nikola, Bau, Claiton H.D., Crosbie, Jennifer, Schachar, Russell, Loo, Sandra K., McGough, James J., Grevet, Eugenio H., Medland, Sarah E., Robinson, Elise, Weiss, Lauren A., Bacchelli, Elena, Bailey, Anthony, Bal, Vanessa, Battaglia, Agatino, Betancur, Catalina, Bolton, Patrick, Cantor, Rita, Celestino-Soper, Patrícia, Dawson, Geraldine, De Rubeis, Silvia, Duque, Frederico, Green, Andrew, Klauck, Sabine M., Leboyer, Marion, Levitt, Pat, Maestrini, Elena, Mane, Shrikant, Moreno-De-Luca, Daniel, Parr, Jeremy, Regan, Regina, Reichenberg, Abraham, Sandin, Sven, Vorstman, Jacob, Wassink, Thoma, Wijsman, Ellen, Cook, Edwin, Santangelo, Susan, Delorme, Richard, Roge, Bernadette, Magalhaes, Tiago, Arking, Dan, Schulze, Thomas G., Thompson, Robert C., Strohmaier, Jana, Matthews, Keith, Melle, Ingrid, Morris, Derek, Blackwood, Dougla, McIntosh, Andrew, Bergen, Sarah E., Schalling, Martin, Jamain, Stéphane, Maaser, Anna, Fischer, Sascha B., Reinbold, Céline S., Fullerton, Janice M., Guzman-Parra, José, Mayoral, Fermin, Schofield, Peter R., Cichon, Sven, Mühleisen, Thomas W., Degenhardt, Franziska, Schumacher, Johanne, Bauer, Michael, Mitchell, Philip B., Gershon, Elliot S., Rice, John, Potash, James B., Zandi, Peter P., Craddock, Nick, Nicol Ferrier, I., Alda, Martin, Rouleau, Guy A., Turecki, Gustavo, Ophoff, Roel, Pato, Carlo, Anjorin, Adebayo, Stahl, Eli, Leber, Marku, Czerski, Piotr M., Cruceanu, Cristiana, Jones, Ian R., Posthuma, Danielle, Andlauer, Till F.M., Forstner, Andreas J., Streit, Fabian, Baune, Bernhard T., Air, Tracy, Sinnamon, Grant, Wray, Naomi R., MacIntyre, Donald J., Porteous, David, Homuth, Georg, Rivera, Margarita, Grove, Jakob, Middeldorp, Christel M., Hickie, Ian, Pergadia, Michele, Mehta, Divya, Smit, Johannes H., Jansen, Rick, De Geus, Eco, Dunn, Erin, Li, Qingqin S., Nauck, Matthia, Schoevers, Robert A., Beekman, Aartjan TF, Knowles, James A., Viktorin, Alexander, Arnold, Paul, Barr, Cathy L., Bedoya-Berrio, Gabriel, Joseph Bienvenu, O., Brentani, Helena, Burton, Christie, Camarena, Beatriz, Cappi, Carolina, Cath, Danielle, Cavallini, Maria, Cusi, Daniele, Darrow, Sabrina, Denys, Damiaan, Derks, Eske M., Dietrich, Andrea, Fernandez, Thoma, Figee, Martijn, Freimer, Nelson, Gerber, Gloria, Grados, Marco, Greenberg, Erica, Hanna, Gregory L., Hartmann, Andrea, Hirschtritt, Matthew E., Hoekstra, Pieter J., Huang, Alden, Huyser, Chaim, Illmann, Cornelia, Jenike, Michael, Kuperman, Samuel, Leventhal, Bennett, Lochner, Christine, Lyon, Gholson J., Macciardi, Fabio, Madruga-Garrido, Marco, Malaty, Irene A., Maras, Athanasio, McGrath, Lauren, Miguel, Eurípedes C., Mir, Pablo, Nestadt, Gerald, Nicolini, 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Lönnqvist, Jouko, Maher, Brion, Mattheisen, Manuel, McDonald, Colm, Murphy, Kieran C., Nenadic, Igor, Van Os, Jim, Pantelis, Christo, Pato, Michele, Petryshen, Tracey, Quested, Digby, Roussos, Pano, Sanders, Alan R., Schall, Ulrich, Schwab, Sibylle G., Sim, Kang, So, Hon-Cheong, Stögmann, Elisabeth, Subramaniam, Mythily, Toncheva, Draga, Waddington, John, Walters, Jame, Weiser, Mark, Cheng, Wei, Cloninger, Robert, Curtis, David, Gejman, Pablo V., Henskens, Fran, Mattingsdal, Morten, Oh, Sang-Yun, Scott, Rodney, Webb, Bradley, Breen, Gerome, Churchhouse, Claire, Bulik, Cynthia M., Daly, Mark, Dichgans, Martin, Faraone, Stephen V., Guerreiro, Rita, Holmans, Peter, Kendler, Kenneth S., Koeleman, Bobby, Mathews, Carol A., Price, Alke, Scharf, Jeremiah, Sklar, Pamela, Williams, Julie, Wood, Nicholas W., Cotsapas, Chri, Palotie, Aarno, Smoller, Jordan W., Sullivan, Patrick, Rosand, Jonathan, Corvin, Aiden, Neale, Benjamin M., Epidemiology, Radiology & Nuclear Medicine, Anttila, V, 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Duque, F, Green, A, Klauck, S, Leboyer, M, Levitt, P, Maestrini, E, Mane, S, Moreno-De-Luca, D, Parr, J, Regan, R, Reichenberg, A, Sandin, S, Vorstman, J, Wassink, T, Wijsman, E, Cook, E, Santangelo, S, Delorme, R, Roge, B, Magalhaes, T, Arking, D, Schulze, T, Thompson, R, Strohmaier, J, Matthews, K, Melle, I, Morris, D, Blackwood, D, Mcintosh, A, Bergen, S, Schalling, M, Jamain, S, Maaser, A, Fischer, S, Reinbold, C, Fullerton, J, Guzman-Parra, J, Mayoral, F, Schofield, P, Cichon, S, Mühleisen, T, Degenhardt, F, Schumacher, J, Bauer, M, Mitchell, P, Gershon, E, Rice, J, Potash, J, Zandi, P, Craddock, N, Nicol Ferrier, I, Alda, M, Rouleau, G, Turecki, G, Ophoff, R, Pato, C, Anjorin, A, Stahl, E, Leber, M, Czerski, P, Cruceanu, C, Jones, I, Posthuma, D, Andlauer, T, Forstner, A, Streit, F, Baune, B, Air, T, Sinnamon, G, Wray, N, Macintyre, D, Porteous, D, Homuth, G, Rivera, M, Grove, J, Middeldorp, C, Hickie, I, Pergadia, M, Mehta, D, Smit, J, Jansen, R, De Geus, E, Dunn, E, Li, Q, Nauck, M, Schoevers, R, Beekman, A, Knowles, J, Viktorin, A, Arnold, P, Barr, C, Bedoya-Berrio, G, Joseph Bienvenu, O, Brentani, H, Burton, C, Camarena, B, Cappi, C, Cath, D, Cavallini, M, Cusi, D, Darrow, S, Denys, D, Derks, E, Dietrich, A, Fernandez, T, Figee, M, Freimer, N, Gerber, G, Grados, M, Greenberg, E, Hanna, G, Hartmann, A, Hirschtritt, M, Hoekstra, P, Huang, A, Huyser, C, Illmann, C, Jenike, M, Kuperman, S, Leventhal, B, Lochner, C, Lyon, G, Macciardi, F, Madruga-Garrido, M, Malaty, I, Maras, A, Mcgrath, L, Miguel, E, Mir, P, Nestadt, G, Nicolini, H, Okun, M, Pakstis, A, Paschou, P, Piacentini, J, Pittenger, C, Plessen, K, Ramensky, V, Ramos, E, Reus, V, Richter, M, Riddle, M, Robertson, M, Roessner, V, Rosário, M, Samuels, J, Sandor, P, Stein, D, Tsetsos, F, Van Nieuwerburgh, F, Weatherall, S, Wendland, J, Wolanczyk, T, Worbe, Y, Zai, G, Goes, F, Mclaughlin, N, Nestadt, P, Grabe, H, Depienne, C, Konkashbaev, A, Lanzagorta, N, Valencia-Duarte, A, Bramon, E, Buccola, N, Cahn, W, Cairns, M, Chong, S, Cohen, D, Crespo-Facorro, B, Crowley, J, Davidson, M, Delisi, L, Dinan, T, Donohoe, G, Drapeau, E, Duan, J, Haan, L, Hougaard, D, Karachanak-Yankova, S, Khrunin, A, Klovins, J, Kučinskas, V, Keong, J, Limborska, S, Loughland, C, Lönnqvist, J, Maher, B, Mattheisen, M, Mcdonald, C, Murphy, K, Nenadic, I, Van Os, J, Pantelis, C, Pato, M, Petryshen, T, Quested, D, Roussos, P, Sanders, A, Schall, U, Schwab, S, Sim, K, So, H, Stögmann, E, Subramaniam, M, Toncheva, D, Waddington, J, Walters, J, Weiser, M, Cheng, W, Cloninger, R, Curtis, D, Gejman, P, Henskens, F, Mattingsdal, M, Oh, S, Scott, R, Webb, B, Breen, G, Churchhouse, C, Bulik, C, Daly, M, Dichgans, M, Faraone, S, Guerreiro, R, Holmans, P, Kendler, K, Koeleman, B, Mathews, C, Price, A, Scharf, J, Sklar, P, Williams, J, Wood, N, Cotsapas, C, Palotie, A, Smoller, J, Sullivan, P, Rosand, J, Corvin, A, Neale, B, Kauwe, John S. K., Mcquillin, Andrew, Adams, Hieab H. H., Mccormack, Mark, Bau, Claiton H. D., Mcgough, James J., Mcintosh, Andrew, Andlauer, Till F. M., Macintyre, Donald J., Mcgrath, Lauren, Mclaughlin, Nicole, Delisi, Lynn, Mcdonald, Colm, Université Montpellier 1 (UM1)-Université de Montpellier (UM)-Institut National de la Santé et de la Recherche Médicale (INSERM), Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP), Vrije universiteit = Free university of Amsterdam [Amsterdam] (VU), Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP), Facteurs de Risque et Déterminants Moléculaires des Maladies liées au Vieillissement (Inserm U1167 - RID-AGE - Institut Pasteur), RIKEN Center for Integrative Medical Science, Neuropsychiatrie : recherche épidémiologique et clinique, Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Montpellier 1 (UM1)-Université de Montpellier (UM), University of South Florida (USF), University of Zürich [Zürich] (UZH)-Eidgenössische Technische Hochschule - Swiss Federal Institute of Technology in Zürich [Zürich] (ETH Zürich), Alzheimer Precision Medicine GRC n°21 (APM), CHU Pitié-Salpêtrière [APHP], Cardiff University-Medical Research Council, Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Institut Paoli-Calmettes, Fédération nationale des Centres de lutte contre le Cancer (FNCLCC)-Fédération nationale des Centres de lutte contre le Cancer (FNCLCC)-Aix Marseille Université (AMU), Johannes Kepler University Linz [linz] (JKU), Washington University in St Louis, Charité - Universitätsmedizin Berlin / Charite - University Medicine Berlin, Universitat Autònoma de Barcelona [Barcelona] (UAB), Hôpital Erasme (Bruxelles), Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Ecole Nationale Vétérinaire de Toulouse (ENVT), Jagiellonian University [Krakow] (UJ), Technische Universität Dresden (TUD), National and Kapodistrian University of Athens = University of Athens (NKUA | UoA), Charles University [Prague], Université de Lyon-Université de Lyon-Centre National de la Recherche Scientifique (CNRS)-Université Claude Bernard Lyon 1 (UCBL), Université de Lyon-Université de Lyon-Centre National de la Recherche Scientifique (CNRS), University of Bergen (UIB), University Medicine Goettingen, Università di Bologna [Bologna] (UNIBO), Forschungszentrum Jülich GmbH, UNSW Medicine [Sydney], McGill University, Universidad de Antioquia, University of Florida [Gainesville], Universiteit Gent [Ghent], Service Psychiatrie de l'Enfant et de l'Adolescent [CHU Pitié-Salpêtrière], Assistance publique - Hôpitaux de Paris (AP-HP) (APHP)-CHU Pitié-Salpêtrière [APHP], University of Wollongong, Alzheimer Precision Medicine [CHU Pitié-Salpétriêre] (GRC 21 APM), Anttila, Verneri [0000-0002-0073-4675], Finucane, Hilary K [0000-0003-3864-9828], Walters, Raymond K [0000-0001-8422-6530], Duncan, Laramie [0000-0003-1131-661X], Escott-Price, Valentina [0000-0003-1784-5483], Falcone, Guido J [0000-0002-6407-0302], Gormley, Padhraig [0000-0002-8908-6968], Malik, Rainer [0000-0001-9212-2520], Ripke, Stephan [0000-0003-3622-835X], Wei, Zhi [0000-0001-6059-4267], Yu, Dongmei [0000-0001-7901-4365], Lee, Phil H [0000-0003-1770-3100], Breen, Gerome [0000-0003-2053-1792], Bulik, Cynthia M [0000-0001-7772-3264], Daly, Mark [0000-0002-0949-8752], Dichgans, Martin [0000-0002-0654-387X], Faraone, Stephen V [0000-0002-9217-3982], Holmans, Peter [0000-0003-0870-9412], Koeleman, Bobby [0000-0001-7749-182X], Mathews, Carol A [0000-0003-2208-7058], Sklar, Pamela [0000-0001-9715-4943], Williams, Julie [0000-0002-4069-0259], Wood, Nicholas W [0000-0002-9500-3348], Cotsapas, Chris [0000-0002-7772-5910], Smoller, Jordan W [0000-0002-0381-6334], Sullivan, Patrick [0000-0002-6619-873X], Rosand, Jonathan [0000-0002-1014-9138], Corvin, Aiden [0000-0001-6717-4089], Neale, Benjamin M [0000-0003-1513-6077], and Apollo - University of Cambridge Repository

Subjects
Etiology, [SDV]Life Sciences [q-bio], MESH: Brain Diseases, body-mass index, genetics [Mental Disorders], Disorders of the Brain, Risks factors, classification [Mental Disorders], MESH: Quantitative Trait, Heritable, MESH: Risk Factors, Risk Factors, MESH: Genetic Variation, alzheimers-disease, 610 Medicine & health, bipolar disorder, Brain Diseases, deficit hyperactivity disorder, Multidisciplinary, Mental Disorders, genetics [Brain Diseases], Brain Disease, Brain, Genetic Variation, Genome-Wide Association Study, Humans, Phenotype, Quantitative Trait, Heritable, Psychiatric Disorders, anorexia-nervosa, Mental Disorder, Psychiatric Genomics, [SDV.NEU]Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC], long-term survival, Engineering sciences. Technology, Human, General Science & Technology, population-based twin, diagnosis [Mental Disorders], MESH: Phenotype, Neurological Disorders, Quantitative Trait, MD Multidisciplinary, MESH: Mental Disorders, diagnosis [Brain Diseases], Heritable, genetic correlations, [SDV.GEN]Life Sciences [q-bio]/Genetics, MESH: Humans, major depressive disorder, Risk Factor, Brain Diseases/classification, Brain Diseases/diagnosis, Brain Diseases/genetics, Mental Disorders/classification, Mental Disorders/diagnosis, Mental Disorders/genetics, classification [Brain Diseases], Perturbações do Desenvolvimento Infantil e Saúde Mental, ddc:320, MESH: Genome-Wide Association Study, genome-wide association, Brainstorm Consortium, Genetic Factors, [SDV.MHEP]Life Sciences [q-bio]/Human health and pathology
Abstract

INTRODUCTION Brain disorders may exhibit shared symptoms and substantial epidemiological comorbidity, inciting debate about their etiologic overlap. However, detailed study of phenotypes with different ages of onset, severity, and presentation poses a considerable challenge. Recently developed heritability methods allow us to accurately measure correlation of genome-wide common variant risk between two phenotypes from pools of different individuals and assess how connected they, or at least their genetic risks, are on the genomic level. We used genome-wide association data for 265,218 patients and 784,643 control participants, as well as 17 phenotypes from a total of 1,191,588 individuals, to quantify the degree of overlap for genetic risk factors of 25 common brain disorders. RATIONALE Over the past century, the classification of brain disorders has evolved to reflect the medical and scientific communities’ assessments of the presumed root causes of clinical phenomena such as behavioral change, loss of motor function, or alterations of consciousness. Directly observable phenomena (such as the presence of emboli, protein tangles, or unusual electrical activity patterns) generally define and separate neurological disorders from psychiatric disorders. Understanding the genetic underpinnings and categorical distinctions for brain disorders and related phenotypes may inform the search for their biological mechanisms. RESULTS Common variant risk for psychiatric disorders was shown to correlate significantly, especially among attention deficit hyperactivity disorder (ADHD), bipolar disorder, major depressive disorder (MDD), and schizophrenia. By contrast, neurological disorders appear more distinct from one another and from the psychiatric disorders, except for migraine, which was significantly correlated to ADHD, MDD, and Tourette syndrome. We demonstrate that, in the general population, the personality trait neuroticism is significantly correlated with almost every psychiatric disorder and migraine. We also identify significant genetic sharing between disorders and early life cognitive measures (e.g., years of education and college attainment) in the general population, demonstrating positive correlation with several psychiatric disorders (e.g., anorexia nervosa and bipolar disorder) and negative correlation with several neurological phenotypes (e.g., Alzheimer’s disease and ischemic stroke), even though the latter are considered to result from specific processes that occur later in life. Extensive simulations were also performed to inform how statistical power, diagnostic misclassification, and phenotypic heterogeneity influence genetic correlations. CONCLUSION The high degree of genetic correlation among many of the psychiatric disorders adds further evidence that their current clinical boundaries do not reflect distinct underlying pathogenic processes, at least on the genetic level. This suggests a deeply interconnected nature for psychiatric disorders, in contrast to neurological disorders, and underscores the need to refine psychiatric diagnostics. Genetically informed analyses may provide important “scaffolding” to support such restructuring of psychiatric nosology, which likely requires incorporating many levels of information. By contrast, we find limited evidence for widespread common genetic risk sharing among neurological disorders or across neurological and psychiatric disorders. We show that both psychiatric and neurological disorders have robust correlations with cognitive and personality measures. Further study is needed to evaluate whether overlapping genetic contributions to psychiatric pathology may influence treatment choices. Ultimately, such developments may pave the way toward reduced heterogeneity and improved diagnosis and treatment of psychiatric disorders.

Published
2018

25. Genetic correlations and genome-wide associations of cortical structure in general population samples of 22,824 adults

Author

Hofer, Edith, Roshchupkin, Gennady V, Bernard, Manon, Grasby, Katrina L, Jahanshad, Neda, Painter, Jodie N, Colodro-Conde, Lucía, Bralten, Janita, Hibar, Derrek P, Lind, Penelope A, Pizzagalli, Fabrizio, Ching, Christopher R K, McMahon, Mary Agnes B, Bis, Joshua C, Shatokhina, Natalia, Zsembik, Leo C P, Agartz, Ingrid, Alhusaini, Saud, Almeida, Marcio A A, Alnæs, Dag, Amlien, Inge K, Andersson, Micael, Ard, Tyler, Armstrong, Nicola J, Gillespie, Nathan A, Ashley-Koch, Allison, Brouwer, Rachel M, Buimer, Elizabeth E L, Bülow, Robin, Bürger, Christian, Cannon, Dara M, Chakravarty, Mallar, Chen, Qiang, Cheung, Joshua W, Luciano, Michelle, Couvy-Duchesne, Baptiste, Dale, Anders M, Dalvie, Shareefa, de Araujo, Tânia K, de Zubicaray, Greig I, de Zwarte, Sonja M C, den Braber, Anouk, Doan, Nhat Trung, Dohm, Katharina, Ehrlich, Stefan, Mishra, Aniket, Engelbrecht, Hannah-Ruth, Erk, Susanne, Fan, Chun Chieh, Fedko, Iryna O, Foley, Sonya F, Ford, Judith M, Fukunaga, Masaki, Garrett, Melanie E, Ge, Tian, Giddaluru, Sudheer, Scholz, Markus, Goldman, Aaron L, Groenewold, Nynke A, Grotegerd, Dominik, Gurholt, Tiril P, Gutman, Boris A, Hansell, Narelle K, Harris, Mathew A, Harrison, Marc B, Haswell, Courtney C, Hauser, Michael, Teumer, Alexander, Herms, Stefan, Heslenfeld, Dirk J, Ho, New Fei, Hoehn, David, Hoffmann, Per, Holleran, Laurena, Hoogman, Martine, Hottenga, Jouke-Jan, Ikeda, Masashi, Janowitz, Deborah, Xia, Rui, Jansen, Iris E, Jia, Tianye, Jockwitz, Christiane, Kanai, Ryota, Karama, Sherif, Kasperaviciute, Dalia, Kaufmann, Tobias, Kelly, Sinead, Kikuchi, Masataka, Klein, Marieke, Jian, Xueqiu, Knapp, Michael, Knodt, Annchen R, Krämer, Bernd, Lam, Max, Lancaster, Thomas M, Lee, Phil H, Lett, Tristram A, Lewis, Lindsay B, Lopes-Cendes, Iscia, Mosley, Thomas H, Macciardi, Fabio, Marquand, Andre F, Mathias, Samuel R, Melzer, Tracy R, Milaneschi, Yuri, Mirza-Schreiber, Nazanin, Moreira, Jose C V, Mühleisen, Thomas W, Müller-Myhsok, Bertram, Najt, Pablo, Adams, Hieab H H, Saba, Yasaman, Nakahara, Soichiro, Nho, Kwangsik, Olde Loohuis, Loes M, Orfanos, Dimitri Papadopoulos, Pearson, John F, Pitcher, Toni L, Pütz, Benno, Ragothaman, Anjanibhargavi, Rashid, Faisal M, Redlich, Ronny, Pirpamer, Lukas, Reinbold, Céline S, Repple, Jonathan, Richard, Geneviève, Riedel, Brandalyn C, Risacher, Shannon L, Rocha, Cristiane S, Mota, Nina Roth, Salminen, Lauren, Saremi, Arvin, Saykin, Andrew J, Seiler, Stephan, Schlag, Fenja, Schmaal, Lianne, Schofield, Peter R, Secolin, Rodrigo, Shapland, Chin Yang, Shen, Li, Shin, Jean, Shumskaya, Elena, Sønderby, Ida E, Sprooten, Emma, Becker, James T, Strike, Lachlan T, Tansey, Katherine E, Thalamuthu, Anbupalam, Thomopoulos, Sophia I, Tordesillas-Gutiérrez, Diana, Turner, Jessica A, Uhlmann, Anne, Vallerga, Costanza Ludovica, van der Meer, Dennis, Carmichael, Owen, van Donkelaar, Marjolein M J, van Eijk, Liza, van Erp, Theo G M, van Haren, Neeltje E M, van Rooij, Daan, van Tol, Marie-José, Veldink, Jan H, Verhoef, Ellen, Walton, Esther, Wang, Mingyuan, Rotter, Jerome I, Wang, Yunpeng, Wardlaw, Joanna M, Wen, Wei, Westlye, Lars T, Whelan, Christopher D, Witt, Stephanie H, Wittfeld, Katharina, Wolf, Christiane, Wolfers, Thomas, Yasuda, Clarissa L, Psaty, Bruce M, Zaremba, Dario, Zhang, Zuo, Zhu, Alyssa H, Zwiers, Marcel P, Artiges, Eric, Assareh, Amelia A, Ayesa-Arriola, Rosa, Belger, Aysenil, Brandt, Christine L, Brown, Gregory G, Lopez, Oscar L, Cichon, Sven, Curran, Joanne E, Davies, Gareth E, Degenhardt, Franziska, Dietsche, Bruno, Djurovic, Srdjan, Doherty, Colin P, Espiritu, Ryan, Garijo, Daniel, Gil, Yolanda, Amin, Najaf, Gowland, Penny A, Green, Robert C, Häusler, Alexander N, Heindel, Walter, Ho, Beng-Choon, Hoffmann, Wolfgang U, Holsboer, Florian, Homuth, Georg, Hosten, Norbert, Jack, Clifford R, van der Lee, Sven J, Jang, MiHyun, Jansen, Andreas, Kolskår, Knut, Koops, Sanne, Krug, Axel, Lim, Kelvin O, Luykx, Jurjen J, Mathalon, Daniel H, Mather, Karen A, Mattay, Venkata S, Knol, Maria J, Yang, Qiong, Matthews, Sarah, Son, Jaqueline Mayoral Van, McEwen, Sarah C, Melle, Ingrid, Morris, Derek W, Mueller, Bryon A, Nauck, Matthias, Nordvik, Jan E, Nöthen, Markus M, O'Leary, Daniel S, Himali, Jayandra J, Opel, Nils, Martinot, Marie -Laure Paillère, Pike, G Bruce, Preda, Adrian, Quinlan, Erin B, Ratnakar, Varun, Reppermund, Simone, Steen, Vidar M, Torres, Fábio R, Veltman, Dick J, Maillard, Pauline, Voyvodic, James T, Whelan, Robert, White, Tonya, Yamamori, Hidenaga, Alvim, Marina K M, Ames, David, Anderson, Tim J, Andreassen, Ole A, Arias-Vasquez, Alejandro, Bastin, Mark E, Beiser, Alexa S, Baune, Bernhard T, Blangero, John, Boomsma, Dorret I, Brodaty, Henry, Brunner, Han G, Buckner, Randy L, Buitelaar, Jan K, Bustillo, Juan R, Cahn, Wiepke, Calhoun, Vince, DeCarli, Charles, Caseras, Xavier, Caspers, Svenja, Cavalleri, Gianpiero L, Cendes, Fernando, Corvin, Aiden, Crespo-Facorro, Benedicto, Dalrymple-Alford, John C, Dannlowski, Udo, de Geus, Eco J C, Deary, Ian J, Delanty, Norman, Depondt, Chantal, Desrivières, Sylvane, Donohoe, Gary, Espeseth, Thomas, Fernández, Guillén, Fisher, Simon E, Flor, Herta, Forstner, Andreas J, Francks, Clyde, Lewis, Lindsay, Franke, Barbara, Glahn, David C, Gollub, Randy L, Grabe, Hans J, Gruber, Oliver, Håberg, Asta K, Hariri, Ahmad R, Hartman, Catharina A, Hashimoto, Ryota, Heinz, Andreas, Harris, Mat, Hillegers, Manon H J, Hoekstra, Pieter J, Holmes, Avram J, Hong, L Elliot, Hopkins, William D, Hulshoff Pol, Hilleke E, Jernigan, Terry L, Jönsson, Erik G, Kahn, René S, Kennedy, Martin A, Kircher, Tilo T J, Kochunov, Peter, Kwok, John B J, Hellard, Stephanie Le, Martin, Nicholas G, Martinot, Jean -Luc, McDonald, Colm, McMahon, Katie L, Meyer-Lindenberg, Andreas, Morey, Rajendra A, Nyberg, Lars, Oosterlaan, Jaap, Ophoff, Roel A, Paus, Tomáš, Pausova, Zdenka, Penninx, Brenda W J H, Polderman, Tinca J C, Posthuma, Danielle, Rietschel, Marcella, Roffman, Joshua L, Lin, Honghuang, Veronica Witte, A., Rowland, Laura M, Sachdev, Perminder S, Sämann, Philipp G, Schumann, Gunter, Sim, Kang, Sisodiya, Sanjay M, Smoller, Jordan W, Sommer, Iris E, Pourcain, Beate St, Stein, Dan J, Beyer, Frauke, Toga, Arthur W, Trollor, Julian N, Van der Wee, Nic J A, van 't Ent, Dennis, Völzke, Henry, Walter, Henrik, Weber, Bernd, Weinberger, Daniel R, Wright, Margaret J, Zhou, Juan, Loeffler, Markus, Stein, Jason L, Thompson, Paul M, Medland, Sarah E, Kwok, John B, Trollor, Julian, Li, Shuo, Jiang, Jiyang, Vernooij, Meike W, Hofman, Albert, Uitterlinden, André G, Niessen, Wiro J, Völker, Uwe, Zare, Habil, Bruce Pike, G., Maingault, Sophie, Crivello, Fabrice, Tzourio, Christophe, Amouyel, Philippe, Mazoyer, Bernard, Neale, Michael C, Franz, Carol E, Lyons, Michael J, Ahmad, Shahzad, Panizzon, Matthew S, Logue, Mark, consortium, ENIGMA, Kremen, William S, Villringer, Arno, Satizabal, Claudia L, van Duijn, Cornelia M, Grabe, Hans, Longstreth, William T, Fornage, Myriam, Paus, Tomas, Debette, Stephanie, Ikram, M Arfan, Schmidt, Helena, Schmidt, Reinhold, Seshadri, Sudha, University of Graz, Medical University Graz, Erasmus University Medical Center [Rotterdam] (Erasmus MC), Boston University School of Medicine (BUSM), Boston University [Boston] (BU), School of Public Health [Boston], University of Texas Health Science Center, The University of Texas Health Science Center at Houston (UTHealth), The University of Texas at San Antonio (UTSA), Murdoch University, The Hospital for sick children [Toronto] (SickKids), University of Washington [Seattle], Virginia Commonwealth University (VCU), QIMR Berghofer Medical Research Institute, University of Edinburgh, Bordeaux population health (BPH), Université de Bordeaux (UB)-Institut de Santé Publique, d'Épidémiologie et de Développement (ISPED)-Institut National de la Santé et de la Recherche Médicale (INSERM), Universität Leipzig [Leipzig], Universität Greifswald - University of Greifswald, University of Mississippi Medical Center (UMMC), University of California [Davis] (UC Davis), University of California, University of Pittsburgh (PITT), Pennsylvania Commonwealth System of Higher Education (PCSHE), Pennington Biomedical Research Center, Louisiana State University (LSU), Los Angeles Biomedical Research Institute (LA BioMed), McGill University = Université McGill [Montréal, Canada], Max Planck Institute for Human Cognitive and Brain Sciences [Leipzig] (IMPNSC), Max-Planck-Gesellschaft, University of New South Wales [Sydney] (UNSW), Neuroscience Research Australia (NeuRA), The University of Sydney, University of Queensland [Brisbane], The Royal Melbourne Hospital, University of Melbourne, Harvard T.H. Chan School of Public Health, Delft University of Technology (TU Delft), German Research Center for Neurodegenerative Diseases - Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), University of Toronto, University of Calgary, Institut des Maladies Neurodégénératives [Bordeaux] (IMN), Université de Bordeaux (UB)-Centre National de la Recherche Scientifique (CNRS), CHU Bordeaux [Bordeaux], Facteurs de Risque et Déterminants Moléculaires des Maladies liées au Vieillissement - U 1167 (RID-AGE), Institut Pasteur de Lille, Réseau International des Instituts Pasteur (RIIP)-Réseau International des Instituts Pasteur (RIIP)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Lille-Centre Hospitalier Régional Universitaire [Lille] (CHRU Lille), Réseau International des Instituts Pasteur (RIIP), Centre Hospitalier Régional Universitaire [Lille] (CHRU Lille), University of California [San Diego] (UC San Diego), University of Oslo (UiO), Oslo University Hospital [Oslo], VA Boston Healthcare System, University of Southern California (USC), Radboud University Medical Center [Nijmegen], Radboud university [Nijmegen], Janssen Research & Development, University of North Carolina [Chapel Hill] (UNC), University of North Carolina System (UNC), Prince of Wales Hospital, University Hospital Leipzig, University of Oxford [Oxford], Holland Bloorview Kids Rehabilitation Hospital [Toronto, ON, Canada], Epidemiology, Medical Informatics, Radiology & Nuclear Medicine, Neurology, Complex Trait Genetics, Biological Psychology, Cognitive Psychology, IBBA, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, APH - Mental Health, APH - Methodology, Clinical Neuropsychology, Clinical Developmental Psychology, Amsterdam Neuroscience - Complex Trait Genetics, Movement Disorder (MD), Clinical Cognitive Neuropsychiatry Research Program (CCNP), General Paediatrics, ARD - Amsterdam Reproduction and Development, Karl-Franzens-Universität Graz, Universität Leipzig, University of California (UC), Radboud University [Nijmegen], University of Oxford, Psychiatry, Anatomy and neurosciences, Pediatric surgery, Human genetics, APH - Digital Health, and Karl-Franzens-Universität [Graz, Autriche]

Subjects
0301 basic medicine, Male, Genetics of the nervous system, Aging, General Physics and Astronomy, Genome-wide association study, Disease, VARIANTS, genetics [Mental Disorders], Genome-wide association studies, 0302 clinical medicine, Cognition, PARKINSONS-DISEASE, SCHIZOPHRENIA, 80 and over, 2.1 Biological and endogenous factors, Aetiology, lcsh:Science, Aged, 80 and over, education.field_of_study, Multidisciplinary, ENIGMA consortium, Mental Disorders, Brain, Neurodegenerative Diseases, Genomics, Single Nucleotide, Middle Aged, Biobank, ALZHEIMERS-DISEASE, Phenotype, VINTAGE, Neurology, Chromosome Structures, Schizophrenia, genetics [Aging], Neurological, [SDV.NEU]Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC], Female, ddc:500, Biotechnology, Adult, Science, geentics of the nervous system, 1.1 Normal biological development and functioning, Population, SURFACE-AREA, ORGANIZATION, Biology, Polymorphism, Single Nucleotide, General Biochemistry, Genetics and Molecular Biology, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Underpinning research, THICKNESS, medicine, Genetics, Humans, Polymorphism, education, HEALTHY, METAANALYSIS, Aged, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], [SDV.GEN.GPO]Life Sciences [q-bio]/Genetics/Populations and Evolution [q-bio.PE], Genetic heterogeneity, neurology, Human Genome, Neurosciences, General Chemistry, Heritability, medicine.disease, Brain Disorders, INDIVIDUALS, 030104 developmental biology, [SDV.GEN.GH]Life Sciences [q-bio]/Genetics/Human genetics, Evolutionary biology, genetics [Neurodegenerative Diseases], VOLUME, genome-wide association studies, lcsh:Q, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract

Cortical thickness, surface area and volumes vary with age and cognitive function, and in neurological and psychiatric diseases. Here we report heritability, genetic correlations and genome-wide associations of these cortical measures across the whole cortex, and in 34 anatomically predefined regions. Our discovery sample comprises 22,824 individuals from 20 cohorts within the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium and the UK Biobank. We identify genetic heterogeneity between cortical measures and brain regions, and 160 genome-wide significant associations pointing to wnt/β-catenin, TGF-β and sonic hedgehog pathways. There is enrichment for genes involved in anthropometric traits, hindbrain development, vascular and neurodegenerative disease and psychiatric conditions. These data are a rich resource for studies of the biological mechanisms behind cortical development and aging., Cortex morphology varies with age, cognitive function, and in neurological and psychiatric diseases. Here the authors report 160 genome-wide significant associations with thickness, surface area and volume of the total cortex and 34 cortical regions from a GWAS meta-analysis in 22,824 adults.

Published
2020

26. Gene expression imputation across multiple brain regions provides insights into schizophrenia risk

Author

Huckins, Laura M, Dobbyn, Amanda, Ruderfer, Douglas M, Hoffman, Gabriel, Wang, Weiqing, Pardinas, Antonio F, Rajagopal, Veera M, Als, Thomas D, Nguyen, Hoang T, Girdhar, Kiran, Boocock, James, Roussos, Panos, Fromer, Menachem, Kramer, Robin, Domenici, Enrico, Gamazon, Eric R, Purcell, Shaun, Demontis, Ditte, Borglum, Anders D, Walters, James TR, O'Donovan, Michael C, Sullivan, Patrick, Owen, Michael J, Devlin, Bernie, Sieberts, Solveig K, Cox, Nancy J, Im, Hae Kyung, Sklar, Pamela, Stahl, Eli A, Johnson, Jessica S, Shah, Hardik R, Klein, Lambertus L, Dang, Kristen K, Logsdon, Benjamin A, Mahajan, Milind C, Mangravite, Lara M, Toyoshiba, Hiroyoshi, Gur, Raquel E, Hahn, Chang-Gyu, Schadt, Eric, Lewis, David A, Haroutunian, Vahram, Peters, Mette A, Lipska, Barbara K, Buxbaum, Joseph D, Hirai, Keisuke, Perumal, Thanneer M, Essioux, Laurent, Rajagopal, Veera Manikandan, Mattheisen, Manuel, Grove, Jakob, Werge, Thomas, Mortensen, Preben Bo, Pedersen, Carsten Bocker, Agerbo, Esben, Pedersen, Marianne Giortz, Mors, Ole, Nordentoft, Merete, Hougaard, David M, Bybjerg-Grauholm, Jonas, Baekvad-Hansen, Marie, Hansen, Christine Soholm, Ripke, Stephan, Neale, Benjamin M, Corvin, Aiden, Farh, Kai-How, Holmans, Peter A, Lee, Phil, Bulik-Sullivan, Brendan, Collier, David A, Huang, Hailiang, Pers, Tune H, Agartz, Ingrid, Albus, Margot, Alexander, Madeline, Amin, Farooq, Bacanu, Silviu A, Begemann, Martin, Jr, Belliveau Richard A, Bene, Judit, Bergen, Sarah E, Bevilacqua, Elizabeth, Bigdeli, Tim B, Black, Donald W, Bruggeman, Richard, Buccola, Nancy G, Buckner, Randy L, Byerley, William, Cahn, Wiepke, Cai, Guiqing, Campion, Dominique, Cantor, Rita M, Carr, Vaughan J, Carrera, Noa, Catts, Stanley V, Chambert, Kimberly D, Chan, Raymond CK, Chen, Ronald YL, Chen, Eric YH, Cheng, Wei, Cheung, Eric FC, Chong, Siow Ann, Cloninger, C Robert, Cohen, David, Cohen, Nadine, Cormican, Paul, Craddock, Nick, Crowley, James J, Curtis, David, Davidson, Michael, Davis, Kenneth L, Degenhardt, Franziska, Del Favero, Jurgen, Dikeos, Dimitris, Dinan, Timothy, Djurovic, Srdjan, Donohoe, Gary, Drapeau, Elodie, Duan, Jubao, Dudbridge, Frank, Durmishi, Naser, Eichhammer, Peter, Eriksson, Johan, Escott-Price, Valentina, Fanous, Ayman H, Farrell, Martilias S, Frank, Josef, Franke, Lude, Freedman, Robert, Freimer, Nelson B, Friedl, Marion, Friedman, Joseph I, Genovese, Giulio, Georgieva, Lyudmila, Giegling, Ina, Giusti-Rodriguez, Paola, Godard, Stephanie, Goldstein, Jacqueline I, Golimbet, Vera, Gopal, Srihari, Gratten, Jacob, de Haan, Lieuwe, Hammer, Christian, Hamshere, Marian L, Hansen, Mark, Hansen, Thomas, Hartmann, Annette M, Henskens, Frans A, Herms, Stefan, Hirschhorn, Joel N, Hoffmann, Per, Hofman, Andrea, Hollegaard, Mads V, Ikeda, Masashi, Joa, Inge, Julia, Antonio, Kahn, Rene S, Kalaydjieva, Luba, Karachanak-Yankova, Sena, Karjalainen, Juha, Kavanagh, David, Keller, Matthew C, Kennedy, James L, Khrunin, Andrey, Kim, Yunjung, Klovins, Janis, Knowles, James A, Konte, Bettina, Kucinskas, Vaidutis, Kucinskiene, Zita Ausrele, Kuzelova-Ptackova, Hana, Kahler, Anna K, Laurent, Claudine, Keong, Jimmy Lee Chee, Lee, S Hong, Legge, Sophie E, Lerer, Bernard, Li, Miaoxin, Li, Tao, Liang, Kung-Yee, Lieberman, Jeffrey, Limborska, Svetlana, Loughland, Carmel M, Lubinski, Jan, Lonnqvist, Jouko, Jr, Macek Milan, Magnusson, Patrik KE, Maher, Brion S, Maier, Wolfgang, Mallet, Jacques, Marsal, Sara, Mattingsdal, Morten, McCarley, Robert W, McDonald, Colm, McIntosh, Andrew M, Meier, Sandra, Meijer, Carin J, Melegh, Bela, Melle, Ingrid, Mesholam-Gately, Raquelle I, Metspalu, Andres, Michie, Patricia T, Milani, Lili, Milanova, Vihra, Mokrab, Younes, Morris, Derek W, Murphy, Kieran C, Murray, Robin M, Myin-Germeys, Inez, Muller-Myhsok, Bertram, Nelis, Mari, Nenadic, Igor, Nertney, Deborah A, Nestadt, Gerald, Nicodemus, Kristin K, Nikitina-Zake, Liene, Nisenbaum, Laura, Nordin, Annelie, O'Callaghan, Eadbhard, O'Dushlaine, Colm, O'Neill, F Anthony, Oh, Sang-Yun, Olincy, Ann, Olsen, Line, Van Os, Jim, Pantelis, Christos, Papadimitriou, George N, Papiol, Sergi, Parkhomenko, Elena, Pato, Michele T, Paunio, Tiina, Pejovic-Milovancevic, Milica, Perkins, Diana O, Pietilainen, Olli, Pimm, Jonathan, Pocklington, Andrew J, Powell, John, Price, Alkes, Pulver, Ann E, Purcell, Shaun M, Quested, Digby, Rasmussen, Henrik B, Reichenberg, Abraham, Reimers, Mark A, Richards, Alexander L, Roffman, Joshua L, Salomaa, Veikko, Sanders, Alan R, Schall, Ulrich, Schubert, Christian R, Schulze, Thomas G, Schwab, Sibylle G, Scolnick, Edward M, Scott, Rodney J, Seidman, Larry J, Shi, Jianxin, Sigurdsson, Engilbert, Silagadze, Teimuraz, Silverman, Jeremy M, Sim, Kang, Slominsky, Petr, Smoller, Jordan W, So, Hon-Cheong, Spencer, Chris CA, Stefansson, Hreinn, Steinberg, Stacy, Stogmann, Elisabeth, Straub, Richard E, Strengman, Eric, Strohmaier, Jana, Stroup, T Scott, Subramaniam, Mythily, Suvisaari, Jaana, Svrakic, Dragan M, Szatkiewicz, Jin P, Soderman, Erik, Thirumalai, Srinivas, Toncheva, Draga, Tosato, Sarah, Veijola, Juha, Waddington, John, Walsh, Dermot, Wang, Dai, Wang, Qiang, Webb, Bradley T, Weiser, Mark, Wildenauer, Dieter B, Williams, Nigel M, Williams, Stephanie, Witt, Stephanie H, Wolen, Aaron R, Wong, Emily HM, Wormley, Brandon K, Xi, Hualin Simon, Zai, Clement C, Zheng, Xuebin, Zimprich, Fritz, Wray, Naomi R, Stefansson, Kari, Visscher, Peter M, Adolfsson, Rolf, Andreassen, Ole A, Blackwood, Douglas HR, Bramon, Elvira, Cichon, Sven, Darvasi, Ariel, Ehrenreich, Hannelore, Esko, Tonu, Gejman, Pablo V, Gill, Michael, Gurling, Hugh, Hultman, Christina M, Iwata, Nakao, Jablensky, Assen V, Jonsson, Erik G, Kendler, Kenneth S, Kirov, George, Knight, Jo, Lencz, Todd, Levinson, Douglas F, Li, Qingqin S, Liu, Jianjun, Malhotra, Anil K, McCarroll, Steven A, McQuillin, Andrew, Moran, Jennifer L, Mortensen, Preben B, Mowry, Bryan J, Nothen, Markus M, Ophoff, Roel A, Palotie, Aarno, Pato, Carlos N, Petryshen, Tracey L, Posthuma, Danielle, Rietschel, Marcella, Riley, Brien P, Rujescu, Dan, Sham, Pak C, St Clair, David, Weinberger, Daniel R, Wendland, Jens R, Daly, Mark J, Sullivan, Patrick F, Consortium, CommonMind, Consortium, Psychiat Genomics, Working, iPSYCH-GEMS Schizophrenia, Child and Adolescent Psychiatry / Psychology, ANS - Complex Trait Genetics, APH - Mental Health, Adult Psychiatry, Perceptual and Cognitive Neuroscience (PCN), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Clinical Cognitive Neuropsychiatry Research Program (CCNP), Stem Cell Aging Leukemia and Lymphoma (SALL), Complex Trait Genetics, Amsterdam Neuroscience - Complex Trait Genetics, CommonMind Consortium, Psychiat Genomics Consortium, iPSYCH-GEMS Schizophrenia Working, Huckins, LM, Dobbyn, A, Ruderfer, DM, Hoffman, G, Lee, SH, Im, HK, iPSYCH-GEMS Schizophrenia Working Group, The Schizophrenia Working Group of the PsyUniversity of Copenhagenchiatric Genomics, Amsterdam Reproduction & Development (AR&D), Human genetics, RS: MHeNs - R2 - Mental Health, Psychiatrie & Neuropsychologie, and MUMC+: Hersen en Zenuw Centrum (3)

Subjects
DISORDER, Schizophrenia/genetics, iPSYCH-GEMS Schizophrenia Working Group, CHILDHOOD, Gene Expression, Genome-wide association study, VARIANTS, MOUSE, Medical and Health Sciences, ACUTE INTERMITTENT PORPHYRIA, Genome-wide association studies, 0302 clinical medicine, CommonMind Consortium, 2.1 Biological and endogenous factors, Aetiology, Prefrontal cortex, 0303 health sciences, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Schizophrenia Working Group of the PsyUniversity of Copenhagenchiatric Genomics Consortium, Brain, Case-Control Studies, Genetic Predisposition to Disease, Genome-Wide Association Study, Genotype, Humans, Polymorphism, Single Nucleotide, Quantitative Trait Loci, Risk, Schizophrenia, Transcriptome, Single Nucleotide, ASSOCIATION, Transcriptome/genetics, Biological Sciences, Polymorphism, Single Nucleotide/genetics, Mental Health, Genome-Wide Association Study/methods, Medical genetics, TRAITS, Psychosis, medicine.medical_specialty, Computational biology, Quantitative trait locus, Biology, Article, 03 medical and health sciences, PSYCHOSIS, SDG 3 - Good Health and Well-being, medicine, Genetics, Polymorphism, Transcriptomics, Gene, 030304 developmental biology, Brain/physiopathology, Human Genome, medicine.disease, Brain Disorders, Gene Expression/genetics, COGNITIVE DEFICITS, Expression quantitative trait loci, Human medicine, Gene expression, Quantitative Trait Loci/genetics, 030217 neurology & neurosurgery, Imputation (genetics), Developmental Biology
Abstract

Transcriptomic imputation approaches combine eQTL reference panels with large-scale genotype data in order to test associations between disease and gene expression. These genic associations could elucidate signals in complex genome-wide association study (GWAS) loci and may disentangle the role of different tissues in disease development. We used the largest eQTL reference panel for the dorso-lateral prefrontal cortex (DLPFC) to create a set of gene expression predictors and demonstrate their utility. We applied DLPFC and 12 GTEx-brain predictors to 40,299 schizophrenia cases and 65,264 matched controls for a large transcriptomic imputation study of schizophrenia. We identified 413 genic associations across 13 brain regions. Stepwise conditioning identified 67 non-MHC genes, of which 14 did not fall within previous GWAS loci. We identified 36 significantly enriched pathways, including hexosaminidase-A deficiency, and multiple porphyric disorder pathways. We investigated developmental expression patterns among the 67 non-MHC genes and identified specific groups of pre- and postnatal expression. Working Group The Schizophrenia Working Group of the Psychiatric Genomics Consortium Stephan Ripke37,38 Benjamin M. Neale37,38,39,40 Aiden Corvin41 James T. R. Walters6 Kai-How Farh37 Peter A. Holmans6,42 Phil Lee37,38,40 Brendan Bulik-Sullivan37,38 David A. Collier43,44 Hailiang Huang37,39 Tune H. Pers39,45,46 Ingrid Agartz47,48,49 Esben Agerbo8,32,33 Margot Albus50 Madeline Alexander51 Farooq Amin52,53 Silviu A. Bacanu54 Martin Begemann55 Richard A. Belliveau Jr38 Judit Bene56,57 Sarah E. Bergen38,58 Elizabeth Bevilacqua38 Tim B. Bigdeli54 Donald W. Black59 Richard Bruggeman60 Nancy G. Buccola61 Randy L. Buckner62,63,64 William Byerley65 Wiepke Cahn66 Guiqing Cai2,3 Dominique Campion67 Rita M. Cantor10 Vaughan J. Carr68,69 Noa Carrera6 Stanley V. Catts68,70 Kimberly D. Chambert38 Raymond C. K. Chan71 Ronald Y. L. Chen72 Eric Y. H. Chen72,73 Wei Cheng15 Eric F. C. Cheung74 Siow Ann Chong75 C. Robert Cloninger76 David Cohen77 Nadine Cohen78 Paul Cormican41 Nick Craddock6,42 James J. Crowley79 David Curtis80,81 Michael Davidson82 Kenneth L. Davis3 Franziska Degenhardt83,84 Jurgen Del Favero85 Ditte Demontis7,8,9 Dimitris Dikeos86 Timothy Dinan87 Srdjan Djurovic49,88 Gary Donohoe41,89 Elodie Drapeau3 Jubao Duan90,91 Frank Dudbridge92 Naser Durmishi93 Peter Eichhammer94 Johan Eriksson95,96,97 Valentina Escott-Price6 Laurent Essioux98 Ayman H. Fanous99,100,101,102 Martilias S. Farrell79 Josef Frank103 Lude Franke104 Robert Freedman105 Nelson B. Freimer106 Marion Friedl107 Joseph I. Friedman3 Menachem Fromer1,37,38,40 Giulio Genovese38 Lyudmila Georgieva6 Ina Giegling107,108 Paola Giusti-Rodríguez79 Stephanie Godard109 Jacqueline I. Goldstein37,39 Vera Golimbet110 Srihari Gopal111 Jacob Gratten112 Lieuwe de Haan113 Christian Hammer55 Marian L. Hamshere6 Mark Hansen114 Thomas Hansen8,30 Vahram Haroutunian3,25,23 Annette M. Hartmann107 Frans A. Henskens68,115,116 Stefan Herms83,84,117 Joel N. Hirschhorn39,46,118 Per Hoffmann83,84,117 Andrea Hofman83,84 Mads V. Hollegaard36 David M. Hougaard36 Masashi Ikeda119 Inge Joa120 Antonio Julia121 Rene S. Kahn66 Luba Kalaydjieva122,123 Sena Karachanak-Yankova124 Juha Karjalainen104 David Kavanagh6 Matthew C. Keller125 James L. Kennedy126,127,128 Andrey Khrunin129 Yunjung Kim79 Janis Klovins130 James A. Knowles131 Bettina Konte107 Vaidutis Kucinskas132 Zita Ausrele Kucinskiene132 Hana Kuzelova-Ptackova133 Anna K. Kahler58 Claudine Laurent51,134 Jimmy Lee Chee Keong75,135 S. Hong Lee112 Sophie E. Legge6 Bernard Lerer136 Miaoxin Li72,73,137 Tao Li138 Kung-Yee Liang139 Jeffrey Lieberman140 Svetlana Limborska129 Carmel M. Loughland68,141 Jan Lubinski142 Jouko Lonnqvist143 Milan Macek Jr133 Patrik K. E. Magnusson58 Brion S. Maher144 Wolfgang Maier145 Jacques Mallet146 Sara Marsal121 Manuel Mattheisen7,8,9,147 Morten Mattingsdal49,148 Robert W. McCarley149,150 Colm McDonald151 Andrew M. McIntosh152,153 Sandra Meier103 Carin J. Meijer113 Bela Melegh56,57 Ingrid Melle49,154 Raquelle I. Mesholam-Gately149,155 Andres Metspalu156 Patricia T. Michie68,157 Lili Milani156 Vihra Milanova158 Younes Mokrab43 Derek W. Morris41,89 Ole Mors8,9,159 Kieran C. Murphy160 Robin M. Murray161 Inez Myin-Germeys162 Bertram Muller-Myhsok163,164,165 Mari Nelis156 Igor Nenadic166 Deborah A. Nertney167 Gerald Nestadt168 Kristin K. Nicodemus169 Liene Nikitina-Zake130 Laura Nisenbaum170 Annelie Nordin171 Eadbhard O’Callaghan172 Colm O’Dushlaine38 F. Anthony O’Neill173 Sang-Yun Oh174 Ann Olincy126 Line Olsen8,64 Jim Van Os162,175 Christos Pantelis68,176 George N. Papadimitriou86 Sergi Papiol55 Elena Parkhomenko3 Michele T. Pato131 Tiina Paunio177,178 Milica Pejovic-Milovancevic179 Diana O. Perkins180 Olli Pietiläinen178,181 Jonathan Pimm81 Andrew J. Pocklington6 John Powell161 Alkes Price39,182 Ann E. Pulver168 Shaun M. Purcell1 Digby Quested183 Henrik B. Rasmussen30,43 Abraham Reichenberg3 Mark A. Reimers184 Alexander L. Richards6 Joshua L. Roffman62,64 Panos Roussos1,4 Douglas M. Ruderfer1,5,6 Veikko Salomaa97 Alan R. Sanders90,91 Ulrich Schall68,141 Christian R. Schubert185 Thomas G. Schulze103,186 Sibylle G. Schwab187 Edward M. Scolnick38 Rodney J. Scott68,188,189 Larry J. Seidman144,155 Jianxin Shi190 Engilbert Sigurdsson191 Teimuraz Silagadze192 Jeremy M. Silverman3,193 Kang Sim75 Petr Slominsky129 Jordan W. Smoller38,40 Hon-Cheong So72 Chris C. A. Spencer194 Eli A. Stahl1,2,3,4 Hreinn Stefansson195 Stacy Steinberg195 Elisabeth Stogmann196 Richard E. Straub197 Eric Strengman66,198 Jana Strohmaier103 T. Scott Stroup140 Mythily Subramaniam75 Jaana Suvisaari143 Dragan M. Svrakic76 Jin P. Szatkiewicz79 Erik Soderman47 Srinivas Thirumalai199 Draga Toncheva124 Sarah Tosato200 Juha Veijola201,202 John Waddington203 Dermot Walsh204 Dai Wang111 Qiang Wang138 Bradley T. Webb54 Mark Weiser82 Dieter B. Wildenauer205 Nigel M. Williams6 Stephanie Williams79 Stephanie H. Witt103 Aaron R. Wolen184 Emily H. M. Wong72 Brandon K. Wormley54 Hualin Simon Xi206 Clement C. Zai126,127 Xuebin Zheng207 Fritz Zimprich196 Naomi R. Wray112 Kari Stefansson195 Peter M. Visscher112 Rolf Adolfsson171 Ole A. Andreassen49,154 Douglas H. R. Blackwood153 Elvira Bramon208 Joseph D. Buxbaum2,3,24,25 Anders D. Børglum7,8,9,159 Sven Cichon83,84,117,209 Ariel Darvasi210 Enrico Domenici211 Hannelore Ehrenreich55 Tonu Esko39,46,118,156 Pablo V. Gejman90,91 Michael Gill41 Hugh Gurling81 Christina M. Hultman58 Nakao Iwata119 Assen V. Jablensky68,123,205,212 Erik G. Jonsson47,49 Kenneth S. Kendler213 George Kirov6 Jo Knight125,127,128 Todd Lencz214,215,216 Douglas F. Levinson51 Qingqin S. Li111 Jianjun Liu207,217 Anil K. Malhotra214,215,216 Steven A. McCarroll38,118 Andrew McQuillin81 Jennifer L. Moran38 Preben B. Mortensen8,32,33 Bryan J. Mowry112,218 Markus M. Nothen83,84 Roel A. Ophoff10,66,105 Michael J. Owen6,42 Aarno Palotie38,40,181 Carlos N. Pato131 Tracey L. Petryshen38,149,219 Danielle Posthuma220,221,222 Marcella Rietschel103 Brien P. Riley213 Dan Rujescu107,108 Pak C. Sham72,73,137 Pamela Sklar1,2,3,4,25 David St Clair223 Daniel R. Weinberger197,224 Jens R. Wendland185 Thomas Werge8,30,225 Mark J. Daly37,38,39 Patrick F. Sullivan58,79,180 Michael C. O’Donovan6,42 20Integrated Technology Research Laboratories, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, Fujisawa, Japan. 21Neuropsychiatry Section, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. 22Neuropsychiatric Signaling Program, Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. 23Psychiatry, JJ Peters Virginia Medical Center, Bronx, NY, USA. 24Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, New York, NY, USA. 25Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. 26Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY, USA. 27CNS Drug Discovery Unit, Pharmaceutical Research Division, Takeda Pharmaceutical Company Limited, Fujisawa, Japan. 28F. Hoffman-La Roche Ltd, Basel, Switzerland. 29Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark. 30Institute of Biological Psychiatry, MHC Sct. Hans, Mental Health Services Copenhagen, Roskilde, Denmark. 31Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark. 32National Centre for Register-Based Research, Aarhus University, Aarhus, Denmark. 33Centre for Integrated Registerbased Research, Aarhus University, Aarhus, Denmark. 34Psychosis Research Unit, Aarhus University Hospital, Risskov, Denmark. 35Mental Health Services in the Capital Region of Denmark, Mental Health Center Copenhagen, University of Copenhagen, Copenhagen, Denmark. 36Center for Neonatal Screening, Department for Congenital Disorders, Statens Serum Institut, Copenhagen, Denmark. 37Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA. 38Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, USA. 39Medical and Population Genetics Program, Broad Institute of MIT and Harvard, Cambridge, MA, USA. 40Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA. 41Neuropsychiatric Genetics Research Group, Department of Psychiatry, Trinity College Dublin, Dublin, Ireland. 42NationalCentre for Mental Health, Cardiff University, Cardiff, UK. 43Eli Lilly and Company Limited, Erl Wood Manor, Sunninghill Road, Windlesham, Surrey, UK. 44Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, King’s College London, London, UK. 45Center for BiologicalSequence Analysis, Department of Systems Biology, Technical University of Denmark, Kongens Lyngby, Denmark. 46Division of Endocrinology and Center for Basic and Translational Obesity Research, Boston Children’s Hospital, Boston, MA, USA. 47Department of Clinical Neuroscience, Psychiatry Section, Karolinska Institutet, Stockholm, Sweden. 48Department of Psychiatry, Diakonhjemmet Hospital, Oslo, Norway. 49NORMENT, KG Jebsen Centre for Psychosis Research, Institute of Clinical Medicine, University of Oslo, Oslo, Norway. 50State Mental Hospital, Haar, Germany. 51Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA. 52Department of Psychiatry and Behavioral Sciences, Atlanta Veterans Affairs Medical Center, Atlanta, GA, USA. 53Department of Psychiatry and Behavioral Sciences, Emory University, Atlanta, GA, USA. 54Virginia Institute for Psychiatric and Behavioral Genetics, Department of Psychiatry, Virginia Commonwealth University, Richmond, VA, USA. 55Clinical Neuroscience, Max Planck Institute of Experimental Medicine, Gottingen, Germany. 56Department of Medical Genetics, University of Pécs, Pécs, Hungary. 57Szentagothai Research Center, University of Pécs, Pécs, Hungary. 58Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden. 59Department of Psychiatry, University of Iowa Carver College of Medicine, Iowa City, IA, USA. 60University Medical Center Groningen, Department of Psychiatry, University of Groningen, Groningen, the Netherlands. 61School of Nursing, Louisiana State University Health Sciences Center, New Orleans, LA, USA. 62Athinoula A. Martinos Center, Massachusetts General Hospital, Boston, MA, USA. 63Center for Brain Science, Harvard University, Cambridge, MA, USA. 64Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA. 65Department of Psychiatry, University of California at San Francisco, San Francisco, CA, USA. 66University Medical Center Utrecht, Department of Psychiatry, Rudolf Magnus Institute of Neuroscience, Utrecht, the Netherlands. 67Centre Hospitalier du Rouvray and INSERM U1079 Faculty of Medicine, Rouen, France. 68Schizophrenia Research Institute, Sydney, New South Wales, Australia. 69School of Psychiatry, University of New South Wales, Sydney, New South Wales, Australia. 70Royal Brisbane and Women’s Hospital, University of Queensland, Brisbane, Queensland, Australia. 71Institute of Psychology, Chinese Academy of Science, Beijing, China. 72Department of Psychiatry, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China. 73State Key Laboratory for Brain and Cognitive Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China. 74Castle Peak Hospital, Hong Kong, China. 75Institute of Mental Health, Singapore, Singapore. 76Department of Psychiatry, Washington University, St. Louis, MO, USA. 77Department of Child and Adolescent Psychiatry, Assistance Publique Hopitaux de Paris, Pierre and Marie Curie Faculty of Medicine and Institute for Intelligent Systems and Robotics, Paris, France. 78Blue Note Biosciences, Princeton, NJ, USA. 79Department of Genetics, University of North Carolina, Chapel Hill, NC, USA. 80Department of Psychological Medicine, Queen Mary University of London, London, UK. 81Molecular Psychiatry Laboratory, Division of Psychiatry, University College London, London, UK. 82Sheba Medical Center, Tel Hashomer, Israel. 83Department of Genomics, Life and Brain Center, Bonn, Germany. 84Institute of Human Genetics, University of Bonn, Bonn, Germany. 85AppliedMolecular Genomics Unit, VIB Department of Molecular Genetics, University of Antwerp, Antwerp, Belgium. 86First Department of Psychiatry, University of Athens Medical School, Athens, Greece. 87Department of Psychiatry, University College Cork, Co, Cork, Ireland. 88Department of Medical Genetics, Oslo University Hospital, Oslo, Norway. 89Cognitive Genetics and Therapy Group, School of Psychology and Discipline of Biochemistry, National University of Ireland Galway, Co, Galway, Ireland. 90Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA. 91Department of Psychiatry and Behavioral Sciences, North Shore University Health System, Evanston, IL, USA. 92Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK. 93Department of Child and Adolescent Psychiatry, University Clinic of Psychiatry, Skopje, Republic of Macedonia. 94Department of Psychiatry, University of Regensburg, Regensburg, Germany. 95Department of General Practice, Helsinki University Central Hospital, University of Helsinki, Helsinki, Finland. 96Folkhälsan Research Center, Helsinki, Finland, Biomedicum Helsinki, Helsinki, Finland. 97National Institute for Health and Welfare, Helsinki, Finland. 98Translational Technologies and Bioinformatics, Pharma Research and Early Development, F. Hoffman-La Roche, Basel, Switzerland. 99Department of Psychiatry, Georgetown University School of Medicine, Washington, DC, USA. 100Department of Psychiatry, Keck School of Medicine of the University of Southern California, Los Angeles, CA, USA. 101Department of Psychiatry, Virginia Commonwealth University School of Medicine, Richmond, VA, USA. 102Mental Health Service Line, Washington VA Medical Center, Washington, DC, USA. 103Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, University of Heidelberg, Heidelberg, Mannheim, Germany. 104Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands. 105Department of Psychiatry, University of Colorado Denver, Aurora, CO, USA. 106Center for Neurobehavioral Genetics, Semel Institute for Neuroscience and Human Behavior, University of California Los Angeles, Los Angeles, CA, USA. 107Department of Psychiatry, University of Halle, Halle, Germany. 108Department of Psychiatry, University of Munich, Munich, Germany. 109Departments of Psychiatry and Human and Molecular Genetics, INSERM, Institut de Myologie, Hôpital de la Pitiè-Salpêtrière, Paris, France. 110Mental Health Research Centre, Russian Academy of Medical Sciences, Moscow, Russia. 111Neuroscience Therapeutic Area, Janssen Research and Development, Raritan, NJ, USA. 112Queensland Brain Institute, The University of Queensland, Brisbane, Queensland, Australia. 113Academic Medical Centre University of Amsterdam, Department of Psychiatry, Amsterdam, the Netherlands. 114Illumina, La Jolla, CA, USA. 115Priority Research Centre for Health Behaviour, University of Newcastle, Newcastle, New South Wales, Australia. 116School of Electrical Engineering and Computer Science, University of Newcastle, Newcastle, New South Wales, Australia. 117Division of Medical Genetics, Department of Biomedicine, University of Basel, Basel, Switzerland. 118Department of Genetics, Harvard Medical School, Boston, MA, USA. 119Department of Psychiatry, Fujita Health University School of Medicine, Toyoake, Japan. 120Regional Centre for Clinical Researchin Psychosis, Department of Psychiatry, Stavanger University Hospital, Stavanger, Norway. 121Rheumatology Research Group, Vall d’Hebron Research Institute, Barcelona, Spain. 122Centre for Medical Research, The University of Western Australia, Perth, Western Australia, Australia. 123The Perkins Institute for Medical Research, The University of Western Australia, Perth, Western Australia, Australia. 124Department of Medical Genetics, Medical University, Sofia, Bulgaria. 125Department of Psychology, University of Colorado Boulder, Boulder, CO, USA. 126Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Ontario, Canada. 127Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada. 128Institute of Medical Science, University of Toronto, Toronto, Ontario, Canada. 129Institute of Molecular Genetics, Russian Academy of Sciences, Moscow, Russia. 130Latvian Biomedical Research and Study Centre, Riga, Latvia. 131Department of Psychiatry and Zilkha Neurogenetics Institute, Keck School of Medicine at University of Southern California, Los Angeles, CA, USA. 132Faculty of Medicine, Vilnius University, Vilnius, Lithuania. 133Department of Biology and Medical Genetics, 2nd Faculty of Medicine and University Hospital Motol, Prague, Czech Republic. 134Department of Child and Adolescent Psychiatry, Pierre and Marie Curie Faculty of Medicine, Paris, France. 135Duke-NUS Graduate Medical School, Singapore, Singapore. 136Department of Psychiatry, Hadassah-Hebrew University Medical Center, Jerusalem, Israel. 137Centre for Genomic Sciences, The University of Hong Kong, Hong Kong, China. 138Mental Health Centre and Psychiatric Laboratory, West China Hospital, Sichuan University, Chengdu, Sichuan, China. 139Department of Biostatistics, Johns Hopkins University Bloomberg School of Public Health, Baltimore, MD, USA. 140Department of Psychiatry, Columbia University, New York, New York, NY, USA. 141Priority Centre for Translational Neuroscience and Mental Health, University of Newcastle, Newcastle, New South Wales, Australia. 142Department of Genetics and Pathology, International Hereditary Cancer Center, Pomeranian Medical University in Szczecin, Szczecin, Poland. 143Department of Mental Health and Substance Abuse Services, National Institute for Health and Welfare, Helsinki, Finland. 144Department of Mental Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA. 145Department of Psychiatry, University of Bonn, Bonn, Germany. 146Centre National de la Recherche Scientifique, Laboratoire de Génétique Moléculaire de la Neurotransmission et des Processus Neurodénégératifs, Hôpital de la Pitiè-Salpêtrière, Paris, France. 147Department of Genomics Mathematics, University of Bonn, Bonn, Germany. 148Research Unit, Sørlandet Hospital, Kristiansand, Norway. 149Department of Psychiatry, Harvard Medical School, Boston, MA, USA. 150VA Boston Health Care System, Brockton, MA, USA. 151Department of Psychiatry, National University of Ireland Galway, Co, Galway, Ireland. 152Centre for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK. 153Division of Psychiatry, University of Edinburgh, Edinburgh, UK. 154Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway. 155Massachusetts Mental Health Center Public Psychiatry Division of the Beth Israel Deaconess Medical Center, Boston, MA, USA. 156Estonian Genome Center, University of Tartu, Tartu, Estonia. 157School of Psychology, University of Newcastle, Newcastle, New South Wales, Australia. 158First Psychiatric Clinic, Medical University, Sofia, Bulgaria. 159Department P, Aarhus University Hospital, Risskov, Denmark. 160Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland. 161King’s College London, London, UK. 162Maastricht University Medical Centre, South Limburg Mental Health Research and TeachingNetwork, EURON, Maastricht, the Netherlands. 163Institute of Translational Medicine, University of Liverpool, Liverpool, UK. 164Max Planck Institute of Psychiatry, Munich, Germany. 165Munich Cluster for Systems Neurology (SyNergy), Munich, Germany. 166Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany. 167Department of Psychiatry, Queensland Brain Institute and Queensland Centre for Mental Health Research, University of Queensland, Brisbane, Queensland, Australia. 168Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA. 169Department of Psychiatry, Trinity College Dublin, Dublin, Ireland. 170Eli Lilly and Company, Lilly Corporate Center, Indianapolis, IN, USA. 171Department of Clinical Sciences, Psychiatry, Umeå University, Umeå, Sweden. 172DETECT Early Intervention Service for Psychosis, Blackrock, Co, Dublin, Ireland. 173Centre for Public Health, Institute of Clinical Sciences, Queen’s University Belfast, Belfast, UK. 174Lawrence Berkeley National Laboratory, University of California at Berkeley, Berkeley, CA, USA. 175Institute of Psychiatry, King’s College London, London, UK. 176Melbourne Neuropsychiatry Centre, University of Melbourne & Melbourne Health, Melbourne, Victoria, Australia. 177Department of Psychiatry, University of Helsinki, Helsinki, Finland. 178Public Health Genomics Unit, National Institute for Health and Welfare, Helsinki, Finland. 179Medical Faculty, University of Belgrade, Belgrade, Serbia. 180Department of Psychiatry, University of North Carolina, Chapel Hill, NC, USA. 181Institute for Molecular Medicine Finland, FIMM, University of Helsinki, Helsinki, Finland. 182Department of Epidemiology, Harvard School of Public Health, Boston, MA, USA. 183Department of Psychiatry, University of Oxford, Oxford, UK. 184Virginia Institute for Psychiatric and Behavioral Genetics, Virginia Commonwealth University, Richmond, VA, USA. 185Pharma Therapeutics Clinical Research, Pfizer Worldwide Research and Development, Cambridge, MA, USA. 186Department of Psychiatry and Psychotherapy, University of Gottingen, Göttingen, Germany. 187Psychiatry and Psychotherapy Clinic, University of Erlangen, Erlangen, Germany. 188Hunter New England Health Service, Newcastle, New South Wales, Australia. 189School of Biomedical Sciences, University of Newcastle, Newcastle, New South Wales, Australia. 190Division of Cancer Epidemiology and Genetics, National Cancer Institute, Bethesda, MD, USA. 191University of Iceland, Landspitali, National University Hospital, Reykjavik, Iceland. 192Department of Psychiatry and Drug Addiction, Tbilisi State Medical University (TSMU), Tbilisi, Georgia. 193Research and Development, Bronx Veterans Affairs Medical Center, New York, NY, USA. 194WellcomeTrust Centre for Human Genetics, Oxford, UK. 195deCODE Genetics, Reykjavik, Iceland. 196Department of Clinical Neurology, Medical University of Vienna, Wien, Austria. 197Lieber Institute for Brain Development, Baltimore, MD, USA. 198Department of Medical Genetics, University Medical Centre Utrecht, Utrecht, the Netherlands. 199Berkshire Healthcare NHS Foundation Trust, Bracknell, UK. 200Section of Psychiatry, University of Verona, Verona, Italy. 201Department of Psychiatry, University of Oulu, Oulu, Finland. 202University Hospital of Oulu, Oulu, Finland. 203Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland, Dublin, Ireland. 204Health Research Board, Dublin, Ireland. 205School of Psychiatry and Clinical Neurosciences, The University of Western Australia, Perth, Western Australia, Australia. 206Computational Sciences CoE, Pfizer Worldwide Research and Development, Cambridge, MA, USA. 207Human Genetics, Genome Institute of Singapore, A*STAR, Singapore, Singapore. 208University College London, London, UK. 209Institute of Neuroscience and Medicine (INM-1), Research Center Juelich, Juelich, Germany. 210Department of Genetics, The Hebrew University of Jerusalem, Jerusalem, Israel. 211NeuroscienceDiscovery and Translational Area, Pharma Research and Early Development, F. Hoffman-La Roche, Basel, Switzerland. 212Centre for Clinical Research in Neuropsychiatry, School of Psychiatry and Clinical Neurosciences, The University of Western Australia, Medical Research Foundation Building, Perth, Western Australia, Australia. 213Virginia Institute for Psychiatric and Behavioral Genetics, Departments of Psychiatry and Human and Molecular Genetics, Virginia Commonwealth University, Richmond, VA, USA. 214The Feinstein Institute for Medical Research, Manhasset, NY, USA. 215The Hofstra NS-LIJ School of Medicine, Hempstead, NY, USA. 216The Zucker Hillside Hospital, Glen Oaks, NY, USA. 217Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore. 218Queensland Centre for Mental Health Research, University of Queensland, Brisbane, Queensland, Australia. 219Center for HumanGenetic Research and Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA. 220Department of Child and Adolescent Psychiatry, Erasmus University Medical Centre, Rotterdam, the Netherlands. 221Department of Complex Trait Genetics, Neuroscience Campus Amsterdam, VU University Medical Center Amsterdam, Amsterdam, the Netherlands. 222Department of Functional Genomics, Center for Neurogenomics and Cognitive Research, Neuroscience Campus Amsterdam, VU University, Amsterdam, the Netherlands. 223University of Aberdeen, Institute of Medical Sciences, Aberdeen, UK. 224Departments of Psychiatry, Neurology, Neuroscience and Institute of Genetic Medicine, Johns Hopkins School of Medicine, Baltimore, MD, USA. 225Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark.

Published
2019

27. Exploration of Shared Genetic Architecture Between Subcortical Brain Volumes and Anorexia Nervosa

Author

Walton, E, Hibar, D, Yilmaz, Z, Jahanshad, N, Cheung, J, Batury, V-L, Seitz, J, Bulik, CM, Thompson, PM, Ehrlich, Stefan, Hibar, Derrek P, Stein, Jason L, Renteria, Miguel E, Arias-Vasquez, Alejandro, Desrivieres, Sylvane, Jahanshad, Neda, Toro, Roberto, Wittfeld, Katharina, Abramovic, Lucija, Andersson, Micael, Aribisala, Benjamin S, Armstrong, Nicola J, Bernard, Manon, Bohlken, Marc M, Boks, Marco P, Bralten, Janita, Brown, Andrew A, Chakravarty, M Mallar, Chen, Qiang, Ching, Christopher RK, Cuellar-Partida, Gabriel, Den Braber, Anouk, Giddaluru, Sudheer, Goldman, Aaron L, Grimm, Oliver, Guadalupe, Tulio, Hass, Johanna, Woldehawariat, Girma, Holmes, Avram J, Hoogman, Martine, Janowitz, Deborah, Jia, Tianye, Kim, Sungeun, Klein, Marieke, Kraemer, Bernd, Lee, Phil H, Loohuis, Loes M Olde, Luciano, Michelle, Macare, Christine, Mather, Karen A, Mattheisen, Manuel, Milaneschi, Yuri, Nho, Kwangsik, Papmeyer, Martina, Ramasamy, Adaikalavan, Risacher, Shannon L, Roiz-Santianez, Roberto, Rose, Emma J, Salami, Alireza, Samann, Philipp G, Schmaal, Lianne, Schork, Andrew J, Shin, Jean, Strike, Lachlan T, Teumer, Alexander, van Donkelaar, Marjolein MJ, van Eijk, Kristel R, Walters, Raymond K, Westlye, Lars T, Whelan, Christopher D, Winkler, Anderson M, Zwiers, Marcel P, Alhusaini, Saud, Athanasiu, Lavinia, Hakobjan, Marina MH, Hartberg, Cecilie B, Haukvik, Unn K, Heister, Angelien JGAM, Hohn, David, Kasperaviciute, Dalia, Liewald, David CM, Lopez, Lorna M, Makkinje, Remco RR, Matarin, Mar, Naber, Marlies AM, Mckay, David R, Needham, Margaret, Nugent, Allison C, Putz, Benno, Shen, Li, Sprooten, Emma, Trabzuni, Daniah, van der Marel, Saskia SL, van Hulzen, Kimm JE, Walton, Esther, Wolf, Christiane, Almasy, Laura, Ames, David, Arepalli, Sampath, Assareh, Amelia A, Bastin, Mark E, Brodaty, Henry, Bulayeva, Kazima B, Carless, Melanie A, Cichon, Sven, Corvin, Aiden, Curran, Joanne E, Czisch, Michael, de Zubicaray, Greig I, Dillman, Allissa, Duggirala, Ravi, Dyer, Thomas D, Erk, Susanne, Fedko, Iryna O, Ferrucci, Luigi, Foroud, Tatiana M, Fox, Peter T, Fukunaga, Masaki, Gibbs, J Raphael, Goring, Harald HH, Green, Robert C, Guelfi, Sebastian, Hansell, Narelle K, Hartman, Catharina A, Hegenscheid, Katrin, Heinz, Andreas, Hernandez, Dena G, Heslenfeld, Dirk J, Hoekstra, Pieter J, Holsboer, Florian, Homuth, Georg, Hottenga, Jouke-Jan, Ikeda, Masashi, Jr, Jack Clifford R, Jenkinson, Mark, Johnson, Robert, Kanai, Ryota, Keil, Maria, Jr, Kent Jack W, Kochunov, Peter, Kwok, John B, Lawrie, Stephen M, Liu, Xinmin, Longo, Dan L, McMahon, Katie L, Meisenzahl, Eva, Melle, Ingrid, Mohnke, Sebastian, Montgomery, Grant W, Mostert, Jeanette C, Muhleisen, Thomas W, Nalls, Michael A, Nichols, Thomas E, Nilsson, Lars G, Nothen, Markus M, Ohi, Kazutaka, Olvera, Rene L, Perez-Iglesias, Rocio, Pike, G Bruce, Potkin, Steven G, Reinvang, Ivar, Reppermund, Simone, Rietschel, Marcella, Romanczuk-Seiferth, Nina, Rosen, Glenn D, Rujescu, Dan, Schnell, Knut, Schofield, Peter R, Smith, Colin, Steen, Vidar M, Sussmann, Jessika E, Thalamuthu, Anbupalam, Toga, Arthur W, Traynor, Bryan J, Troncoso, Juan, Turner, Jessica A, Hernandez, Maria C Valdes, van't Ent, Dennis, van der Brug, Marcel, van der Wee, Nic JA, van Tol, Marie-Jose, Veltman, Dick J, Wassink, Thomas H, Westman, Eric, Zielke, Ronald H, Zonderman, Alan B, Ashbrook, David G, Hager, Reinmar, Lu, Lu, McMahon, Francis J, Morris, Derek W, Williams, Robert W, Brunner, Han G, Buckner, Randy L, Buitelaar, Jan K, Cahn, Wiepke, Calhoun, Vince D, Cavalleri, Gianpiero L, Crespo-Facorro, Benedicto, Dale, Anders M, Davies, Gareth E, Delanty, Norman, Depondt, Chantal, Djurovic, Srdjan, Drevets, Wayne C, Espeseth, Thomas, Gollub, Randy L, Ho, Beng-Choon, Hoffmann, Wolfgang, Hosten, Norbert, Kahn, Rene S, Le Hellard, Stephanie, Meyer-Lindenberg, Andreas, Mueller-Myhsok, Bertram, Nauck, Matthias, Nyberg, Lars, Pandolfo, Massimo, Penninx, Brenda WJH, Roffman, Joshua L, Sisodiya, Sanjay M, Smoller, Jordan W, van Bokhoven, Hans, van Haren, Neeltje EM, Volzke, Henry, Walter, Henrik, Weiner, Michael W, Wen, Wei, White, Tonya, Agartz, Ingrid, Andreassen, Ole A, Blangero, John, Boomsma, Dorret I, Brouwer, Rachel M, Cannon, Dara M, Cookson, Mark R, de Geus, Eco JC, Deary, Ian J, Donohoe, Gary, Fernandez, Guillen, Fisher, Simon E, Francks, Clyde, Glahn, David C, Grabe, Hans J, Gruber, Oliver, Hardy, John, Hashimoto, Ryota, Pol, Hilleke E Hulshoff, Jonsson, Erik G, Kloszewska, Iwona, Lovestone, Simon, Mattay, Venkata S, Mecocci, Patrizia, McDonald, Colm, McIntosh, Andrew M, Ophoff, Roel A, Paus, Tomas, Pausova, Zdenka, Ryten, Mina, Sachdev, Perminder S, Saykin, Andrew J, Simmons, Andrew, Singleton, Andrew, Soininen, Hilkka, Wardlaw, Joanna M, Weale, Michael E, Weinberger, Daniel R, Adams, Hieab HH, Launer, Lenore J, Seiler, Stephan, Schmidt, Reinhold, Chauhan, Ganesh, Satizabal, Claudia L, Becker, James T, Yanek, Lisa R, van der Lee, Sven J, Ebling, Maritza, Fischl, Bruce, Longstreth, WT, Greve, Douglas, Schmidt, Helena, Nyquist, Paul, Vinke, Louis N, van Duijn, Cornelia M, Luting, Xue, Mazoyer, Bernard, Bis, Joshua C, Gudnason, Vilmundur, Seshadri, Sudha, Ikram, M Arfan, Martin, Nicholas G, Wright, Margaret J, Schumann, Gunter, Franke, Barbara, Thompson, Paul M, Medland, Sarah E, Duncan, Laramie, Yilmaz, Zeynep, Walters, Raymond, Goldstein, Jackie, Anttila, Verneri, Bulik-Sullivan, Brendan, Ripke, Stephan, Adan, Roger, Alfredsson, Lars, Ando, Tetsuya, Andreassen, Ole, Aschauer, Harald, Baker, Jessica, Barrett, Jeffrey, Bencko, Vladimir, Bergen, Andrew, Berrettini, Wade, Birgegard, Andreas, Boni, Claudette, Perica, Vesna Boraska, Brandt, Harry, Burghardt, Roland, Carlberg, Laura, Cassina, Matteo, Cichon, Carolyn Cesta Sven, Clementi, Maurizio, Cohen-Woods, Sarah, Coleman, Joni, Cone, Roger, Courtet, Philippe, Crawford, Steven, Crow, Scott, Crowley, Jim, Danner, Unna, Davis, Oliver, de Zwaan, Martina, Dedoussis, George, Degortes, Daniela, DeSocio, Janiece, Dick, Danielle, Dikeos, Dimitris, Dina, Christian, Ding, Bo, Dmitrzak-Weglarz, Monika, Docampo, Elisa, Egberts, Karin, Escaramis, Georgia, Esko, Tonu, Estivill, Xavier, Favaro, Angela, Fernandez-Aranda, Fernando, Fichter, Manfred, Finan, Chris, Fischer, Krista, Floyd, James, Focker, Manuel, Foretova, Lenka, Forzan, Monica, Fox, Caroline, Franklin, Christopher, Gallinger, Valerie Gaborieau Steven, Gambaro, Giovanni, Gaspar, Helena, Giegling, Ina, Gonidakis, Fragiskos, Gorwood, Philip, Gratacos, Monica, Guillaume, Sebastien, Guo, Yiran, Hakonarson, Hakon, Halmi, Katherine, Harrison, Rebecca, Hatzikotoulas, Konstantinos, Hauser, Joanna, Hebebrand, Johannes, Helder, Sietske, Hendriks, Judith, Herms, Stefan, Herpertz-Dahlmann, Beate, Herzog, Wolfgang, Hilliard, Christopher, Huckins, Laura, Hudson, James, Huemer, Julia, Imgart, Hartmut, Inoko, Hidetoshi, Jamain, Sigrid Jall Stephane, Janout, Vladimir, Jimenez-Murcia, Susana, Johnson, Craig, Jordan, Jenny, Julia, Antonio, Jureus, Anders, Kalsi, Gursharan, Kaplan, Allan, Kaprio, Jaakko, Karhunen, Leila, Karwautz, Andreas, Kas, Martien, Kaye, Walter, Kennedy, Martin, Kennedy, James, Keski-Rahkonen, Anna, Kiezebrink, Kirsty, Kim, Youl-Ri, Klareskog, Lars, Klump, Kelly, Knudsen, Gun Peggy, Koeleman, Bobby, Koubek, Doris, La Via, Maria, Landen, Mikael, Leboyer, Marion, Levitan, Robert, Li, Dong, Lichtenstein, Paul, Lilenfeld, Lisa, Lissowska, Jolanta, Lundervold, Astri, Magistretti, Pierre, Maj, Mario, Mannik, Katrin, Marsal, Sara, Kaminska, Debora, Martin, Nicholas, Mattingsdal, Morten, McDevitt, Sara, McGuffin, Peter, Merl, Elisabeth, Metspalu, Andres, Meulenbelt, Ingrid, Micali, Nadia, Mitchell, James, Mitchell, Karen, Monteleone, Palmiero, Monteleone, Alessio Maria, Montgomery, Grant, Mortensen, Preben, Munn-Chernoff, Melissa, Mueller, Timo, Nacmias, Benedetta, Navratilova, Marie, Nilsson, Ida, Norring, Claes, Ntalla, Ioanna, Ophoff, Roel, O'Toole, Julie, Palotie, Aarno, Pantel, Jacques, Papezova, Hana, Pinto, Richard Parker Dalila, Rabionet, Raquel, Raevuori, Anu, Rajewski, Andrzej, Ramoz, Nicolas, Rayner, N William, Reichborn-Kjennerud, Ted, Ricca, Valdo, Ripatti, Samuli, Ritschel, Franziska, Roberts, Marion, Rotondo, Alessandro, Rybakowski, Filip, Santonastaso, Paolo, Scherag, Andre, Scherer, Stephen, Schmidt, Ulrike, Schork, Nicholas, Schosser, Alexandra, Scott, Laura, Seitz, Jochen, Slachtova, Lenka, Sladek, Robert, Slagboom, P Eline, Slof-Op't Landt, Margarita, Slopien, Agnieszka, Smith, Tosha, Soranzo, Nicole, Sorbi, Sandro, Southam, Lorraine, Steen, Vidar, Strengman, Eric, Strober, Michael, Szatkiewicz, Jin, Szeszenia-Dabrowska, Neonila, Tachmazidou, Ioanna, Tenconi, Elena, Tortorella, Alfonso, Tozzi, Federica, Treasure, Janet, Tschop, Matthias, Tsitsika, Artemis, Tziouvas, Konstantinos, van Elburg, Annemarie, van Furth, Eric, Wade, Tracey, Wagner, Gudrun, Watson, Hunna, Wichmann, H-Erich, Widen, Elisabeth, Woodside, D Blake, Yanovski, Jack, Yao, Shuyang, Zerwas, Stephanie, Zipfel, Stephan, Thornton, Laura, Hinney, Anke, Breen, Gerome, Bulik, Cynthia M, PGC-ED, Grp, ENIGMA Genetics Working, Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Kas lab, Clinical Cognitive Neuropsychiatry Research Program (CCNP), Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, and APH - Mental Health

Subjects
0301 basic medicine, Anorexia Nervosa, Eating Disorders, REWARD CIRCUITRY, Genome-wide association study, ADOLESCENT, PGC-ED, Bioinformatics, Linkage Disequilibrium, 0302 clinical medicine, Anorexia nervosa, Brain structure, Genetic correlation, SCHIZOPHRENIA, ENIGMA Genetics Working Group, 2.1 Biological and endogenous factors, Psychology, Aetiology, Cervell, RISK, ABNORMALITIES, Anorèxia nerviosa, Brain, FUNCTIONAL CONNECTIVITY, Organ Size, Single Nucleotide, Serious Mental Illness, Magnetic Resonance Imaging, 3. Good health, Anorexia, Mental Health, Neurology, Anorexia nervosa (differential diagnoses), Brain size, MENDELIAN RANDOMIZATION, Biomedical Imaging, Cognitive Sciences, RESPONSE-INHIBITION, Neuroscience (miscellaneous), Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, Cellular and Molecular Neuroscience, Mendelian randomization, Journal Article, Genetics, Humans, Genetic Testing, GENOME-WIDE ASSOCIATION, Polymorphism, POLYMORPHISMS, Genetic association, Neurology & Neurosurgery, Prevention, Human Genome, Neurosciences, Mendelian Randomization Analysis, Genetic architecture, Brain Disorders, 030104 developmental biology, Genetic marker, Case-Control Studies, 030217 neurology & neurosurgery, Genètica, Genome-Wide Association Study
Abstract

Molecular neurobiology 56(7), 5146-5156 (2019). doi:10.1007/s12035-018-1439-4, Published by Humana Press, Totowa, NJ

Published
2019

28. Genetic influences on schizophrenia and subcortical brain volumes: large-scale proof of concept

Author

Franke, Barbara, Stein, Jason L, McIntosh, Andrew M, Eichhammer, Peter, Eriksson, Johan, Escott-Price, Valentina, Essioux, Laurent, Fanous, Ayman H, Farrell, Martilias S, Frank, Josef, Franke, Lude, Freedman, Robert, Freimer, Nelson B, Lee, Phil, Friedman, Joseph I, Fromer, Menachem, Genovese, Giulio, Georgieva, Lyudmila, Gershon, Elliot S, Giegling, Ina, Giusti-Rodríguez, Paola, Godard, Stephanie, Goldstein, Jacqueline I, Gopal, Srihari, McMahon, Francis J, Gratten, Jacob, de Haan, Lieuwe, Hammer, Christian, Hamshere, Marian L, Hansen, Mark, Hansen, Thomas, Haroutunian, Vahram, Hartmann, Annette M, Henskens, Frans A, Herms, Stefan L, Meyer-Lindenberg, Andreas, Hirschhorn, Joel N, Hoffmann, Per, Hofman, Andrea, Hollegaard, Mads V, Hougaard, David M, Ikeda, Masashi, Joa, Inge, Julià, Antonio, Kähler, Anna K, Kahn, René S, Mattheisen, Manuel, Kalaydjieva, Luba, Karachanak-Yankova, Sena, Karjalainen, Juha, Kavanagh, David, Keller, Matthew C, Kelly, Brian J, Kennedy, James L, Khrunin, Andrey, Kim, Yunjung, Klovins, Janis, Andreassen, Ole A, Knowles, James A, Konte, Bettina, Kucinskas, Vaidutis, Kucinskiene, Zita Ausrele, Kuzelova-Ptackova, Hana, Laurent, Claudine, Lee, S Hong, Keong, Jimmy Lee Chee, Legge, Sophie E, Lerer, Bernard, Gruber, Oliver, Li, Miaoxin, Li, Tao, Liang, Kung-Yee, Lieberman, Jeffrey, Limborska, Svetlana, Lönnqvist, Jouko, Loughland, Carmel M, Lubinski, Jan, Macek, Milan, Magnusson, Patrik K E, Sachdev, Perminder S, Maher, Brion S, Maier, Wolfgang, Mallet, Jacques, Marsal, Sara, Mattingsdal, Morten, McCarley, Robert W, McDonald, Colm, Meier, Sandra, Roiz-Santiañez, Roberto, Meijer, Carin J, Melegh, Bela, Melle, Ingrid, Mesholam-Gately, Raquelle I, Metspalu, Andres, Michie, Patricia T, Milani, Lili, Milanova, Vihra, Mokrab, Younes, Morris, Derek W, Saykin, Andrew J, Mors, Ole, Müller-Myhsok, Bertram, Murphy, Kieran C, Murray, Robin M, Myin-Germeys, Inez, Nelis, Mari, Nenadic, Igor, Nertney, Deborah A, Nestadt, Gerald, Nicodemus, Kristin K, Ripke, Stephan, Ehrlich, Stefan, Nikitina-Zake, Liene, Nisenbaum, Laura, Nordin, Annelie, O'Callaghan, Eadbhard, O'Dushlaine, Colm, O'Neill, F Anthony, Oh, Sang-Yun, Olincy, Ann, Olsen, Line, Van Os, Jim, Mather, Karen A, Pantelis, Christos, Papadimitriou, George N, Papiol, Sergi, Parkhomenko, Elena, Pato, Michele T, Paunio, Tiina, Perkins, Diana O, Pietiläinen, Olli, Pimm, Jonathan, Pocklington, Andrew J, Turner, Jessica A, Powell, John, Price, Alkes, Pulver, Ann E, Purcell, Shaun M, Quested, Digby, Rasmussen, Henrik B, Reichenberg, Abraham, Reimers, Mark A, Richards, Alexander L, Roffman, Joshua L, Schwarz, Emanuel, Roussos, Panos, Ruderfer, Douglas M, Salomaa, Veikko, Sanders, Alan R, Schall, Ulrich, Schubert, Christian R, Schulze, Thomas G, Schwab, Sibylle G, Scolnick, Edward M, Scott, Rodney J, Thalamuthu, Anbupalam, Seidman, Larry J, Shi, Jianxin, Silverman, Jeremy M, Sim, Kang, Slominsky, Petr, Smoller, Jordan W, So, Hon-Cheong, Söderman, Erik, Spencer, Chris C A, Stahl, Eli A, Shugart, Yin Yao, Stogmann, Elisabeth, Straub, Richard E, Strengman, Eric, Strohmaier, Jana, Stroup, T Scott, Subramaniam, Mythily, Suvisaari, Jaana, Svrakic, Dragan M, Szatkiewicz, Jin P, Thirumalai, Srinivas, Ho, Yvonne Yw, Toncheva, Draga, Tooney, Paul A, Veijola, Juha, Waddington, John, Walsh, Dermot, Wang, Dai, Wang, Qiang, Webb, Bradley T, Weiser, Mark, Wildenauer, Dieter B, Martin, Nicholas G, Williams, Nigel M, Williams, Stephanie, Witt, Stephanie H, Wolen, Aaron R, Wong, Emily H M, Wormley, Brandon K, Wu, Jing Qin, Xi, Hualin Simon, Zai, Clement C, Zheng, Xuebin, Wright, Margaret J, Zimprich, Fritz, Wray, Naomi R, Visscher, Peter M, Adolfsson, Rolf, Blackwood, Douglas H R, Børglum, Anders D, Bramon, Elvira, Buxbaum, Joseph D, Cichon, Sven, Consortium, Schizophrenia Working Group of the Psychiatric Genomics, Darvasi, Ariel, Domenici, Enrico, Ehrenreich, Hannelore, Esko, Tõnu, Gejman, Pablo V, Gill, Michael, Gurling, Hugh, Hultman, Christina M, Iwata, Nakao, Jablensky, Assen V, Anttila, Verneri, Consortium, ENIGMA, Jönsson, Erik G, Kendler, Kenneth S, Kirov, George, Knight, Jo, Lencz, Todd, Levinson, Douglas F, Li, Qingqin S, Liu, Jianjun, Malhotra, Anil K, McCarroll, Steven A, O'Donovan, Michael C, McQuillin, Andrew, Moran, Jennifer L, Mortensen, Preben B, Mowry, Bryan J, Nöthen, Markus M, Ophoff, Roel A, Owen, Michael J, Palotie, Aarno, Pato, Carlos N, Petryshen, Tracey L, Thompson, Paul M, Posthuma, Danielle, Rietschel, Marcella, Riley, Brien P, Rujescu, Dan, Sham, Pak C, Sklar, Pamela, Clair, David St, Weinberger, Daniel R, Wendland, Jens R, Werge, Thomas, Neale, Benjamin M, Daly, Mark J, Sullivan, Patrick F, Hibar, Derrek P, Renteria, Miguel E, Arias-Vasquez, Alejandro, Desrivières, Sylvane, Jahanshad, Neda, Toro, Roberto, Medland, Sarah E, Wittfeld, Katharina, Abramovic, Lucija, Andersson, Micael, Aribisala, Benjamin S, Armstrong, Nicola J, Bernard, Manon, Bohlken, Marc M, Boks, Marco P, Bralten, Janita, Brown, Andrew A, Chakravarty, M Mallar, Chen, Qiang, Ching, Christopher R K, Cuellar-Partida, Gabriel, den Braber, Anouk, Giddaluru, Sudheer, Goldman, Aaron L, Grimm, Oliver, Guadalupe, Tulio, Hass, Johanna, Woldehawariat, Girma, Holmes, Avram J, Hoogman, Martine, Janowitz, Deborah, Jia, Tianye, Kim, Sungeun, Klein, Marieke, Kraemer, Bernd, Loohuis, Loes M Olde, Luciano, Michelle, Macare, Christine, Milaneschi, Yuri, Nho, Kwangsik, Papmeyer, Martina, Ramasamy, Adaikalavan, Risacher, Shannon L, Corvin, Aiden, Rose, Emma J, Salami, Alireza, Sämann, Philipp G, Schmaal, Lianne, Schork, Andrew J, Shin, Jean, Strike, Lachlan T, Teumer, Alexander, van Donkelaar, Marjolein M J, van Eijk, Kristel R, Walters, James T R, Walters, Raymond K, Westlye, Lars T, Whelan, Christopher D, Winkler, Anderson M, Zwiers, Marcel P, Alhusaini, Saud, Athanasiu, Lavinia, Hakobjan, Marina M H, Hartberg, Cecilie B, Farh, Kai-How, Haukvik, Unn, Heister, Angelien J G A M, Höhn, David, Kasperaviciute, Dalia, Liewald, David C M, Lopez, Lorna M, Makkinje, Remco R R, Matarin, Mar, Naber, Marlies A M, McKay, David R, Holmans, Peter A, Needham, Margaret, Nugent, Allison C, Pütz, Benno, Royle, Natalie A, Shen, Li, Sprooten, Emma, Trabzuni, Daniah, van der Marel, Saskia S L, van Hulzen, Kimm J E, Walton, Esther, Wolf, Christiane, Almasy, Laura, Ames, David, Arepalli, Sampath, Assareh, Amelia A, Bastin, Mark E, Brodaty, Henry, Bulayeva, Kazima B, Carless, Melanie A, Bulik-Sullivan, Brendan, Curran, Joanne E, Czisch, Michael, de Zubicaray, Greig I, Dillman, Allissa, Duggirala, Ravi, Dyer, Thomas D, Erk, Susanne, Fedko, Iryna O, Ferrucci, Luigi, Collier, David A, Foroud, Tatiana M, Fox, Peter T, Fukunaga, Masaki, Gibbs, Raphael, Göring, Harald H H, Green, Robert C, Guelfi, Sebastian, Hansell, Narelle K, Hartman, Catharina A, Hegenscheid, Katrin, Huang, Hailiang, Heinz, Andreas, Hernandez, Dena G, Heslenfeld, Dirk J, Hoekstra, Pieter J, Holsboer, Florian, Homuth, Georg, Hottenga, Jouke-Jan, Jack, Clifford R, Jenkinson, Mark, Pers, Tune H, Johnson, Robert, Kanai, Ryota, Keil, Maria, Kent, Jack W, Kochunov, Peter, Kwok, John B, Lawrie, Stephen M, Liu, Xinmin, Longo, Dan L, McMahon, Katie L, Agartz, Ingrid, Meisenzahl, Eva, Mohnke, Sebastian, Montgomery, Grant W, Mostert, Jeanette C, Mühleisen, Thomas W, Nalls, Michael A, Nichols, Thomas E, Nilsson, Lars G, Agerbo, Esben, Ohi, Kazutaka, Olvera, Rene L, Perez-Iglesias, Rocio, Pike, G Bruce, Potkin, Steven G, Reinvang, Ivar, Reppermund, Simone, Romanczuk-Seiferth, Nina, Rosen, Glenn D, Albus, Margot, Schnell, Knut, Schofield, Peter R, Smith, Colin, Steen, Vidar M, Sussmann, Jessika E, Toga, Arthur W, Traynor, Bryan, Troncoso, Juan, Alexander, Madeline, Hernández, Maria C Valdés, van 't Ent, Dennis, van der Brug, Marcel, van der Wee, Nic J A, van Tol, Marie-Jose, Veltman, Dick J, Wassink, Thomas H, Westman, Eric, Zielke, Ronald H, Amin, Farooq, Zonderman, Alan, Ashbrook, David G, Hager, Reinmar, Lu, Lu, Williams, Robert W, Brunner, Han G, Buckner, Randy L, Buitelaar, Jan K, Bacanu, Silviu A, Cahn, Wiepke, Calhoun, Vince D, Cavalleri, Gianpiero L, Crespo-Facorro, Benedicto, Dale, Anders M, Davies, Gareth E, Delanty, Norman, Depondt, Chantal, Djurovic, Srdjan, Drevets, Wayne C, Begemann, Martin, Espeseth, Thomas, Gollub, Randy L, Ho, Beng-Choon, Hoffmann, Wolfgang, Hosten, Norbert, LeHellard, Stephanie, Nauck, Matthias, Belliveau, Richard A, Nyberg, Lars, Pandolfo, Massimo, Penninx, Brenda W J H, Sisodiya, Sanjay M, van Bokhoven, Hans, van Haren, Neeltje E M, Völzke, Henry, Walter, Henrik, Bene, Judit, Weiner, Michael W, Wen, Wei, White, Tonya, Blangero, John, Boomsma, Dorret I, Brouwer, Rachel M, Cannon, Dara M, Cookson, Mark R, Bergen, Sarah E, de Geus, Eco J C, Deary, Ian J, Donohoe, Gary, Fernández, Guillén, Fisher, Simon E, Francks, Clyde, Glahn, David C, Grabe, Hans J, Hardy, John, Bevilacqua, Elizabeth, Hashimoto, Ryota, Hulshoff Pol, Hilleke E, Kloszewska, Iwona, Lovestone, Simon, Mattay, Venkata S, Mecocci, Patrizia, Bigdeli, Tim B, Paus, Tomas, Pausova, Zdenka, Ryten, Mina, Simmons, Andy, Singleton, Andrew, Soininen, Hilkka, Wardlaw, Joanna M, Weale, Michael E, Black, Donald W, Adams, Hieab H H, Launer, Lenore J, Seiler, Stephan, Schmidt, Reinhold, Chauhan, Ganesh, Satizabal, Claudia L, Becker, James T, Yanek, Lisa, van der Lee, Sven J, Bruggeman, Richard, Ebling, Maritza, Fischl, Bruce, Longstreth, W. T., Greve, Douglas, Schmidt, Helena, Nyquist, Paul, Vinke, Louis N, van Duijn, Cornelia M, Luting, Xue, Mazoyer, Bernard, Buccola, Nancy G, Bis, Joshua C, Gudnason, Vilmundur, Seshadri, Sudha, Ikram, M Arfan, Schumann, Gunter, Byerley, William F, Cai, Guiqing, Cairns, Murray J, Campion, Dominique, Cantor, Rita M, Carr, Vaughan J, Carrera, Noa, Catts, Stanley V, Chambert, Kimberley D, Chan, Raymond C K, Chen, Eric Y H, Chen, Ronald Y L, Cheng, Wei, Cheung, Eric F C, Chong, Siow Ann, Cloninger, C Robert, Cohen, David, Cohen, Nadine, Cormican, Paul, Craddock, Nick, Crowley, James J, Curtis, David, Davidson, Michael, Davis, Kenneth L, Degenhardt, Franziska, Neale, Michael C, Del Favero, Jurgen, DeLisi, Lynn E, Demontis, Ditte, Dikeos, Dimitris, Dinan, Timothy, Drapeau, Elodie, Duan, Jubao, Dudbridge, Frank, Franke, Barbara, Stein, Jason L, Ripke, Stephan, Anttila, Verneri, Hong Lee, S, Ikram, M Arfan, Schizophrenia Working Group of the Psychiatric Genomics Consortium, ENIGMA Consortium, Radboud University Medical Center [Nijmegen], University of Southern California (USC), Broad Institute of MIT and Harvard (BROAD INSTITUTE), Harvard Medical School [Boston] (HMS)-Massachusetts Institute of Technology (MIT)-Massachusetts General Hospital [Boston], Massachusetts General Hospital [Boston], University of Warwick [Coventry], University of Oxford [Oxford], Virginia Commonwealth University (VCU), University of Edinburgh, National Institutes of Health [Bethesda] (NIH), Chinese PLA General Hospital, University of Missouri [Columbia], University of Missouri System, Cardiff University, Aarhus University [Aarhus], Stanford University [Stanford], Max-Planck-Institut, University of Iowa [Iowa City], Icahn School of Medicine at Mount Sinai [New York] (MSSM), Schizophrenia Research Institute [Sydney], Génétique du cancer et des maladies neuropsychiatriques (GMFC), Université de Rouen Normandie (UNIROUEN), Normandie Université (NU)-Normandie Université (NU)-Institut National de la Santé et de la Recherche Médicale (INSERM), Department of Mathematics [CUHK], The Chinese University of Hong Kong [Hong Kong], The University of Hong Kong (HKU), University of North Carolina [Chapel Hill] (UNC), University of North Carolina System (UNC), Castle Peak Hospital [Hong Kong], Institute of Mental Health [Singapore], Service de psychiatrie des enfants et adultes [CHU Pitié-Salpêtrière ], Assistance publique - Hôpitaux de Paris (AP-HP) (APHP)-CHU Pitié-Salpêtrière [APHP], Queen Mary University of London (QMUL), Open University of Israël, University of Antwerp (UA), Harvard Medical School [Boston] (HMS), University of Athens Medical School [Athens], University College Cork (UCC), University of Oslo (UiO), London School of Hygiene and Tropical Medicine (LSHTM), Universität Regensburg (UR), Biomedicum Helsinki, Roche Pharma Research and Early Development [Basel] (pRED), F. Hoffmann-La Roche [Basel], Universität Heidelberg [Heidelberg], University Medical Center Groningen [Groningen] (UMCG), Haverford College, Service de Pharmacologie, toxicologie et pharmacovigilance [CHU Limoges], CHU Limoges, University of Queensland [Brisbane], James J. Peters VA Medical Center [New York], Martin-Luther-University Halle-Wittenberg, University of Newcastle [Australia] (UoN), University of Basel (Unibas), Division of Medical Genetics [Seattle], University of Washington [Seattle], Statens Serum Institut [Copenhagen], Tohoku University [Sendai], University of Stavanger, Institut de biologie structurale (IBS - UMR 5075), Institut de Recherche Interdisciplinaire de Grenoble (IRIG), Direction de Recherche Fondamentale (CEA) (DRF (CEA)), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Direction de Recherche Fondamentale (CEA) (DRF (CEA)), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Grenoble Alpes (UGA)-Centre National de la Recherche Scientifique (CNRS), University of Sofia, Physiologie de la reproduction et des comportements [Nouzilly] (PRC), Centre National de la Recherche Scientifique (CNRS)-Université de Tours-Institut Français du Cheval et de l'Equitation [Saumur]-Institut National de la Recherche Agronomique (INRA), Universität Stuttgart [Stuttgart], Russian Academy of Sciences [Moscow] (RAS), Latvian Biomedical Research and Study Centre [Rīga], Vilnius University [Vilnius], University Hospital Motol [Prague], Centre de Recherches en Cancérologie de Toulouse (CRCT), Université Toulouse III - Paul Sabatier (UT3), Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS), Hadassah Hebrew University Medical Center [Jerusalem], Karolinska Institutet [Stockholm], University of Bonn, Génétique moléculaire de la neurotransmission et des processus neurodégénératifs (LGMNPN), Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS), Vall d'Hebron University Hospital [Barcelona], Department of Life Sciences, Imperial College London, Deutscher Wetterdienst [Offenbach] (DWD), Eli Lilly and Company Limited [Windlesham], Trinity College Dublin, Royal College of Surgeons in Ireland (RCSI), Université de Lausanne (UNIL), University of Tartu, Johns Hopkins University School of Medicine [Baltimore], Stockholm University, Queen's University [Belfast] (QUB), Lawrence Berkeley National Laboratory [Berkeley] (LBNL), Universidade de São Paulo (USP), Department of Mathematics [Nanticoke], Luzerne County Community College, National Institute for Health and Welfare [Helsinki], King‘s College London, University of Chicago, Fraunhofer Heinrich Hertz Institute [Berlin] (HHI), Friedrich-Alexander Universität Erlangen-Nürnberg (FAU), National Cancer Institute [Bethesda] (NCI-NIH), The Wellcome Trust Centre for Human Genetics [Oxford], Department of Genetic Epidemiology in Psychiatry [Mannhein], Universität Heidelberg [Heidelberg]-Central Institute of Mental Health Mannheim, The Natural History Museum [London] (NHM), University of Calgary, Department of Medical Epidemiology and Biostatistics (MEB), The University of Western Australia (UWA), Rheinische Friedrich-Wilhelms-Universität Bonn, Génétique humaine et fonctions cognitives - Human Genetics and Cognitive Functions (GHFC (UMR_3571 / U-Pasteur_1)), Institut Pasteur [Paris]-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), Montreal Neurological Institute and Hospital, McGill University, Universidade do Algarve (UAlg), Beijing Normal University, Structure et Réactivité des Systèmes Moléculaires Complexes (SRSMC), Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS), Dpt of Psychiatry [New Haven], Yale University School of Medicine, Centre épigénétique et destin cellulaire (EDC (UMR_7216)), Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), Bijvoet Center of Biomolecular Research, Utrecht University [Utrecht], School of Psychology, University of Queensland, Charité - Universitätsmedizin Berlin / Charite - University Medicine Berlin, Department of Mathematics, University of Colorado, University of Colorado [Boulder], VU University Amsterdam, Athinoula A. Martinos Center for Biomedical Imaging, Harvard Medical School [Boston] (HMS)-Massachusetts General Hospital [Boston], Department of Health and Human Services, McConnell Brain Imaging Centre (MNI), McGill University-McGill University, Institut Gilbert-Laustriat : Biomolécules, Biotechnologie, Innovation Thérapeutique, Université Louis Pasteur - Strasbourg I-Centre National de la Recherche Scientifique (CNRS), Computer Science and Artificial Intelligence Laboratory [Cambridge] (CSAIL), Massachusetts Institute of Technology (MIT), Clinical Cognitive Neuropsychiatry Research Program (CCNP), Del-Favero, Jurgen, Enigma Consortium, School of Medicine / Clinical Medicine, University of Oxford, University of Missouri [Columbia] (Mizzou), Stanford University, CHU Pitié-Salpêtrière [AP-HP], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU), Universität Heidelberg [Heidelberg] = Heidelberg University, University of Newcastle [Callaghan, Australia] (UoN), Institut de biologie structurale (IBS - UMR 5075 ), Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes [2016-2019] (UGA [2016-2019])-Institut de Recherche Interdisciplinaire de Grenoble (IRIG), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA), Софийски университет = Sofia University, Université de Toulouse (UT)-Université de Toulouse (UT)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS), Universität Bonn = University of Bonn, Université de Lausanne = University of Lausanne (UNIL), Universidade de São Paulo = University of São Paulo (USP), Fraunhofer Institute for Telecommunications - Heinrich Hertz Institute (Fraunhofer HHI), Fraunhofer (Fraunhofer-Gesellschaft), Universität Heidelberg [Heidelberg] = Heidelberg University-Central Institute of Mental Health Mannheim, Institut Pasteur [Paris] (IP)-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), McGill University = Université McGill [Montréal, Canada], Beijing Normal University (BNU), Institut de Chimie du CNRS (INC)-Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS), Yale School of Medicine [New Haven, Connecticut] (YSM), Centre épigénétique et destin cellulaire (EDC), Bijvoet Center of Biomolecular Research [Utrecht], Charité - UniversitätsMedizin = Charité - University Hospital [Berlin], Vrije Universiteit Amsterdam [Amsterdam] (VU), McGill University = Université McGill [Montréal, Canada]-McGill University = Université McGill [Montréal, Canada], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-CHU Pitié-Salpêtrière [AP-HP], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU)-Sorbonne Université (SU), Université Grenoble Alpes [2016-2019] (UGA [2016-2019])-Institut de Recherche Interdisciplinaire de Grenoble (IRIG), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Centre National de la Recherche Scientifique (CNRS), Institut National de la Recherche Agronomique (INRA)-Institut Français du Cheval et de l'Equitation [Saumur]-Université de Tours-Centre National de la Recherche Scientifique (CNRS), Centre National de la Recherche Scientifique (CNRS)-Université Paris Diderot - Paris 7 (UPD7), Massachusetts General Hospital [Boston]-Harvard Medical School [Boston] (HMS), Institut National de la Recherche Agronomique (INRA)-Institut Français du Cheval et de l'Equitation [Saumur]-Université de Tours (UT)-Centre National de la Recherche Scientifique (CNRS), Centre National de la Recherche Scientifique (CNRS)-Université Toulouse III - Paul Sabatier (UT3), Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Institut National de la Santé et de la Recherche Médicale (INSERM), Université de Lorraine (UL)-Centre National de la Recherche Scientifique (CNRS)-Institut de Chimie du CNRS (INC), Vrije universiteit = Free university of Amsterdam [Amsterdam] (VU), Biological Psychology, EMGO+ - Mental Health, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Other departments, ANS - Mood, Anxiety, Psychosis, Stress & Sleep, Adult Psychiatry, Psychiatrie & Neuropsychologie, RS: MHeNs - R2 - Mental Health, MUMC+: MA Psychiatrie (3), and MUMC+: Hersen en Zenuw Centrum (3)

Subjects
0301 basic medicine, Netherlands Twin Register (NTR), genetic association, Genome-wide association study, brain imaging, VARIANTS, Genome-wide association studies, Linkage Disequilibrium, 0302 clinical medicine, pathology [Brain], 2.1 Biological and endogenous factors, Psychology, GWAS, genetics [Schizophrenia], genetics, genetics [Genetic Predisposition to Disease], Aetiology, Non-U.S. Gov't, PERSPECTIVE, humans, Schizophrenia Working Group of the Psychiatric Genomics Consortium, neuroimaging, General Neuroscience, Research Support, Non-U.S. Gov't, Brain, Single Nucleotide, Organ Size, Endophenotypes, Genetic Predisposition to Disease, Humans, Magnetic Resonance Imaging, Neuroimaging, Polymorphism, Single Nucleotide, Schizophrenia, Genome-Wide Association Study, Neuroscience (all), Serious Mental Illness, ENIGMA Consortium, 3. Good health, endophenotype, Mental Health, Meta-analysis, Neurological, genetics [Polymorphism, Single Nucleotide], Cognitive Sciences, MRI, Neuroinformatics, DISORDERS, heredity, Schizophrenia (object-oriented programming), brain, Non-P.H.S, Brain Structure and Function, RELATIVES, PHENOTYPES, Research Support, N.I.H, 03 medical and health sciences, Magnetic resonance imaging, ENDOPHENOTYPE, Research Support, N.I.H., Extramural, ddc:570, Journal Article, Polymorphism, GENOME-WIDE ASSOCIATION, pathology [Schizophrenia], METAANALYSIS, genetic predisposition to disease, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], Neurology & Neurosurgery, genome-wide association study, [SCCO.NEUR]Cognitive science/Neuroscience, Human Genome, Neurosciences, Extramural, Genetic architecture, Brain Disorders, meta-analysis, schizophrenia, INDIVIDUALS, 030104 developmental biology, Genetic marker, Endophenotype, DISCOVERY, Genetic markers, U.S. Gov't, Human medicine, Neuroscience, genetic predisposition, 030217 neurology & neurosurgery, Research Support, U.S. Gov't, Non-P.H.S, Meta-Analysis
Abstract

Article, Schizophrenia is a devastating psychiatric illness with high heritability. Brain structure and function differ, on average, between people with schizophrenia and healthy individuals. As common genetic associations are emerging for both schizophrenia and brain imaging phenotypes, we can now use genome-wide data to investigate genetic overlap. Here we integrated results from common variant studies of schizophrenia (33,636 cases, 43,008 controls) and volumes of several (mainly subcortical) brain structures (11,840 subjects). We did not find evidence of genetic overlap between schizophrenia risk and subcortical volume measures either at the level of common variant genetic architecture or for single genetic markers. These results provide a proof of concept (albeit based on a limited set of structural brain measures) and define a roadmap for future studies investigating the genetic covariance between structural or functional brain phenotypes and risk for psychiatric disorders., final draft, peerReviewed

Published
2016

29. Cortical brain abnormalities in 4474 individuals with schizophrenia and 5098 controls via the ENIGMA consortium

Author

van Erp, Theo GM., Walton, Esther, Hibar, Derrek P., Schmaal, Lianne, Jiang, Wenhao, Glahn, David C., Pearlson, Godfrey D., Yao, Nailin, Fukunaga, Masaki, Hashimoto, Ryota, Okada, Naohiro, Yamamori, Hidenaga, Bustillo, Juan R., Clark, Vincent P., Agartz, Ingrid, Mueller, Bryon A., Cahn, Wiepke, de Zwarte, Sonja MC., Hulshoff Pol, Hilleke E., Kahn, René S., Ophoff, Roel A., van Haren, Neeltje EM., Andreassen, Ole A., Dale, Anders M., Doan, Nhat Trung, Gurholt, Tiril P., Hartberg, Cecilie B., Haukvik, Unn K., Jørgensen, Kjetil N., Lagerberg, Trine V., Melle, Ingrid, Westlye, Lars T., Gruber, Oliver, Kraemer, Bernd, Richter, Anja, Zilles, David, Calhoun, Vince D., Crespo-Facorro, Benedicto, Roiz-Santiañez, Roberto, Tordesillas-Gutiérrez, Diana, Loughland, Carmel, Carr, Vaughan J., Catts, Stanley, Cropley, Vanessa L., Fullerton, Janice M., Green, Melissa J., Henskens, Frans, Jablensky, Assen, Lenroot, Rhoshel K., Mowry, Bryan J., Michie, Patricia T., Pantelis, Christos, Quidé, Yann, Schall, Ulrich, Scott, Rodney J., Cairns, Murray J., Seal, Marc, Tooney, Paul A., Rasser, Paul E., Cooper, Gavin, Weickert, Cynthia Shannon, Weickert, Thomas W., Morris, Derek W., Hong, Elliot, Kochunov, Peter, Beard, Lauren M., Gur, Raquel E., Gur, Ruben C., Satterthwaite, Theodore D., Wolf, Daniel H., Belger, Aysenil, Brown, Gregory G., Ford, Judith M., Macciardi, Fabio, Mathalon, Daniel H., O’Leary, Daniel S., Potkin, Steven G., Preda, Adrian, Voyvodic, James, Lim, Kelvin O., McEwen, Sarah, Yang, Fude, Tan, Yunlong, Tan, Shuping, Wang, Zhiren, Fan, Fengmei, Chen, Jingxu, Xiang, Hong, Tang, Shiyou, Guo, Hua, Wan, Ping, Wei, Dong, Bockholt, Henry J., Ehrlich, Stefan, Wolthusen, Rick PF., King, Margaret D., Shoemaker, Jody M., Sponheim, Scott R., De Haan, Lieuwe, Koenders, Laura, Machielsen, Marise W., van Amelsvoort, Therese, Veltman, Dick J., Assogna, Francesca, Banaj, Nerisa, de Rossi, Pietro, Iorio, Mariangela, Piras, Fabrizio, Spalletta, Gianfranco, McKenna, Peter J., Pomarol-Clotet, Edith, Salvador, Raymond, Corvin, Aiden, Donohoe, Gary, Kelly, Sinead, Whelan, Christopher D., Dickie, Erin W., Rotenberg, David, Voineskos, Aristotle, Ciufolini, Simone, Radua, Joaquim, Dazzan, Paola, Murray, Robin, Marques, Tiago Reis, Simmons, Andrew, Borgwardt, Stefan, Egloff, Laura, Harrisberger, Fabienne, Riecher-Rössler, Anita, Smieskova, Renata, Alpert, Kathryn I., Wang, Lei, Jönsson, Erik G., Koops, Sanne, Sommer, Iris EC., Bertolino, Alessandro, Bonvino, Aurora, Di Giorgio, Annabella, Neilson, Emma, Mayer, Andrew R., Stephen, Julia M., Kwon, Jun Soo, Yun, Je-Yeon, Cannon, Dara M., McDonald, Colm, Lebedeva, Irina, Tomyshev, Alexander S., Akhadov, Tolibjohn, Kaleda, Vasily, Fatouros-Bergman, Helena, Flyckt, Lena, Busatto, Geraldo F., Rosa, Pedro GP., Serpa, Mauricio H., Zanetti, Marcus V., Hoschl, Cyril, Skoch, Antonin, Spaniel, Filip, Tomecek, David, Hagenaars, Saskia P., McIntosh, Andrew M., Whalley, Heather C., Lawrie, Stephen M., Knöchel, Christian, Oertel-Knöchel, Viola, Stäblein, Michael, Howells, Fleur M., Stein, Dan J., Temmingh, Henk, Uhlmann, Anne, Lopez-Jaramillo, Carlos, Dima, Danai, McMahon, Agnes, Faskowitz, Joshua I., Gutman, Boris A., Jahanshad, Neda, Thompson, Paul M., and Turner, Jessica A.

Subjects
Data Aggregation, Schizophrenia, Brain, Humans, Cooperative Behavior, Social Behavior, Article
Abstract

BACKGROUND. The profile of cortical neuroanatomical abnormalities in schizophrenia is not fully understood, despite hundreds of published structural brain imaging studies. This study presents the first meta-analysis of cortical thickness and surface area abnormalities in schizophrenia conducted by the ENIGMA (Enhancing Neuro Imaging Genetics Through Meta Analysis) Schizophrenia Working Group. METHOD. The study included data from 4474 individuals with schizophrenia (mean age=32.3, range: 11–78; 66% male) and 5098 healthy volunteers (mean age=32.8, range: 10–87; 53% male), assessed with standardized methods, at 39 centers worldwide. RESULTS. Compared to healthy volunteers, individuals with schizophrenia have widespread thinner cortex (left/right hemisphere: Cohen’s d=−0.530/−0.516) and smaller surface area (left/right hemisphere: d=−0.251/−0.254), with the largest effect sizes for both in frontal and temporal lobe regions. Regional group differences in cortical thickness remained significant when statistically controlling for global cortical thickness, suggesting regional specificity. In contrast, the effects for cortical surface area appear global. Case-control, negative, cortical thickness effect sizes were 2 to 3 times larger in antipsychotic medicated relative to unmedicated individuals. Negative correlations between age and bilateral temporal pole thickness were stronger in individuals with schizophrenia than in healthy volunteers. Regional cortical thickness showed significant negative correlations with normalized medication dose, symptom severity, and duration of illness, and positive correlations with age at onset. CONCLUSIONS. The findings indicate that the ENIGMA meta-analysis approach can achieve robust findings in clinical neuroscience studies; also, medication effects should be taken into account in future genetic association studies of cortical thickness in schizophrenia.

Published
2018

30. Human subcortical brain asymmetries in 15,847 people worldwide reveal effects of age and sex

Author

Guadalupe, Tulio, Mathias, Samuel R, vanErp, Theo GM, Whelan, Christopher D, Zwiers, Marcel P, Abe, Yoshinari, Abramovic, Lucija, Agartz, Ingrid, Andreassen, Ole A, Arias-Vásquez, Alejandro, Aribisala, Benjamin S, Armstrong, Nicola J, Arolt, Volker, Artiges, Eric, Ayesa-Arriola, Rosa, Baboyan, Vatche G, Banaschewski, Tobias, Barker, Gareth, Bastin, Mark E, Baune, Bernhard T, Blangero, John, Bokde, Arun LW, Boedhoe, Premika SW, Bose, Anushree, Brem, Silvia, Brodaty, Henry, Bromberg, Uli, Brooks, Samantha, Büchel, Christian, Buitelaar, Jan, Calhoun, Vince D, Cannon, Dara M, Cattrell, Anna, Cheng, Yuqi, Conrod, Patricia J, Conzelmann, Annette, Corvin, Aiden, Crespo-Facorro, Benedicto, Crivello, Fabrice, Dannlowski, Udo, de Zubicaray, Greig I, de Zwarte, Sonja MC, Deary, Ian J, Desrivières, Sylvane, Doan, Nhat Trung, Donohoe, Gary, Dørum, Erlend S, Ehrlich, Stefan, Espeseth, Thomas, Fernández, Guillén, Flor, Herta, Fouche, Jean-Paul, Frouin, Vincent, Fukunaga, Masaki, Gallinat, Jürgen, Garavan, Hugh, Gill, Michael, Suarez, Andrea Gonzalez, Gowland, Penny, Grabe, Hans J, Grotegerd, Dominik, Gruber, Oliver, Hagenaars, Saskia, Hashimoto, Ryota, Hauser, Tobias U, Heinz, Andreas, Hibar, Derrek P, Hoekstra, Pieter J, Hoogman, Martine, Howells, Fleur M, Hu, Hao, Hulshoff Pol, Hilleke E, Huyser, Chaim, Ittermann, Bernd, Jahanshad, Neda, Jönsson, Erik G, Jurk, Sarah, Kahn, Rene S, Kelly, Sinead, Kraemer, Bernd, Kugel, Harald, Kwon, Jun Soo, Lemaitre, Herve, Lesch, Klaus-Peter, Lochner, Christine, Luciano, Michelle, Marquand, Andre F, Martin, Nicholas G, Martínez-Zalacaín, Ignacio, Martinot, Jean-Luc, Mataix-Cols, David, Mather, Karen, McDonald, Colm, McMahon, Katie L, Medland, Sarah E, Menchón, José M, Morris, Derek W, Mothersill, Omar, Maniega, Susana Munoz, and Mwangi, Benson

Subjects
Adult, Male, Aging, Adolescent, 1.1 Normal biological development and functioning, Subcortical brain asymmetry, Medical and Health Sciences, Functional Laterality, Heritability, Quantitative Trait, Young Adult, Enigma, Age, Meta-Analysis as Topic, Underpinning research, Humans, Heritable, Handedness, Aged, Sex Characteristics, Psychology and Cognitive Sciences, Neurosciences, Brain, Experimental Psychology, Organ Size, Middle Aged, Magnetic Resonance Imaging, Brain Disorders, Meta-analysis, Mental Health, nervous system, Neurological, Female, Sex
Abstract

The two hemispheres of the human brain differ functionally and structurally. Despite over a century of research, the extent to which brain asymmetry is influenced by sex, handedness, age, and genetic factors is still controversial. Here we present the largest ever analysis of subcortical brain asymmetries, in a harmonized multi-site study using meta-analysis methods. Volumetric asymmetry of seven subcortical structures was assessed in 15,847 MRI scans from 52 datasets worldwide. There were sex differences in the asymmetry of the globus pallidus and putamen. Heritability estimates, derived from 1170 subjects belonging to 71 extended pedigrees, revealed that additive genetic factors influenced the asymmetry of these two structures and that of the hippocampus and thalamus. Handedness had no detectable effect on subcortical asymmetries, even in this unprecedented sample size, but the asymmetry of the putamen varied with age. Genetic drivers of asymmetry in the hippocampus, thalamus and basal ganglia may affect variability in human cognition, including susceptibility to psychiatric disorders.

Published
2017

31. MiR-137-derived polygenic risk: effects on cognitive performance in patients with schizophrenia and controls

Author

Cosgrove, D, Harold, D, Mothersill, O, Anney, Richard, Hill, Martin, Bray, Nicholas, Blokland, G, Petryshen, T, Donnelly, Peter, Bates, Lesley, Barroso, Ines, Blackwell, Jenefer M, Bramon, Elvira, Brown, Matthew A, Casas, Juan P, Corvin, Aiden, Deloukas, Panos, Duncanson, Audrey, Jankowski, Janusz, Markus, Hugh S, Mathew, Christopher G, Palmer, Colin N A, Plomin, Robert, Rautanen, Anna, Sawcer, Stephen J, Trembath, Richard C, Viswanathan, Ananth C, Wood, Nicholas W, Spencer, Chris C A, Band, Gavin, Bellenguez, Céline, Freeman, Colin, Hellenthal, Garrett, Giannoulatou, Eleni, Hopkins, Lucinda, Pirinen, Matti, Pearson, Richard, Strange, Amy, Su, Zhan, Vukcevic, Damjan, Langford, Cordelia, Hunt, Sarah E, Edkins, Sarah, Gwilliam, Rhian, Blackburn, Hannah, Bumpstead, Suzannah J, Dronov, Serge, Gillman, Matthew, Gray, Emma, Hammond, Naomi, Jayakumar, Alagurevathi, McCann, Owen T, Liddle, Jennifer, Potter, Simon C, Ravindrarajah, Radhi, Ricketts, Michelle, Waller, Matthew, Weston, PaulWeston, Widaa, SaraWidaa, Whittaker, Pamela, Richards, Alexander, Mantripragada, Kiran, Owen, Michael, O'Donovan, Michael, Gill, M, Corvin, A, Morris, D W, Donohoe, G, Broad Institute of MIT and Harvard, and Petryshen, Tracey

Subjects
0301 basic medicine, Adult, Male, Multifactorial Inheritance, Memory, Episodic, BF, Bioinformatics, Spatial memory, Polymorphism, Single Nucleotide, 03 medical and health sciences, Cellular and Molecular Neuroscience, Young Adult, 0302 clinical medicine, Cognition, Memory, Task Performance and Analysis, medicine, Humans, Effects of sleep deprivation on cognitive performance, Episodic memory, Biological Psychiatry, Intelligence quotient, Working memory, Memoria, Functional Neuroimaging, Brain, Middle Aged, medicine.disease, R1, Magnetic Resonance Imaging, Psychiatry and Mental health, MicroRNAs, 030104 developmental biology, Memory, Short-Term, Schizophrenia, Case-Control Studies, Original Article, Female, Schizophrenic Psychology, Psychology, Facial Recognition, 030217 neurology & neurosurgery, Clinical psychology
Abstract

Variants at microRNA-137 (MIR137), one of the most strongly associated schizophrenia risk loci identified to date, have been associated with poorer cognitive performance. As microRNA-137 is known to regulate the expression of ~1900 other genes, including several that are independently associated with schizophrenia, we tested whether this gene set was also associated with variation in cognitive performance. Our analysis was based on an empirically derived list of genes whose expression was altered by manipulation of MIR137 expression. This list was cross-referenced with genome-wide schizophrenia association data to construct individual polygenic scores. We then tested, in a sample of 808 patients and 192 controls, whether these risk scores were associated with altered performance on cognitive functions known to be affected in schizophrenia. A subgroup of healthy participants also underwent functional imaging during memory (n=108) and face processing tasks (n=83). Increased polygenic risk within the empirically derived miR-137 regulated gene score was associated with significantly lower performance on intelligence quotient, working memory and episodic memory. These effects were observed most clearly at a polygenic threshold of P=0.05, although significant results were observed at all three thresholds analyzed. This association was found independently for the gene set as a whole, excluding the schizophrenia-associated MIR137 SNP itself. Analysis of the spatial working memory fMRI task further suggested that increased risk score (thresholded at P=10−5) was significantly associated with increased activation of the right inferior occipital gyrus. In conclusion, these data are consistent with emerging evidence that MIR137 associated risk for schizophrenia may relate to its broader downstream genetic effects.

Published
2016

32. Common genetic variants influence human subcortical brain structures

Author

Hibar, Derrek P, Stein, Jason L, Aribisala, Benjamin S, de Zubicaray, Greig I, Dillman, Allissa, Duggirala, Ravi, Dyer, Thomas D, Erk, Susanne, Fedko, Iryna O, Ferrucci, Luigi, Foroud, Tatiana M, Fox, Peter T, Fukunaga, Masaki, Armstrong, Nicola J, Gibbs, J Raphael, Göring, Harald H H, Green, Robert C, Guelfi, Sebastian, Hansell, Narelle K, Hartman, Catharina A, Hegenscheid, Katrin, Heinz, Andreas, Hernandez, Dena G, Heslenfeld, Dirk J, Bernard, Manon, Hoekstra, Pieter J, Holsboer, Florian, Homuth, Georg, Hottenga, Jouke-Jan, Ikeda, Masashi, Jack, Clifford R, Jenkinson, Mark, Johnson, Robert, Kanai, Ryota, Keil, Maria, Bohlken, Marc M, Kent, Jack W, Kochunov, Peter, Kwok, John B, Lawrie, Stephen M, Liu, Xinmin, Longo, Dan L, McMahon, Katie L, Meisenzahl, Eva, Melle, Ingrid, Mohnke, Sebastian, Boks, Marco P, Montgomery, Grant W, Mostert, Jeanette C, Mühleisen, Thomas W, Nalls, Michael A, Nichols, Thomas E, Nilsson, Lars G, Nöthen, Markus M, Ohi, Kazutaka, Olvera, Rene L, Perez-Iglesias, Rocio, Bralten, Janita, Pike, G Bruce, Potkin, Steven G, Reinvang, Ivar, Reppermund, Simone, Rietschel, Marcella, Romanczuk-Seiferth, Nina, Rosen, Glenn D, Rujescu, Dan, Schnell, Knut, Schofield, Peter R, Brown, Andrew A, Smith, Colin, Steen, Vidar M, Sussmann, Jessika E, Thalamuthu, Anbupalam, Toga, Arthur W, Traynor, Bryan J, Troncoso, Juan, Turner, Jessica A, Valdés Hernández, Maria C, van 't Ent, Dennis, Chakravarty, M Mallar, van der Brug, Marcel, van der Wee, Nic J A, van Tol, Marie-Jose, Veltman, Dick J, Wassink, Thomas H, Westman, Eric, Zielke, Ronald H, Zonderman, Alan B, Ashbrook, David G, Hager, Reinmar, Chen, Qiang, Lu, Lu, McMahon, Francis J, Morris, Derek W, Williams, Robert W, Brunner, Han G, Buckner, Randy L, Buitelaar, Jan K, Cahn, Wiepke, Calhoun, Vince D, Cavalleri, Gianpiero L, Ching, Christopher R K, Crespo-Facorro, Benedicto, Dale, Anders M, Davies, Gareth E, Delanty, Norman, Depondt, Chantal, Djurovic, Srdjan, Drevets, Wayne C, Espeseth, Thomas, Gollub, Randy L, Ho, Beng-Choon, Renteria, Miguel E, Cuellar-Partida, Gabriel, Hoffmann, Wolfgang, Hosten, Norbert, Kahn, René S, Le Hellard, Stephanie, Meyer-Lindenberg, Andreas, Müller-Myhsok, Bertram, Nauck, Matthias, Nyberg, Lars, Pandolfo, Massimo, Penninx, Brenda W J H, den Braber, Anouk, Roffman, Joshua L, Sisodiya, Sanjay M, Smoller, Jordan W, van Bokhoven, Hans, van Haren, Neeltje E M, Völzke, Henry, Walter, Henrik, Weiner, Michael W, Wen, Wei, White, Tonya, Giddaluru, Sudheer, Agartz, Ingrid, Andreassen, Ole A, Blangero, John, Boomsma, Dorret I, Brouwer, Rachel M, Cannon, Dara M, Cookson, Mark R, de Geus, Eco J C, Deary, Ian J, Donohoe, Gary, Goldman, Aaron L, Fernández, Guillén, Fisher, Simon E, Francks, Clyde, Glahn, David C, Grabe, Hans J, Gruber, Oliver, Hardy, John, Hashimoto, Ryota, Hulshoff Pol, Hilleke E, Jönsson, Erik G, Grimm, Oliver, Kloszewska, Iwona, Lovestone, Simon, Mattay, Venkata S, Mecocci, Patrizia, McDonald, Colm, McIntosh, Andrew M, Ophoff, Roel A, Paus, Tomas, Pausova, Zdenka, Ryten, Mina, Guadalupe, Tulio, Sachdev, Perminder S, Saykin, Andrew J, Simmons, Andy, Singleton, Andrew, Soininen, Hilkka, Wardlaw, Joanna M, Weale, Michael E, Weinberger, Daniel R, Adams, Hieab H H, Launer, Lenore J, Hass, Johanna, Seiler, Stephan, Schmidt, Reinhold, Chauhan, Ganesh, Satizabal, Claudia L, Becker, James T, Yanek, Lisa, van der Lee, Sven J, Ebling, Maritza, Fischl, Bruce, Longstreth, W. T., Woldehawariat, Girma, Greve, Douglas, Schmidt, Helena, Nyquist, Paul, Vinke, Louis N, van Duijn, Cornelia M, Xue, Luting, Mazoyer, Bernard, Bis, Joshua C, Gudnason, Vilmundur, Seshadri, Sudha, Holmes, Avram J, Ikram, M Arfan, Initiative, Alzheimer’s Disease Neuroimaging, Consortium, CHARGE, EPIGEN, IMAGEN, SYS, Martin, Nicholas G, Wright, Margaret J, Schumann, Gunter, Franke, Barbara, Hoogman, Martine, Thompson, Paul M, Medland, Sarah E, Weiner, Michael, Aisen, Paul, Petersen, Ronald, Jagust, William, Trojanowki, John Q, Beckett, Laurel, Arias-Vasquez, Alejandro, Janowitz, Deborah, Morris, John, Shaw, Leslie M, Khachaturian, Zaven, Sorensen, Greg, Carrillo, Maria, Kuller, Lew, Raichle, Marc, Paul, Steven, Jia, Tianye, Davies, Peter, Fillit, Howard, Hefti, Franz, Holtzman, Davie, Mesulman, M Marcel, Potter, William, Snyder, Peter, Schwartz, Adam, Montine, Tom, Kim, Sungeun, Thomas, Ronald G, Donohue, Michael, Walter, Sarah, Gessert, Devon, Sather, Tamie, Jiminez, Gus, Harvey, Danielle, Klein, Marieke, Bernstein, Matthew, Fox, Nick, Thompson, Paul, Schuff, Norbert, DeCarli, Charles, Borowski, Bret, Gunter, Jeff, Senjem, Matt, Kraemer, Bernd, Vemuri, Prashanthi, Jones, David, Kantarci, Kejal, Ward, Chad, Koeppe, Robert A, Foster, Norm, Reiman, Eric M, Chen, Kewei, Mathis, Chet, Lee, Phil H, Landau, Susan, Cairns, Nigel J, Householder, Erin, Taylor-Reinwald, Lisa, Trojanowki, J. Q., Shaw, Les, Lee, Virginia M Y, Korecka, Magdalena, Figurski, Michal, Olde Loohuis, Loes M, Crawford, Karen, Neu, Scott, Potkin, Steven, Shen, Li, Faber, Kelley, Nho, Kwangsik, Luciano, Michelle, Thal, Leon, Frank, Richard, Snyder, Peter J, Buckholtz, Neil, Macare, Christine, Albert, Marilyn, Hsiao, John, Kaye, Jeffrey, Quinn, Joseph, Lind, Betty, Carter, Raina, Dolen, Sara, Gutman, Boris A, Schneider, Lon S, Mather, Karen A, Pawluczyk, Sonia, Beccera, Mauricio, Teodoro, Liberty, Spann, Bryan M, Brewer, James, Vanderswag, Helen, Fleisher, Adam, Heidebrink, Judith L, Lord, Joanne L, Desrivières, Sylvane, Mattheisen, Manuel, Mason, Sara S, Albers, Colleen S, Knopman, David, Johnson, Kris, Doody, Rachelle S, Villanueva-Meyer, Javier, Chowdhury, Munir, Rountree, Susan, Dang, Mimi, Stern, Yaakov, Milaneschi, Yuri, Honig, Lawrence S, Bell, Karen L, Ances, Beau, Morris, John C, Carroll, Maria, Leon, Sue, Mintun, Mark A, Schneider, Stacy, Oliver, Angela, Marson, Daniel, Griffith, Randall, Clark, David, Geldmacher, David, Brockington, John, Roberson, Erik, Grossman, Hillel, Mitsis, Effie, deToledo-Morrell, Leyla, Shah, Raj C, Papmeyer, Martina, Duara, Ranjan, Varon, Daniel, Greig, Maria T, Roberts, Peggy, Onyike, Chiadi, D'Agostino, Daniel, Kielb, Stephanie, Galvin, James E, Pogorelec, Dana M, Ramasamy, Adaikalavan, Cerbone, Brittany, Michel, Christina A, Rusinek, Henry, de Leon, Mony J, Glodzik, Lidia, De Santi, Susan, Doraiswamy, P Murali, Petrella, Jeffrey R, Wong, Terence Z, Arnold, Steven E, Risacher, Shannon L, Karlawish, Jason H, Wolk, David, Smith, Charles D, Jicha, Greg, Hardy, Peter, Sinha, Partha, Oates, Elizabeth, Conrad, Gary, Lopez, Oscar L, Oakley, MaryAnn, Roiz-Santiañez, Roberto, Simpson, Donna M, Porsteinsson, Anton P, Goldstein, Bonnie S, Martin, Kim, Makino, Kelly M, Ismail, M Saleem, Brand, Connie, Mulnard, Ruth A, Thai, Gaby, Mc-Adams-Ortiz, Catherine, Rose, Emma J, Womack, Kyle, Mathews, Dana, Quiceno, Mary, Diaz-Arrastia, Ramon, King, Richard, Weiner, Myron, Martin-Cook, Kristen, DeVous, Michael, Levey, Allan I, Lah, James J, Salami, Alireza, Cellar, Janet S, Burns, Jeffrey M, Anderson, Heather S, Swerdlow, Russell H, Apostolova, Liana, Tingus, Kathleen, Woo, Ellen, Silverman, Daniel H S, Lu, Po H, Bartzokis, George, Sämann, Philipp G, Graff-Radford, Neill R, Parfitt, Francine, Kendall, Tracy, Johnson, Heather, Farlow, Martin R, Hake, Ann Marie, Matthews, Brandy R, Herring, Scott, Hunt, Cynthia, van Dyck, Christopher H, Jahanshad, Neda, Schmaal, Lianne, Carson, Richard E, MacAvoy, Martha G, Chertkow, Howard, Bergman, Howard, Hosein, Chris, Black, Sandra, Stefanovic, Bojana, Caldwell, Curtis, Hsiung, Yuek Robin, Feldman, Howard, Schork, Andrew J, Mudge, Benita, Assaly, Michele, Kertesz, Andrew, Rogers, John, Trost, Dick, Bernick, Charles, Munic, Donna, Kerwin, Diana, Mesulam, Marek-Marsel, Lipowski, Kristine, Shin, Jean, Wu, Chuang-Kuo, Johnson, Nancy, Sadowsky, Carl, Martinez, Walter, Villena, Teresa, Turner, Raymond Scott, Johnson, Kathleen, Reynolds, Brigid, Sperling, Reisa A, Johnson, Keith A, Strike, Lachlan T, Marshall, Gad, Frey, Meghan, Yesavage, Jerome, Taylor, Joy L, Lane, Barton, Rosen, Allyson, Tinklenberg, Jared, Sabbagh, Marwan N, Belden, Christine M, Jacobson, Sandra A, Teumer, Alexander, Sirrel, Sherye A, Kowall, Neil, Killiany, Ronald, Budson, Andrew E, Norbash, Alexander, Johnson, Patricia Lynn, Obisesan, Thomas O, Wolday, Saba, Allard, Joanne, Lerner, Alan, van Donkelaar, Marjolein M J, Ogrocki, Paula, Hudson, Leon, Fletcher, Evan, Carmichael, Owen, Olichney, John, Kittur, Smita, Borrie, Michael, Lee, T-Y, Bartha, Rob, van Eijk, Kristel R, Johnson, Sterling, Asthana, Sanjay, Carlsson, Cynthia M, Preda, Adrian, Nguyen, Dana, Tariot, Pierre, Reeder, Stephanie, Bates, Vernice, Walters, Raymond K, Capote, Horacio, Rainka, Michelle, Scharre, Douglas W, Kataki, Maria, Adeli, Anahita, Zimmerman, Earl A, Celmins, Dzintra, Brown, Alice D, Pearlson, Godfrey D, Blank, Karen, Westlye, Lars T, Anderson, Karen, Santulli, Robert B, Kitzmiller, Tamar J, Schwartz, Eben S, Sink, Kaycee M, Williamson, Jeff D, Garg, Pradeep, Watkins, Franklin, Ott, Brian R, Querfurth, Henry, Whelan, Christopher D, Tremont, Geoffrey, Salloway, Stephen, Malloy, Paul, Correia, Stephen, Rosen, Howard J, Miller, Bruce L, Mintzer, Jacobo, Spicer, Kenneth, Bachman, David, Finger, Elizabether, Toro, Roberto, Winkler, Anderson M, Pasternak, Stephen, Rachinsky, Irina, Drost, Dick, Pomara, Nunzio, Hernando, Raymundo, Sarrael, Antero, Schultz, Susan K, Ponto, Laura L Boles, Zwiers, Marcel P, Shim, Hyungsub, Smith, Karen Elizabeth, Relkin, Norman, Chaing, Gloria, Raudin, Lisa, Smith, Amanda, Fargher, Kristin, Raj, Balebail Ashok, Amin, Najaf, Becker, Diane, Alhusaini, Saud, Beiser, Alexa, Debette, Stéphanie, DeStefano, Anita, Hofer, Edith, Hofman, Albert, Niessen, Wiro J, Smith, Albert, Tzourio, Christophe, Vaidya, Dhananjay, Athanasiu, Lavinia, Vernooij, Meike W, Goldstein, David B, Heinzen, Erin L, Shianna, Kevin, Radtke, Rodney, Ottmann, Ruth, Albrecht, Lisa, Andrew, Chris, Arroyo, Mercedes, Artiges, Eric, Ehrlich, Stefan, Aydin, Semiha, Bach, Christine, Banaschewski, Tobias, Barbot, Alexis, Barker, Gareth, Boddaert, Nathalie, Bokde, Arun, Bricaud, Zuleima, Bromberg, Uli, Bruehl, Ruediger, Hakobjan, Marina M H, Büchel, Christian, Cachia, Arnaud, Cattrell, Anna, Conrod, Patricia, Constant, Patrick, Crombag, Hans, Czech, Katharina, Dalley, Jeffrey, Decideur, Benjamin, Desrivieres, Sylvane, Hartberg, Cecilie B, Fadai, Tahmine, Flor, Herta, Frouin, Vincent, Fuchs, Birgit, Gallinat, Jürgen, Garavan, Hugh, Briand, Fanny Gollier, Gowland, Penny, Head, Kay, Heinrichs, Bert, Haukvik, Unn K, Heym, Nadja, Hübner, Thomas, Ihlenfeld, Albrecht, Ireland, James, Ittermann, Bernd, Ivanov, Nikolay, Jones, Jennifer, Klaassen, Arno, Heister, Angelien J G A M, Lalanne, Christophe, Lathrop, Mark, Lanzerath, Dirk, Lemaitre, Hervé, Lüdemann, Katharina, Mallik, Catherine, Mangin, Jean-François, Mann, Karl, Mar, Adam, Hoehn, David, Martinot, Jean-Luc, Massicotte, Jessica, Mennigen, Eva, Mesquita de Carvahlo, Fabiana, Mignon, Xavier, Miranda, Ruben, Müller, Kathrin, Nees, Frauke, Nymberg, Charlotte, Paillere, Marie-Laure, Wittfeld, Katharina, Kasperaviciute, Dalia, Pena-Oliver, Yolanda, Poline, Jean-Baptiste, Poustka, Luise, Rapp, Michael, Reed, Laurence, Robert, Gabriel, Reuter, Jan, Liewald, David C M, Ripke, Stephan, Ripley, Tamzin, Robbins, Trevor, Rodehacke, Sarah, Romanowski, Alexander, Ruggeri, Barbara, Schilling, Christina, Schmäl, Christine, Schmidt, Dirk, Lopez, Lorna M, Schneider, Sophia, Schroeder, Markus, Schubert, Florian, Schwartz, Yannick, Smolka, Michael, Sommer, Wolfgang, Spanagel, Rainer, Speiser, Claudia, Spranger, Tade, Stedman, Alicia, Makkinje, Remco R R, Steiner, Sabina, Stephens, Dai, Strache, Nicole, Ströhle, Andreas, Struve, Maren, Subramaniam, Naresh, Theobald, David, Topper, Lauren, Vollstaedt-Klein, Sabine, Walaszek, Bernadeta, Matarin, Mar, Weiß, Katharina, Werts, Helen, Whelan, Robert, Williams, Steve, Yacubian, Juliana, Ziesch, Veronika, Zilbovicius, Monica, Wong, C Peng, Lubbe, Steven, Naber, Marlies A M, Martinez-Medina, Lourdes, Kepa, Agnes, Fernandes, Alinda, Tahmasebi, Amir, Abrahamowicz, Michal, Gaudet, Daniel, Leonard, Gabriel, Perron, Michel, Richer, Louis, Seguin, Jean, McKay, D Reese, Veillette, Suzanne, Needham, Margaret, Nugent, Allison C, Pütz, Benno, Abramovic, Lucija, Royle, Natalie A, Sprooten, Emma, Trabzuni, Daniah, van der Marel, Saskia S L, van Hulzen, Kimm J E, Walton, Esther, Wolf, Christiane, Almasy, Laura, Ames, David, Andersson, Micael, Arepalli, Sampath, Assareh, Amelia A, Bastin, Mark E, Brodaty, Henry, Bulayeva, Kazima B, Carless, Melanie A, Cichon, Sven, Corvin, Aiden, Curran, Joanne E, Czisch, Michael, MUMC+: DA Klinische Genetica (5), RS: GROW - Developmental Biology, RS: GROW - R4 - Reproductive and Perinatal Medicine, Université de Montréal. Faculté de médecine. Département de psychiatrie et d'addictologie, David Geffen School of Medicine [Los Angeles], University of California [Los Angeles] (UCLA), University of California (UC)-University of California (UC), QIMR Berghofer Medical Research Institute, Department of Psychiatry, Donders Centre for Neuroscience, Radboud University [Nijmegen]-Radboud University Medical Center [Nijmegen]-Radboud University [Nijmegen]-Radboud University Medical Center [Nijmegen], Department of Human Genetics, Radboud University Medical Center [Nijmegen], Institute of Psychiatry, Psychology & Neuroscience, King's College London, King‘s College London, PRES Sorbonne Paris Cité, Génétique humaine et fonctions cognitives - Human Genetics and Cognitive Functions (GHFC (UMR_3571 / U-Pasteur_1)), Institut Pasteur [Paris] (IP)-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), Gènes, Synapses et Cognition (CNRS - UMR3571 ), Institut Pasteur [Paris] (IP)-Centre National de la Recherche Scientifique (CNRS), German Research Center for Neurodegenerative Diseases - Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Greifswald University Hospital, University Medical Center [Utrecht], European Commission, University of Edinburgh, Lagos State University (LASU), Heriot-Watt University [Edinburgh] (HWU), Unité d'expérimentation sur les Ruminants de Theix, Institut National de la Recherche Agronomique (INRA), Donders Institute for Brain, Cognition and Behaviour, Radboud University [Nijmegen], University of Oslo (UiO), Montreal Neurological Institute and Hospital, McGill University = Université McGill [Montréal, Canada], School of Technical Physics, Xidian University, Dept. of Mechanical Engineering, McMaster University [Hamilton, Ontario], Biological Psychology, Neuroscience Campus Amsterdam & EMGO Institute for Health and Care Research, VU University & VU Medical Center, Amsterdam 1081 BT, The Netherlands, Haukeland University Hospital, University of Bergen (UiB), Physicochimie des Processus de Combustion et de l’Atmosphère - UMR 8522 (PC2A), Université de Lille-Centre National de la Recherche Scientifique (CNRS), Department of Geriatric Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Universität Heidelberg [Heidelberg] = Heidelberg University, Language and Genetics Department [Nijmegen], Max Planck Institute for Psycholinguistics, Max-Planck-Gesellschaft-Max-Planck-Gesellschaft, International Max Planck Research School for Language Sciences (IMPRS ), Georgia Institute of Technology [Atlanta], National Institutes of Health [Bethesda] (NIH), Yale University [New Haven], Massachusetts General Hospital [Boston], Mental Health Sciences Unit, University College of London [London] (UCL), Beijing Normal University (BNU), Indiana University School of Medicine, Indiana University System, Indiana Alzheimer Disease Center, Indiana University System-Indiana University System, Center for Translational Research in Systems Neuroscience and Psychiatry, Department of Psychiatry and Psychotherapy, University Medical Center, Goettingen 37075, Germany, Scottish Fish Immunology Research Centre, School of Biological Sciences, University of Aberdeen, University of California (UC), Medstar Research Institute, Centre for Healthy Brain Ageing, School of Psychiatry, Faculty of Medicine, University of New South Wales, Sydney, Australia, Department of Genomics, Life and Brain Center, Universität Bonn = University of Bonn, Institute of Human Genetics, Department of Biomedicine and the Centre for Integrative Sequencing, Aarhus University [Aarhus], VU University Medical Center [Amsterdam], Respiratory Epidemiology and Public Health, Imperial College London-School of public health, The University of Hong Kong (HKU)-The University of Hong Kong (HKU)-MRC-HPA Centre for Environment and Health, Centro de Investigación Biomédica en Red Salud Mental [Madrid] (CIBER-SAM), Institut Parisien de Chimie Moléculaire (IPCM), Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut de Chimie du CNRS (INC)-Centre National de la Recherche Scientifique (CNRS), Umeå Centre for Functional Brain Imaging (UFBI), Umeå University, Umeå 901 87, Sweden, Aging Research Center [Karolinska Institutet] (ARC ), Stockholm University-Karolinska Institutet [Stockholm], Max Planck Institute of Psychiatry, Max-Planck-Gesellschaft, Department of Neurosciences [Univ California San Diego] (Neuro - UC San Diego), School of Medicine [Univ California San Diego] (UC San Diego), University of California [San Diego] (UC San Diego), University of California (UC)-University of California (UC)-University of California [San Diego] (UC San Diego), Department of Cognitive Sciences [Univ California San Diego] (CogSci - UC San Diego), The Hospital for sick children [Toronto] (SickKids), Queensland Institute of Medical Research, School of Psychology, University of Queensland, Brisbane 4072, Australia, University of Queensland [Brisbane], Centre for Advanced Imaging, University of Queensland, Brisbane 4072, Australia, Department of Genomics of Common Disease, Imperial College London, Department of Psychology [Oslo], Faculty of Social Sciences [Oslo], University of Oslo (UiO)-University of Oslo (UiO), Deutsche Bundesbank, Department of Neurology and Neurosurgery [Montreal], McGill University = Université McGill [Montréal, Canada]-McGill University = Université McGill [Montréal, Canada], Molecular and Cellular Therapeutics, Royal College of Surgeons in Ireland (RCSI), MetaGenoPolis, Department of Psychiatric Research and Development, Diakonhjemmet Hospital, Oslo 0319, Norway, UCL Institute of Neurology and Epilepsy Society, Department of Medicine, Clinical And Experimental Epilepsy, Dpt of Psychiatry [New Haven], Yale School of Medicine [New Haven, Connecticut] (YSM), Hartford Hospital, Neuropsychiatric Genetics Research Group and Department of Psychiatry, Trinity College Institute of Psychiatry, Trinity College Dublin, Dublin 2, Ireland, Institute of Food & Health, University College Dublin, University College Dublin [Dublin] (UCD), Statistical Genetics Group, State Key Laboratory of Lead Compound Research, WuXi AppTec, Co., Ltd, Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL, Institute of Neurology [London], Department of Genetics, King Faisal Specialist Hospital and Research Centre (KFSH & RC), Centre épigénétique et destin cellulaire (EDC), Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), Dundee Technopole, CXR Biosciences Ltd, Ninewells Hospital and Medical School, Biomedical Research Centre, University of Dundee, Southwest Foundation for Biomedical Research, Department of Psychiatry and National Ageing Research Institute, University of Melbourne, Department of Clinical Genetics, Department of Medical Parasitology and Mycology, School of public health, The University of Hong Kong (HKU)-The University of Hong Kong (HKU)-Tehran University of Medical Siences, Centre for Healthy Brain Ageing, University of New South Wales [Sydney] (UNSW), Dementia Collaborative Research Centre, N.I. Vavilov Institute of General Genetics, Russian Academy of Sciences, Moscow 119333, Russia, Texas Biomedical Research Institute [San Antonio, TX], Institute of Neuroscience and Medicine (INM-1), Research Center Juelich, Division of Medical Genetics, University of Basel (Unibas), Trinity College Dublin-St. James's Hospital, Neuropsychiatric Genetics Research Group, Trinity College Dublin, Department of Materials Science & Metallurgy, University of Cambridge [UK] (CAM), Bijvoet Center of Biomolecular Research [Utrecht], Utrecht University [Utrecht], School of Psychology, University of Queensland, Laboratory of Neurogenetics, The University of Texas Health Science Center at Houston (UTHealth), Department of Genomics, Department of Medical and Molecular Genetics, South Texas Veterans Health Care System, San Antonio, Texas 78229, USA, Biofunctional Imaging, Immunology Frontier Research Center, Osaka University, Osaka 565-0871, Japan, Public Health Genomics Unit, Department of Biomolecular Engineering, Rheinische Friedrich-Wilhelms-Universität Bonn, Estación Experimental de Pastos y Forrajes 'Indio Hatuey', University Medical Center Groningen [Groningen] (UMCG), Neuronal Plasticity / Mouse Behaviour, Interfaculty Institute for Genetics and Functional Genomics, Universität Greifswald - University of Greifswald, Department of Psychiatry, Fujita Health University School of Medicine, Toyoake 470-1192, Japan, Department of Radiology, Mayo Clinic, Department of Clinical Neurology [Oxford], University of Oxford-FMRIB Centre- John Radcliffe Hospital [Oxford University Hospital], University of Maryland School of Medicine, University of Maryland System, University of Sussex, Institute of Cognitive Neuroscience, United Kingdom Met Office [Exeter], University of Maryland [Baltimore County] (UMBC), University of Maryland System-University of Maryland System-University of Maryland School of Medicine, Department of Civil and Structural Engineering, The Hong Kong Polytechnic University [Hong Kong] (POLYU)-The Hong Kong Polytechnic University [Hong Kong] (POLYU), Columbia University Irving Medical Center (CUIMC), Lymphocyte Cell Biology Unit, Laboratory of Genetics, Centre for Advanced Imaging, Psychiatry and Psychotherapy, KG Jebsen Centre for Psychosis Research, University of Oslo (UiO)-Institute of Clinical Medicine-Oslo University Hospital [Oslo], Division of Mental Health and Addiction, Oslo University Hospital [Oslo], Institute of Clinical Medicine [Oslo], Faculty of Medicine [Oslo], Charité - UniversitätsMedizin = Charité - University Hospital [Berlin], Genetic Epidemiology Unit, Erasmus University Medical Center [Rotterdam] (Erasmus MC), Department of Statistics [Warwick], University of Warwick [Coventry], Osaka University [Osaka], Institute of Psychiatry, King’s College London, London SE5 8AF, UK, University of Calgary, Psychiatry and Human Behavior, University of California, Irvine, California 92617, USA, University of California [Irvine] (UC Irvine), Department of Genetic Epidemiology in Psychiatry, Central Institute of Mental Health [Mannheim], University Hospital Mannheim | Universitätsmedizin Mannheim-University Hospital Mannheim | Universitätsmedizin Mannheim, Space and Naval Warfare Systems Center, Klinik für Psychiatrie, Martin-Luther-University Halle-Wittenberg, Department of Psychiatry, Division of Medical Psychology, Genetics of Mental Illness and Brain Function, Neuroscience Research Australia, Développement et amélioration des plantes (UMR DAP), Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad)-Institut National de la Recherche Agronomique (INRA)-Université Montpellier 2 - Sciences et Techniques (UM2)-Centre National de la Recherche Scientifique (CNRS), Centre for Healthy Brain Ageing, School of Psychiatry, University of New South Wales, Sydney 2052, Australia, Laboratory of Neuro Imaging [Los Angeles] (LONI), Departamento de Física Aplicada, Universidade de Vigo, Georgia State University, University System of Georgia (USG), Genentech, Inc. [San Francisco], Psychiatry and Leiden Institute for Brain and Cognition, Leiden University Medical Center (LUMC), Universiteit Leiden-Universiteit Leiden, Universiteit Leiden, Carver College of Medicine [Iowa City], University of Iowa [Iowa City]-University of Iowa [Iowa City], Department of Neurobiology, Care Sciences and Society, Karolinska Institutet [Stockholm], University of Manchester [Manchester], The University of Tennessee Health Science Center [Memphis] (UTHSC), iangsu Province Key Laboratory for Inflammation and Molecular Drug Target, Medical College of Nantong University, Nantong 226001, China, Centre for Ultrahigh Bandwidth Devices for Optical Systems (CUDOS), Macquarie University, Cognitive Neuroscience Laboratory (CNL), Harvard University, Donders Center for Cognitive Neuroimaging, Donders Centre for Cognitive Neuroimaging, Radboud University [Nijmegen]-Radboud University [Nijmegen], Icahn School of Medicine at Mount Sinai [New York] (MSSM), The Mind Research Network, Department of Electrical and Computer Engineering [Albuquerque] (ECE Department), The University of New Mexico [Albuquerque], Division of Molecular and Cellular Therapeutics, Scottish Association for Marine Science (SAMS), Structural Biology Laboratory, Department of Chemistry, University of York, Neurology Division, Beaumont Hospital, Dublin 9, Ireland, Beaumont Hospital, Department of Neurology, Hôpital Erasme [Bruxelles] (ULB), Faculté de Médecine [Bruxelles] (ULB), Université libre de Bruxelles (ULB)-Université libre de Bruxelles (ULB)-Faculté de Médecine [Bruxelles] (ULB), Université libre de Bruxelles (ULB)-Université libre de Bruxelles (ULB), Deparment of Medical Genetics, Human Genetics Branch, National Institutes of Health [Bethesda] (NIH)-National Institute of Mental Health (NIMH), Athinoula A. Martinos Center for Biomedical Imaging, Harvard Medical School [Boston] (HMS)-Massachusetts General Hospital [Boston], Department of Psychiatry, University of Iowa, University of Iowa [Iowa City], Institute for Community Medicine, Department Epidemiology of Health Care and Community Health, Translational Centre for Regenerative Medicine (TRM), Department of Cell Therapy, Universität Leipzig-Universität Leipzig, Institute of Clinical Chemistry and Laboratory Medicine, Department of Health Science, Division of Health and Rehabilitation, Luleå University of Technology (LUT), Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard (BROAD INSTITUTE), Harvard Medical School [Boston] (HMS)-Massachusetts Institute of Technology (MIT)-Massachusetts General Hospital [Boston]-Harvard Medical School [Boston] (HMS)-Massachusetts Institute of Technology (MIT)-Massachusetts General Hospital [Boston], Psychiatric and Neurodevelopmental Genetics Unit, 849 Department of Human Genetics, Institute for Community Medicine, Institute for Energy Systems and Thermodynamics, Renyi Institute, Neuropsychiatric Institute, Prince of Wales Hospital, Randwick, NSW, Department of Child and Adolescent Psychiatry, Erasmus University Medical Centre, Rotterdam 3000 CB, The Netherlands, Department of Radiology, Erasmus University Medical Centre, Rotterdam 3015 CN, The Netherlands, Vrije Universiteit Amsterdam [Amsterdam] (VU), Cell Biology and Gene Expression Section, National Institute of Health, Bethesda, Dept of Psychology, Laboratoire de Recherche Magellan, Université Jean Moulin - Lyon 3 (UJML), Université de Lyon-Université de Lyon-Institut d'Administration des Entreprises (IAE) - Lyon, Institut de Socio-économie des Entreprises et des ORganisations (ISEOR), Institut de socio-économie des entreprises et des organisations, Department of Psychiatry and Psychotherapy, HELIOS Klinikum Stralsund Hanseatic-Greifswald University Hospital, Laboratoire d'Informatique de Grenoble (LIG), Université Pierre Mendès France - Grenoble 2 (UPMF)-Université Joseph Fourier - Grenoble 1 (UJF)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP )-Institut National Polytechnique de Grenoble (INPG)-Centre National de la Recherche Scientifique (CNRS), Molecular Research Center for Children’s Mental Development, United Graduate School of Child Development, Centre for Allergy Research, Department of Medicine, Clinical Pharmacology Unit, Karolinska University Hospital [Stockholm], Medical University of Łódź (MUL), Psychiatry Institute, Department of Health and Human Services, Institute of Gerontology and Geriatrics, Università degli Studi di Perugia = University of Perugia (UNIPG), Commonwealth Scientific and Industrial Research Organisation [Canberra] (CSIRO), Australian Centre for Research into Injury in Sport and its Prevention, Monash University [Clayton], University Medical Center [Utrecht]-Brain Center Rudolf Magnus, School of Psychology [Nottingham], University of Nottingham, UK (UON), McConnell Brain Imaging Centre (MNI), SickKids - The Hospital for sick children, European Centre for Medium-Range Weather Forecasts (ECMWF), University of Eastern Finland, Centre for Population Health Sciences, Lieber Institute for Brain Development [Baltimore] (LIBD), Johns Hopkins University (JHU), Institut Gilbert-Laustriat : Biomolécules, Biotechnologie, Innovation Thérapeutique, Université Louis Pasteur - Strasbourg I-Centre National de la Recherche Scientifique (CNRS), Department of Neurology, Clinical Division of Neurogeriatrics, Medical University Graz, Graz 8010, Austria, Austrian Institute of Technology [Vienna] (AIT), INSERM Research Center for Epidemiology and Biostatistics (U897) Team Neuroepidemiology, Bordeaux, France College of Health Sciences, University of Bordeaux, Bordeaux, France, INSERM, Neuroepidemiology U708, Bordeaux, France, Karlsruhe Institute of Technology (KIT), General Internal Medicine, Johns Hopkins School of Medicine, Johns Hopkins University School of Medicine [Baltimore], Harvard Medical School [Boston] (HMS), Computer Science and Artificial Intelligence Laboratory [Cambridge] (CSAIL), Massachusetts Institute of Technology (MIT), University of Washington [Seattle], Department of Physics [Stockholm], Stockholm University, Center for Medical Systems Biology, Netherlands Genomics Initiative, Leiden University Medical Center, Leiden, The Netherlands, Netherlands Consortium for Healthy Ageing, Leiden, The Netherlands, Boston University [Boston] (BU), Groupe d'Imagerie Neurofonctionnelle (GIN - UMR 5296), Service NEUROSPIN (NEUROSPIN), Université Paris-Saclay-Direction de Recherche Fondamentale (CEA) (DRF (CEA)), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Paris-Saclay-Direction de Recherche Fondamentale (CEA) (DRF (CEA)), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université de Bordeaux (UB)-Centre National de la Recherche Scientifique (CNRS), Faculty of Medicine, University of Iceland [Reykjavik], Icelandic Heart Association, Kopavogur, Iceland., Boston University School of Medicine (BUSM), Laboratoire d'Ingénierie des Matériaux de Bretagne (LIMATB), Université de Bretagne Sud (UBS)-Université de Brest (UBO)-Institut Brestois du Numérique et des Mathématiques (IBNM), Université de Brest (UBO)-Université de Brest (UBO), Harvard Medical School [Boston] (HMS)-Massachusetts Institute of Technology (MIT)-Massachusetts General Hospital [Boston], University of California-University of California, Radboud university [Nijmegen]-Radboud University Medical Center [Nijmegen]-Radboud university [Nijmegen]-Radboud University Medical Center [Nijmegen], Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS)-Institut Pasteur [Paris], Gènes, Synapses et Cognition, Institut Pasteur [Paris]-Centre National de la Recherche Scientifique (CNRS), UE 1354 Unité d'expérimentation sur les Ruminants de Theix, Institut National de la Recherche Agronomique (INRA)-Physiologie Animale et Systèmes d'Elevage (PHASE), Institut National de la Recherche Agronomique (INRA)-Unité d'expérimentation sur les Ruminants de Theix (UE RT), Radboud university [Nijmegen], McGill University, University of Bergen (UIB), Universität Heidelberg [Heidelberg], Beijing Normal University, University of California, University of Bonn, Centre National de la Recherche Scientifique (CNRS)-Université Pierre et Marie Curie - Paris 6 (UPMC), Department of Neurosciences [San Diego], Department of Cognitive Sciences [San Diego], The Hospital for Sick Children, University of Toronto, Toronto M5G 1X8, Canada, McGill University-McGill University, US 1367 MetaGénoPolis, Institut National de la Recherche Agronomique (INRA)-Département Microbiologie et Chaîne Alimentaire (MICA), Institut National de la Recherche Agronomique (INRA)-MetaGénoPolis (MGP), Yale University School of Medicine, King Faisal Specialist Hospital and Research Centre, Centre épigénétique et destin cellulaire (EDC (UMR_7216)), Texas Biomedical Research Institute [San Antonio, Texas], Bijvoet Center of Biomolecular Research, Academic Unit for Psychiatry of Old Age, University of Melbourne, Melbourne 3101, Australia, Department of Genomics, Life & Brain Center, University of Bonn, Bonn D-53127, Germany, University of Oxford [Oxford]-FMRIB Centre- John Radcliffe Hospital [Oxford University Hospital], School of Psychology, University of Sussex, Brighton BN1 9QH, UK, Charité - Universitätsmedizin Berlin / Charite - University Medicine Berlin, Department of Neurology [University of Calgary], Department of Clinical Neuroscience [University of Calgary], University of California [Irvine] (UCI), Medical Faculty [Mannheim]-Medical Faculty [Mannheim], Centre National de la Recherche Scientifique (CNRS)-Université Montpellier 2 - Sciences et Techniques (UM2)-Institut National de la Recherche Agronomique (INRA)-Centre de Coopération Internationale en Recherche Agronomique pour le Développement (Cirad), Universidate de Vigo, Harvard University [Cambridge], Radboud university [Nijmegen]-Radboud university [Nijmegen], Université Libre de Bruxelles [Bruxelles] (ULB)-Hôpital Erasme (Bruxelles), Universität Leipzig [Leipzig]-Universität Leipzig [Leipzig], Centre de Recherche Magellan, Institut d'Administration des Entreprises (IAE) - Lyon-Université Jean Moulin - Lyon 3 (UJML), Université de Lyon-Université de Lyon, Université Pierre Mendès France - Grenoble 2 (UPMF)-Université Joseph Fourier - Grenoble 1 (UJF)-Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP)-Institut National Polytechnique de Grenoble (INPG)-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA), Università degli Studi di Perugia (UNIPG), Department of neurology, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland, Department of neurology, University of Eastern Finland-University Hospital of Kuopio-University of Eastern Finland-University Hospital of Kuopio, Université de Bordeaux (UB)-Centre National de la Recherche Scientifique (CNRS)-Service NEUROSPIN (NEUROSPIN), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA), Université de Bretagne Sud (UBS)-Institut Brestois du Numérique et des Mathématiques (IBNM), Université de Brest (UBO)-Université de Brest (UBO)-Université de Brest (UBO), The Alzheimer’s Disease Neuroimaging Initiative, The CHARGE Consortium, EPIGEN, IMAGEN, SYS, Radboud University Medical Center [Nijmegen]-Radboud university [Nijmegen]-Radboud University Medical Center [Nijmegen]-Radboud university [Nijmegen], Institut Pasteur [Paris]-Université Paris Diderot - Paris 7 (UPD7)-Centre National de la Recherche Scientifique (CNRS), FMRIB Centre- John Radcliffe Hospital [Oxford University Hospital]-University of Oxford [Oxford], Massachusetts General Hospital [Boston]-Harvard Medical School [Boston] (HMS), Institut polytechnique de Grenoble - Grenoble Institute of Technology (Grenoble INP )-Institut National Polytechnique de Grenoble (INPG)-Centre National de la Recherche Scientifique (CNRS)-Université Pierre Mendès France - Grenoble 2 (UPMF)-Université Joseph Fourier - Grenoble 1 (UJF), Direction de Recherche Fondamentale (CEA) (DRF (CEA)), Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Paris-Saclay, Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Life Course Epidemiology (LCE), Clinical Cognitive Neuropsychiatry Research Program (CCNP), Centre National de la Recherche Scientifique (CNRS)-Université Paris Diderot - Paris 7 (UPD7)-Institut Pasteur [Paris], Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS), University of Oxford [Oxford]- John Radcliffe Hospital [Oxford University Hospital]-FMRIB Centre, Neurology, Psychiatry, Anatomy and neurosciences, NCA - Neurobiology of mental health, EMGO - Mental health, NCA - Brain imaging technology, Biological Psychology, Cognitive Psychology, Neuroscience Campus Amsterdam - Neurobiology of Mental Health, Neuroscience Campus Amsterdam - Brain Imaging Technology, EMGO+ - Mental Health, Child and Adolescent Psychiatry / Psychology, Epidemiology, Radiology & Nuclear Medicine, Laboratory of Neuro Imaging, David Geffen School of Medicine, University of California, Los Angeles, California, USA, Donders Centre for Neuroscience, Radboud University Nijmegen Medical Centre, MRC- SGDP Centre, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London SE5 8AF, UK, Génétique humaine et Fonctions cognitives - Human Genetics and Cognitive Functions, Institut Pasteur [Paris]-Centre National de la Recherche Scientifique ( CNRS ), Institut Pasteur [Paris]-Université Paris Diderot - Paris 7 ( UPD7 ) -Centre National de la Recherche Scientifique ( CNRS ), German Center for Neurodegenerative Diseases (DZNE) Rostock/Greifswald, Greifswald 17487, Germany, Department of Psychiatry, University Medicine Greifswald, Greifswald 17489, Germany, Brain Center Rudolf Magnus, Department of Psychiatry, University Medical Center Utrecht, Utrecht, 3584 CX, The Netherlands, Brain Research Imaging Centre, University of Edinburgh, Edinburgh EH4 2XU, UK, Department of Computer Science, Lagos State University, Lagos, Nigeria, Scottish Imaging Network, A Platform for Scientific Excellence (SINAPSE) Collaboration, Department of Neuroimaging Sciences, University of Edinburgh, Edinburgh EH4 2XU, UK, Heriot-Watt University [Edinburgh] ( HWU ), Institut National de la Recherche Agronomique ( INRA ) -Physiologie Animale et Systèmes d'Elevage ( PHASE ) -Unité d'expérimentation sur les Ruminants de Theix ( UE RT ), Department of Human Genetics, Radboud university medical center, Nijmegen 6500 HB, The Netherlands, Department of Cognitive Neuroscience, Radboud university medical center, Nijmegen 6500 HB, The Netherlands, NORMENT - KG Jebsen Centre, Institute of Clinical Medicine, University of Oslo, Oslo N-0316, Norway, NORMENT - KG Jebsen Centre, Division of Mental Health and Addiction, Oslo University Hospital, Oslo 0424, Norway, Montreal Neurological Institute [Montréal], NORMENT - KG Jebsen Centre for Psychosis Research, Department of Clinical Science, University of Bergen, 5021 Bergen, Norway, Dr. Einar Martens Research Group for Biological Psychiatry, Center for Medical Genetics and Molecular Medicine, Haukeland University Hospital, Bergen 5021, Norway, Physicochimie des Processus de Combustion et de l’Atmosphère - UMR 8522 ( PC2A ), Université de Lille-Centre National de la Recherche Scientifique ( CNRS ), Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen 6525 XD, The Netherlands, International Max Planck Research School for Language Sciences, Nijmegen 6525 XD, The Netherlands, Human Genetics Branch and Experimental Therapeutics and Pathophysiology Branch, National Institute of Mental Health Intramural Research Program, Bethesda, Maryland 20892, USA, Department of Psychology, Yale University, New Haven, Connecticut 06511, USA, Department of Psychiatry, Massachusetts General Hospital, Boston, Massachusetts 02115, USA, University College of London [London] ( UCL ), Center for Neuroimaging, Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA, Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA, Indiana Alzheimer Disease Center, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA, Center for Neurobehavioral Genetics, University of California, Los Angeles, California 90095, USA, Université de Bonn, Department of Psychiatry, Neuroscience Campus Amsterdam, VU University Medical Center/GGZ inGeest, Amsterdam 1081 HL, The Netherlands, Division of Psychiatry, Royal Edinburgh Hospital, University of Edinburgh, Edinburgh EH10 5HF, UK, Imperial College London-School of public health-MRC-HPA Centre for Environment and Health, Cibersam (Centro Investigación Biomédica en Red Salud Mental), Madrid 28029, Spain, Institut Parisien de Chimie Moléculaire ( IPCM ), Université Pierre et Marie Curie - Paris 6 ( UPMC ) -Centre National de la Recherche Scientifique ( CNRS ), Aging Research Center [Karolinska Institutet] ( ARC ), Max Planck Institute of Psychiatry, Munich 80804, Germany, Multimodal Imaging Laboratory, Department of Neurosciences, University of California, San Diego, California 92093, USA, Department of Cognitive Sciences, University of California, San Diego, California 92161, USA, Genetic Epidemiology Laboratory, Queensland Institute of Medical Research, Brisbane, Queensland, Australia, Department of Psychology, University of Oslo, Oslo 0373, Norway, Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, Montreal H3A 2B4, Canada, Molecular and Cellular Therapeutics, The Royal College of Surgeons, Dublin 2, Ireland, Institut National de la Recherche Agronomique ( INRA ) -MetaGénoPolis ( MGP ) -Microbiologie et Chaîne Alimentaire ( MICA ), UCL Institute of Neurology, London, United Kingdom and Epilepsy Society, London WC1N 3BG, UK, Department of Medicine, Imperial College London, London W12 0NN, UK, Centre for Cognitive Ageing and Cognitive Epidemiology, Psychology, University of Edinburgh, Edinburgh EH8 9JZ, UK, Yale School of Medicine, Olin Neuropsychiatric Research Center, Institute of Living, Hartford Hospital, Hartford, Connecticut 06106, USA, University College Dublin [Dublin] ( UCD ), Reta Lila Weston Institute and Department of Molecular Neuroscience, UCL Institute of Neurology, London WC1N 3BG, UK, Department of Genetics, King Faisal Specialist Hospital and Research Centre, Riyadh 11211, Saudi Arabia, Centre épigénétique et destin cellulaire ( EDC ), Université Paris Diderot - Paris 7 ( UPD7 ) -Centre National de la Recherche Scientifique ( CNRS ), School of public health-Tehran University of Medical Siences, University of New South Wales [Sydney] ( UNSW ), Texas Biomedical Research Institute, San Antonio, Texas 78245, USA, Institute of Neuroscience and Medicine ( INM-1 ), University of Basel ( Unibas ), Cambridge University, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, Maryland 20892, USA, University of Texas Health Science Center, San Antonio, Texas 78229, USA, Clinical Research Branch, National Institute on Aging, Baltimore, Maryland 20892, USA, Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald 17475, Germany, University Medical Center Groningen, University of Groningen, University of Greifswald, Department of Radiology, Mayo Clinic, Rochester, Minnesota, USA, NICHD Brain and Tissue Bank for Developmental Disorders, University of Maryland Medical School, Baltimore, Maryland 21201, USA, nstitute of Cognitive Neuroscience, University College London, London WC1N 3AR, UK, Department of Psychiatry, Maryland Psychiatric Research Center, University of Maryland, Baltimore, Maryland 21201, USA, Department of Pathology and Cell Biology, Columbia University Medical Center, New York 10032, USA, Lymphocyte Cell Biology Unit, Laboratory of Genetics, National Institute on Aging, National Institutes of Health, Baltimore, Maryland 21224, USA, University of Oslo ( UiO ) -Institute of Clinical Medicine-Oslo University Hospital, Oslo University Hospital, Institute of Clinical Medicine, University of Oslo ( UiO ) -European Network of Bipolar Research Expert Centers (ENBREC) Group, Department of Psychiatry and Psychotherapy, Charité Universitätsmedizin Berlin, CCM, Berlin 10117, Germany, Erasmus MC, Laboratory of Neurogenetics, Intramural Research Program, National Institute on Aging, National Institutes of Health (NIH), Bethesda, Maryland, USA, Department of Psychiatry, Osaka University Graduate School of Medicine, Osaka 565-0871, Japan, Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, Indiana 46202, USA, Central Institute of Mental Health, UMR 1098 Développement et Amélioration des Plantes, Institut National de la Recherche Agronomique ( INRA ) -Université Montpellier 2 - Sciences et Techniques ( UM2 ) -MontpellierSupAgro ( MontpellierSupAgro ) -Génétique et amélioration des plantes ( G.A.P. ) -Développement et Amélioration des Plantes ( DAP ), Laboratory of Neuro Imaging [Los Angeles] ( LONI ), University of California at Los Angeles [Los Angeles] ( UCLA ), Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh EH4 2XU, UK, Genentech, South San Francisco, California 94080, USA, Psychiatry and Leiden Institute for Brain and Cognition, Leiden University Medical Center, Leiden 2333 ZA, The Netherlands, LUMC, Carver College of Medicine, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm SE-141 83, Sweden, Behavioral Epidemiology Section, National Institute on Aging Intramural Research Program, Baltimore, Maryland 20892, USA, Faculty of Life Sciences, University of Manchester, Manchester M13 9PT, UK, Center for Integrative and Translational Genomics, University of Tennessee Health Science Center, Memphis, Tennessee 38163, USA, Department of Genetics, Genomics, and Informatics, University of Tennessee Health Science Center, Memphis, Tennessee 38163, USA, Centre Interlangues - Texte, Image, Langage ( TIL ), Université de Bourgogne ( UB ), Centre for Ultrahigh Bandwidth Devices for Optical Systems ( CUDOS ), Icahn School of Medicine at Mount Sinai [New York], The Mind Research Network & LBERI, Albuquerque, New Mexico 87106, USA, Department of ECE, University of New Mexico, Albuquerque, New Mexico 87131, USA, Scottish Association for Marine Science ( SAMS ), Department of Neurology, Hopital Erasme, Universite Libre de Bruxelles, Brussels 1070, Belgium, National Institutes of Health ( NIH ) -National Institute of Mental Health (NIMH), Harvard Medical School [Boston] ( HMS ) -Massachusetts General Hospital [Boston], Department of Psychiatry, University of Iowa, Iowa City, Iowa 52242, USA, Luleå University of Technology ( LUT ), Broad Institute of MIT and Harvard, Massachusetts General Hospital, Vrije Universiteit Amsterdam [Amsterdam] ( VU ), Université Jean Moulin - Lyon III-Institut d'Administration des Entreprises (IAE) - Lyon, Institut de Socio-économie des Entreprises et des ORganisations ( ISEOR ), University Medicine Greifswald,-HELIOS Hospital Stralsund, Laboratoire d'Informatique de Grenoble ( LIG ), Université Pierre Mendès France - Grenoble 2 ( UPMF ) -Université Joseph Fourier - Grenoble 1 ( UJF ) -Institut National Polytechnique de Grenoble ( INPG ) -Centre National de la Recherche Scientifique ( CNRS ) -Université Grenoble Alpes ( UGA ), Molecular Research Center for Children’s Mental Development, United Graduate School of Child Development, Osaka University, Osaka 565-0871, Japan, Karolinska University Hospital (Solna), Medical University of Łódź ( MUL ), National Institutes of Health ( NIH ), University of Perugia, Commonwealth Scientific and Industrial Research Organisation, University Medical Center Utrecht-Brain Center Rudolf Magnus, University of Nottingham, UK ( UON ), McConnell Brain Imaging Centre ( MNI ), The Hospital for sick children [Toronto] ( SickKids ), Department of Medical and Molecular Genetics, King’s College London, London SE1 9RT, UK, European Centre for Medium-Range Weather Forecasts ( ECMWF ), Lieber Institute for Brain Development, Baltimore, Maryland 21205, USA, Departments of Psychiatry, Neurology, Neuroscience and the Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA, Université Louis Pasteur - Strasbourg I-Centre National de la Recherche Scientifique ( CNRS ), Department of Psychiatry, Donders Institute for Brain, Cognition and Behaviour, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands, Austrian Institute of Technology [Vienna] ( AIT ), Karlsruhe Institute of Technology ( KIT ), General Internal Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland 21205, USA, Department of Radiology, Erasmus Medical Center University Medical Center, Rotterdam, The Netherlands, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts 02114, USA, Computer Science and Artificial Intelligence Laboratory [Cambridge] ( CSAIL ), Massachusetts Institute of Technology ( MIT ), Department of Epidemiology, University of Washington, Seattle, Washington, USA, Department of Neurology, University of Washington, Seattle, Washington, USA, Department of Physics, Stockholm University ( Department of Physics, Stockholm University ), Université de Lille, Sciences Humaines et Sociales, Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA, Genetic Epidemiology Unit, Department of Epidemiology, Erasmus Medical Center University Medical Center, Rotterdam, The Netherlands, Department of Biostatistics, Boston University School of Public Health, Boston, Massachusetts 02118, USA, Groupe d'Imagerie Neurofonctionnelle ( GIN - UMR 5296 ), Service NEUROSPIN ( NEUROSPIN ), Direction de Recherche Fondamentale (CEA) ( DRF (CEA) ), Commissariat à l'énergie atomique et aux énergies alternatives ( CEA ) -Université Paris-Saclay-Commissariat à l'énergie atomique et aux énergies alternatives ( CEA ) -Université Paris-Saclay-Direction de Recherche Fondamentale (CEA) ( DRF (CEA) ), Commissariat à l'énergie atomique et aux énergies alternatives ( CEA ) -Université Paris-Saclay-Commissariat à l'énergie atomique et aux énergies alternatives ( CEA ) -Université Paris-Saclay-Centre National de la Recherche Scientifique ( CNRS ) -Université de Bordeaux ( UB ), Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, Washington, USA, Faculty of Medicine, University of Iceland, Reykjavik, Iceland, Department of Neurology, Boston University School of Medicine, Framingham Heart Study, Boston, MA, Department of Neurology, Erasmus Medical Center University Medical Center, Rotterdam, The Netherlands, Laboratoire d'Ingénierie des Matériaux de Bretagne ( LIMATB ), Université de Bretagne Sud ( UBS ) -Institut Brestois du Numérique et des Mathématiques ( IBNM ), Université de Brest ( UBO ) -Université de Brest ( UBO ) -Université de Brest ( UBO ), King's College, Department of Psychiatry, Radboud university medical center, Nijmegen 6500 HB, The Netherlands, and Broad Institute of © 2012 Nature America, Inc. All rights reserved. Nature Ge N etics aDV a NCE ONLINE PUBLIC a TION 7 l e t t e r s Harvard and MIT, Cambridge, Massachusetts, US

Subjects
CHROMATIN, Male, Netherlands Twin Register (NTR), Aging, Identification, nervous-system, human geography, SEGMENTATION, Caudate nucleus, Apoptosis, Expression, Genome-wide association study, Striatum, Hippocampal formation, Hippocampus, BASAL GANGLIA, 130 000 Cognitive Neurology & Memory, Basal ganglia, genetics [Gene Expression Regulation, Developmental], Hippocampal, Child, anatomy & histology [Skull], Aged, 80 and over, Genetics, Sex Characteristics, KINECTIN, Genome-wide association, Multidisciplinary, Putamen, Brain, Gene Expression Regulation, Developmental, blood, brain, disease incidence, genetic variation, neurology, Organ Size, Human brain, Middle Aged, organization, Magnetic Resonance Imaging, genetics [Genetic Variation], Chromatin, Dynamics, genetics [Membrane Proteins], medicine.anatomical_structure, genetics [Aging], Anatomy & histology, [ SCCO.NEUR ] Cognitive science/Neuroscience, Female, ddc:500, anatomy & histology [Caudate Nucleus], Neuroinformatics, EXPRESSION, Adult, Adolescent, Evolution, anatomy & histology [Hippocampus], ORGANIZATION, genetics [Genetic Loci], Biology, Article, Young Adult, SDG 3 - Good Health and Well-being, Journal Article, medicine, Humans, GENOME-WIDE ASSOCIATION, General, genetics [Apoptosis], Kinectin, Aged, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], HIPPOCAMPAL, IDENTIFICATION, genetics [Organ Size], [SCCO.NEUR]Cognitive science/Neuroscience, Skull, segmentation, Genetic Variation, Membrane Proteins, NERVOUS-SYSTEM, anatomy & histology [Putamen], Genetic Loci, KTN1 protein, human, Caudate Nucleus, anatomy & histology [Brain], Neuroscience, Genome-Wide Association Study
Abstract

Contains fulltext : 144426.pdf (Publisher’s version ) (Closed access) Contains fulltext : 144426pre.pdf (Author’s version preprint ) (Open Access) The highly complex structure of the human brain is strongly shaped by genetic influences. Subcortical brain regions form circuits with cortical areas to coordinate movement, learning, memory and motivation, and altered circuits can lead to abnormal behaviour and disease. To investigate how common genetic variants affect the structure of these brain regions, here we conduct genome-wide association studies of the volumes of seven subcortical regions and the intracranial volume derived from magnetic resonance images of 30,717 individuals from 50 cohorts. We identify five novel genetic variants influencing the volumes of the putamen and caudate nucleus. We also find stronger evidence for three loci with previously established influences on hippocampal volume and intracranial volume. These variants show specific volumetric effects on brain structures rather than global effects across structures. The strongest effects were found for the putamen, where a novel intergenic locus with replicable influence on volume (rs945270; P = 1.08 x 10(-33); 0.52% variance explained) showed evidence of altering the expression of the KTN1 gene in both brain and blood tissue. Variants influencing putamen volume clustered near developmental genes that regulate apoptosis, axon guidance and vesicle transport. Identification of these genetic variants provides insight into the causes of variability in human brain development, and may help to determine mechanisms of neuropsychiatric dysfunction. 6 p.

Published
2015

33. Cortical patterning of abnormal morphometric similarity in psychosis is associated with brain expression of schizophrenia-related genes

Author

Morgan, Sarah E, Seidlitz, Jakob, Whitaker, Kirstie J, Romero-Garcia, Rafael, Clifton, Nicholas E, Scarpazza, Cristina, Van Amelsvoort, Therese, Marcelis, Machteld, Van Os, Jim, Donohoe, Gary, Mothersill, David, Corvin, Aiden, Pocklington, Andrew, Raznahan, Armin, McGuire, Philip, Vértes, Petra E, and Bullmore, Edward T

Subjects
Adult, Male, network neuroscience, Allen Human Brain Atlas, Brain, Neuroimaging, Middle Aged, morphometric similarity, 3. Good health, Gene Expression Regulation, Psychotic Disorders, dysconnectivity, Case-Control Studies, Neural Pathways, Schizophrenia, Humans, Female, psychosis, Nerve Net
Abstract

Schizophrenia has been conceived as a disorder of brain connectivity, but it is unclear how this network phenotype is related to the underlying genetics. We used morphometric similarity analysis of MRI data as a marker of interareal cortical connectivity in three prior case-control studies of psychosis: in total, n = 185 cases and n = 227 controls. Psychosis was associated with globally reduced morphometric similarity in all three studies. There was also a replicable pattern of case-control differences in regional morphometric similarity, which was significantly reduced in patients in frontal and temporal cortical areas but increased in parietal cortex. Using prior brain-wide gene expression data, we found that the cortical map of case-control differences in morphometric similarity was spatially correlated with cortical expression of a weighted combination of genes enriched for neurobiologically relevant ontology terms and pathways. In addition, genes that were normally overexpressed in cortical areas with reduced morphometric similarity were significantly up-regulated in three prior post mortem studies of schizophrenia. We propose that this combined analysis of neuroimaging and transcriptional data provides insight into how previously implicated genes and proteins as well as a number of unreported genes in their topological vicinity on the protein interaction network may drive structural brain network changes mediating the genetic risk of schizophrenia.

34. Early Visual Processing Deficits in Dysbindin-Associated Schizophrenia

Author

Donohoe, Gary, Morris, Derek W., De Sanctis, Pierfilippo, Magno, Elena, Montesi, Jennifer L., Garavan, Hugh P., Robertson, Ian H., Javitt, Daniel C., Gill, Michael, Corvin, Aiden P., and Foxe, John J.

Subjects
*SCHIZOPHRENIA, *GENETICS, *PSYCHOSES, *BRAIN, *SCALP
Abstract

Background: Variation at the dysbindin gene (DTNBP1) has been associated with increased risk for schizophrenia in numerous independent samples and recently with deficits in general and domain-specific cognitive processing. The relationship between dysbindin risk variants and sensory-level deficits in schizophrenia remains to be explored. We investigated P1 performance, a component of early visual processing on which both patients and their relatives show deficits, in carriers and noncarriers of a known dysbindin risk haplotype. Methods: Event-related potential responses to simple visual isolated-check stimuli were measured using high-density electrical scalp recordings in 26 individuals meeting DSM-IV criteria for schizophrenia, comprising 14 patients who were carriers of the dysbindin risk haplotype and 12 patients who were nonrisk haplotype carriers. Results: Carriers of the dysbindin risk haplotype demonstrated significantly reduced P1 amplitudes compared with noncarriers. A large effect size of d = .89 was calculated for the difference in P1 amplitude over scalp sites where the deficit was maximal. Conclusions: The P1 deficits associated with a dysbindin risk haplotype previously identified in our sample presents functional confirmation of its deleterious effect on brain activity. Building on evidence of dysbindin’s role in higher cognitive function, these early visual processing deficits suggest a generalized role for dysbindin in brain function and is likely to be part of the mechanism by which illness susceptibility is mediated. [Copyright &y& Elsevier]

Published
2008
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35. Biological insights from 108 schizophrenia-associated genetic loci

Author

Svetlana A. Limborska, Panos Roussos, Benjamin M. Neale, Naser Durmishi, Derek W. Morris, Douglas M. Ruderfer, Mythily Subramaniam, Paul Cormican, Alexander Richards, Margot Albus, Lyudmila Georgieva, Sandra Meier, Ulrich Schall, Giulio Genovese, Pak C. Sham, Kai-How Farh, Randy L. Buckner, Qingqin S. Li, Jubao Duan, Carlos N. Pato, Sena Karachanak-Yankova, Nicholas John Craddock, Ole Mors, Chris C. A. Spencer, Miaoxin Li, Jim van Os, Richard Bruggeman, Antonio Julià, Srinivas Thirumalai, Vahram Haroutunian, Michael Davidson, Rodney J. Scott, George N. Papadimitriou, Noa Carrera, Nelson B. Freimer, Michele T. Pato, Mads V. Hollegaard, Hon-Cheong So, Annette M. Hartmann, Ole A. Andreassen, Rolf Adolfsson, Milica Pejovic-Milovancevic, Sarah E. Bergen, S. Hong Lee, Kang Sim, Steven A. McCarroll, Sarah Tosato, Milan Macek, Béla Melegh, Qiang Wang, Ina Giegling, Wei Cheng, Mari Nelis, Assen Jablensky, Jens R. Wendland, Christian Hammer, Paola Giusti-Rodríguez, Jonathan Pimm, Petr Slominsky, Raymond C.K. Chan, Thomas Werge, Jaana Suvisaari, Shaun Purcell, Tõnu Esko, Masashi Ikeda, Bryan J. Mowry, Janis Klovins, C. Robert Cloninger, Mark Hansen, Wiepke Cahn, Olli Pietiläinen, Naomi R. Wray, John L. Waddington, Xuebin Zheng, Eric F.C. Cheung, Madeline Alexander, Jordan W. Smoller, Jacqueline I. Goldstein, Veikko Salomaa, Gary Donohoe, Enrico Domenici, Colm McDonald, Martilias S. Farrell, Stanley V. Catts, Stacy Steinberg, Stephanie Williams, Carmel M. Loughland, Jo Knight, Zita Ausrele Kucinskiene, Jin P. Szatkiewicz, Stephan Ripke, Robert W. McCarley, Yunjung Kim, David St Clair, David Curtis, Todd Lencz, Michael John Owen, Srdjan Djurovic, Nancy G. Buccola, Frans Henskens, Michael Gill, Joshua L. Roffman, Dan Rujescu, Danielle Posthuma, Tao Li, Phil Lee, Thomas Hansen, Wolfgang Maier, Judit Bene, Michael Conlon O'Donovan, Josef Frank, Nakao Iwata, Jeremy M. Silverman, Mark J. Daly, Elena Parkhomenko, Kenneth L. Davis, Sophie E. Legge, Roel A. Ophoff, Gerald Nestadt, Claudine Laurent, Pamela Sklar, Diana O. Perkins, Stefan Herms, Fritz Zimprich, Juha Karjalainen, Vera Golimbet, Anna K. Kähler, Clement C. Zai, Nigel Williams, Joseph D. Buxbaum, Ann Olincy, Anders D. Børglum, Andrey Khrunin, Jianjun Liu, Bettina Konte, Guiqing Cai, Henrik B. Rasmussen, René S. Kahn, Lili Milani, John Powell, Srihari Gopal, Johan G. Eriksson, David Cohen, Eric Y.H. Chen, James L. Kennedy, Thomas G. Schulze, Richard A. Belliveau, Colm O'Dushlaine, Peter M. Visscher, Valentina Escott-Price, Hana Kuzelova-Ptackova, Stephanie Godard, Martin Begemann, Morten Mattingsdal, Sara Marsal, Alan R. Sanders, Kari Stefansson, Brendan Bulik-Sullivan, Andres Metspalu, Per Hoffmann, Erik Söderman, James T.R. Walters, Hannelore Ehrenreich, Marion Friedl, Brion S. Maher, Teimuraz Silagadze, Annelie Nordin, Raquelle I. Mesholam-Gately, Ingrid Melle, Peter Eichhammer, Dragan M. Svrakic, A. Hofman, Kenneth S. Kendler, Laura Nisenbaum, Hailiang Huang, Sang-Yun Oh, Alkes L. Price, Mark Weiser, Preben Bo Mortensen, J. Mallet, Robin M. Murray, Bradley T. Webb, Vihra Milanova, Ayman H. Fanous, Vaidutis Kučinskas, Jennifer L. Moran, Donald W. Black, Elodie Drapeau, Nadine Cohen, George Kirov, Daniel R. Weinberger, Andrew McQuillin, Patrik K. E. Magnusson, Elvira Bramon, Tune H. Pers, Jianxin Shi, Richard E. Straub, Aiden Corvin, Jimmy Lee Chee Keong, Tiina Paunio, Brien P. Riley, Douglas Blackwood, Juha Veijola, Peter Holmans, Larry J. Seidman, Ronald Y.L. Chen, Pablo V. Gejman, Digby Quested, Erik G. Jönsson, Jeffrey A. Lieberman, Emily H. M. Wong, Tracey L. Petryshen, Franziska Degenhardt, Mark Reimers, Jurgen Del Favero, Markus M. Noethen, Hugh Gurling, Joseph I. Friedman, Andrew Pocklington, Aaron R. Wolen, Abraham Reichenberg, T. Scott Stroup, Elizabeth Bevilacqua, Silviu Alin Bacanu, Aarno Palotie, Robert Freedman, Patricia T. Michie, David M. Hougaard, F. Anthony O'Neill, Kung-Yee Liang, Jouko Lönnqvist, Inez Myin-Germeys, Draga Toncheva, Liene Nikitina-Zake, David J. Kavanagh, Rita M. Cantor, Kimberly Chambert, James J. Crowley, Ann E. Pulver, Ariel Darvasi, Christina M. Hultman, Brandon Wormley, Dai Wang, Deborah A. Nertney, Menachem Fromer, Younes Mokrab, Marcella Rietschel, Christos Pantelis, Dimitris Dikeos, Jan Lubinski, Laurent Essioux, Lieuwe de Haan, Eadbhard O'Callaghan, James A. Knowles, William Byerley, Manuel Mattheisen, Edward M. Scolnick, Line Olsen, Ingrid Agartz, Jana Strohmaier, Siow Ann Chong, Eli A. Stahl, David A. Collier, Farooq Amin, Joel N. Hirschhorn, Timothy G. Dinan, Elisabeth Stögmann, Hreinn Stefansson, Inge Joa, Dieter B. Wildenauer, Marian L. Hamshere, Frank Dudbridge, Sibylle G. Schwab, Esben Agerbo, Bernard Lerer, Andrew M. McIntosh, Carin J. Meijer, Stephanie H. Witt, Dermot Walsh, Lude Franke, Sven Cichon, Kristin K. Nicodemus, Dominique Campion, Tim B. Bigdeli, Ditte Demontis, Sergi Papiol, Hualin Simon Xi, Eric Strengman, Engilbert Sigurdsson, Patrick F. Sullivan, Kieran C. Murphy, Bertram Mueller-Myhsok, Vaughan J. Carr, Igor Nenadic, Matthew C. Keller, Christian R. Schubert, Jacob Gratten, Douglas F. Levinson, Luba Kalaydjieva, Anil K. Malhotra, Psychiatrie & Neuropsychologie, MUMC+: MA Psychiatrie (3), MUMC+: Hersen en Zenuw Centrum (3), RS: MHeNs - R2 - Mental Health, Myin-Germeys, Inez, Perceptual and Cognitive Neuroscience (PCN), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Stem Cell Aging Leukemia and Lymphoma (SALL), Complex Trait Genetics, Functional Genomics, Neuroscience Campus Amsterdam - Brain Mechanisms in Health & Disease, Ripke, Stephan, Neale, Benjamin M, Corvin, Aiden, Walters, James TR, Lee, S Hong, O'Donovan, Michael C, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Psychosis Endophenotypes International Consortium, Wellcome Trust Case-Control Consortium, NCA - Brain mechanisms in health and disease, Human genetics, ANS - Amsterdam Neuroscience, Adult Psychiatry, Other departments, Medical Oncology, Epidemiology, Pharmacy, Clinical Genetics, and Child and Adolescent Psychiatry / Psychology

Subjects
Multifactorial Inheritance, Glutamatergic system, Genome-wide association study, Disease, heritability, genetic risk, Synaptic Transmission, Conferring risk, drugs, DISEASE, glutamatergic neurotransmission, Odds Ratio, 2.1 Biological and endogenous factors, GWAS, Aetiology, Psychiatric genetics, Genetics, Complement component 4, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Multidisciplinary, Genome-wide association, PSYCHIATRIC-DISORDERS, Brain, BIPOLAR DISORDER, Single Nucleotide, Serious Mental Illness, 3. Good health, Multidisciplinary Sciences, Mental Health, Enhancer Elements, Genetic, Schizophrenia, Biological plausibility, Engineering sciences. Technology, Mutations, Enhancer Elements, General Science & Technology, Glutamic Acid, schizophrenia, Genome-Wide Association Study, Biology, Polymorphism, Single Nucleotide, Genetic, medicine, Humans, Genetic Predisposition to Disease, Allele, Polymorphism, METAANALYSIS, Alleles, Genetic association, IDENTIFICATION, Prevention, Common variants, Human Genome, Neurosciences, Immunity, medicine.disease, FRAMEWORK, Brain Disorders, immune system, Genetic Loci, genome-wide association studies, Mutation
Abstract

Schizophrenia is a highly heritable disorder. Genetic risk is conferred by a large number of alleles, including common alleles of small effect that might be detected by genome-wide association studies. Here we report a multi-stage schizophrenia genome-wide association study of up to 36,989 cases and 113,075 controls. We identify 128 independent associations spanning 108 conservatively defined loci that meet genome-wide significance, 83 of which have not been previously reported. Associations were enriched among genes expressed in brain, providing biological plausibility for the findings. Many findings have the potential to provide entirely new insights into aetiology, but associations at DRD2 and several genes involved in glutamatergic neurotransmission highlight molecules of known and potential therapeutic relevance to schizophrenia, and are consistent with leading pathophysiological hypotheses. Independent of genes expressed in brain, associations were enriched among genes expressed in tissues that have important roles in immunity, providing support for the speculated link between the immune system and schizophrenia. ispartof: Nature vol:511 issue:7510 pages:421-7 ispartof: location:England status: published

Published
2014

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