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1. Treatment of stage I seminoma, with one course of adjuvant carboplatin or surveillance, risk-adapted recommendations implementing patient autonomy: a report from the Swedish and Norwegian Testicular Cancer Group (SWENOTECA)

Author

Tandstad, T., Ståhl, O., Dahl, O., Haugnes, H.S., Håkansson, U., Karlsdottir, Å., Kjellman, A., Langberg, C.W., Laurell, A., Oldenburg, J., Solberg, A., Söderström, K., Stierner, U., Cavallin-Ståhl, E., Wahlqvist, R., Wall, N., and Cohn-Cedermark, G.

Published
2016
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3. Insect egg-induced innate immunity: Who benefits?

Author

Stahl, E., Maier, L.P., and Reymond, P.

Subjects
Animals, Insecta/physiology, Plants, Immunity, Innate, Plant Immunity
Abstract

Plants perceive the presence of insect eggs deposited on leaves as a cue of imminent herbivore attack. Consequential plant signaling events include the accumulation of salicylic acid and reactive oxygen species, transcriptional reprogramming, and cell death. Interestingly, egg-induced innate immunity shows similarities with immune responses triggered upon recognition of microbial pathogens, and in recent years, it became apparent that egg perception affects plant-microbe interactions. Here, we highlight recent findings on insect egg-induced innate immunity and how egg-mediated signaling impacts plant-microbe interactions. Ecological considerations beg the question: Who benefits from egg perception in these complex interactions?

Published
2023

9. The genetic architecture of depression in samples with East Asian ancestry

Author

Giannakopoulou, O., Lin, K., Meng, X., Su, M., Kuo, P., Peterson, R., Awasthi, S., Moscati, A., Coleman, J., Bass, N., Millwood, I., Chen, Y., Chen, Z., Li, L., Chen, H., Lu, M., Huang, M., Chen, C., Stahl, E., Loos, R., Mullins, N., Ursano, R., Kessler, R., Stein, M., Sen, S., Scott, L., Burmeister, M., Fang, Y., Tyrrell, J., Jiang, Y., Tian, C., McIntosh, A., Ripke, S., Dunn, E., Kendler, K., Walters, R., Lewis, C., Kuchenbaecker, K., Research Team, T, and Major Depressive Disorder Working Group of the PGC, T

Subjects
RC0321, BF, RC
Abstract

Importance: Most previous genome-wide association studies (GWAS) of depression have used data from individuals of European (EUR) descent. This limits our understanding of the underlying biology of depression and raises questions about the transferability of findings between populations.\ud Objectives: to investigate the genetics of depression across East Asian and European cultural contexts and outcome definitions.\ud Design: Genome-wide association studies, followed by meta-analysis. \ud Setting: Nine cohort and case-control studies from China, Taiwan, USA and UK. \ud Participants: 15,771 depression cases and 178,777 controls of East Asian descent (EAS). \ud Exposures: Associations of genetic variants with depression risk were assessed using generalised linear mixed models and logistic regression. The results were combined across studies using fixed effects meta-analyses. These were subsequently also meta-analysed with the largest published GWAS for depression in EUR samples. Additional meta-analyses were carried out separately by outcome definition (clinical vs symptom-based) and region (East Asian countries vs Western countries). \ud Main outcomes and measures: Depression status was defined based on health records and self-report questionnaires.\ud Results: In total we identified five novel associations, including one in the EAS meta-analysis for broad depression: rs4656484 (beta=-0.018, SE=0.003, P=4.43x10-8) at 1q24.1. Another locus at 7p21.2 was associated in a meta-analysis restricted to geographically East Asian studies (P=5.03x10-9). Both associations were specific to EAS samples (P=0.53 and P=0.28 in EUR, respectively). Only 11% of depression loci previously identified in EUR reached nominal significance levels in the EAS samples. The trans-ancestry genetic correlation estimates with depression in EUR ranged from 0.223 to 0.558, depending on the outcome definition. Clinical depression risk was negatively genetically correlated with BMI in EAS (rg=-0.212), contrary to findings from EUR samples.\ud Conclusions and relevance: Our results suggest that cultural differences further add to the heterogeneity of depression and thereby impact on the genetic architecture. This cautions against generalising findings about depression risk factors across populations and highlights the need to increase the ancestral and geographic diversity of samples with consistent phenotyping.

Published
2021

13. Conditional GWAS analysis to identify disorder-specific SNPs for psychiatric disorders

Author

Byrne, E., Zhu, Z., Qi, T., Skene, N., Bryois, J., Pardinas, A., Stahl, E., Smoller, J., Rietschel, N., Bipolar Working Group, of the Psychiatric Genomics Consortium, Major Depressive Disorder Working Group of the, Psychiatric Genomics Consortium, Owen, M., Walters, J., O’Donovan, M., McGrath, J., Hjerling-Leffler, J., Sullivan, P., Goddard, M., Visscher, P., Yang, J., Wray, N., Gordon-Smith, Katherine, Jones, Lisa, and Perry, Amy

Subjects
0301 basic medicine, medicine.medical_specialty, Bipolar Disorder, LOCI, BF, Single-nucleotide polymorphism, Genome-wide association study, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, Cellular and Molecular Neuroscience, 0302 clinical medicine, Pleiotropy, medicine, SNP, Humans, Genetic Predisposition to Disease, Bipolar disorder, GENOME-WIDE ASSOCIATION, Psychiatry, Molecular Biology, Depression (differential diagnoses), RISK, business.industry, BIPOLAR DISORDER, RETROMER COMPLEX, medicine.disease, STATISTICS, Psychiatry and Mental health, 030104 developmental biology, Schizophrenia, Attention Deficit Disorder with Hyperactivity, RC0321, Autism, business, 030217 neurology & neurosurgery, Genome-Wide Association Study, NEUROTROPHIC FACTOR
Abstract

Substantial genetic liability is shared across psychiatric disorders but less is known about risk variants that are specific to a given disorder. We used multi-trait conditional and joint analysis (mtCOJO) to adjust GWAS summary statistics of one disorder for the effects of genetically correlated traits to identify putative disorder-specific SNP associations. We applied mtCOJO to summary statistics for five psychiatric disorders from the Psychiatric Genomics Consortium-schizophrenia (SCZ), bipolar disorder (BIP), major depression (MD), attention-deficit hyperactivity disorder (ADHD) and autism (AUT). Most genome-wide significant variants for these disorders had evidence of pleiotropy (i.e., impact on multiple psychiatric disorders) and hence have reduced mtCOJO conditional effect sizes. However, subsets of genome-wide significant variants had larger conditional effect sizes consistent with disorder-specific effects: 15 of 130 genome-wide significant variants for schizophrenia, 5 of 40 for major depression, 3 of 11 for ADHD and 1 of 2 for autism. We show that decreased expression of VPS29 in the brain may increase risk to SCZ only and increased expression of CSE1L is associated with SCZ and MD, but not with BIP. Likewise, decreased expression of PCDHA7 in the brain is linked to increased risk of MD but decreased risk of SCZ and BIP.

Published
2021

19. Conditional GWAS analysis to identify disorder-specific SNPs for psychiatric disorders

Author

Byrne, EM, Zhu, Z, Qi, T, Skene, NG, Bryois, J, Pardinas, AF, Stahl, E, Smoller, JW, Rietschel, M, Owen, MJ, Walters, JTR, O'Donovan, MC, McGrath, JG, Hjerling-Leffler, J, Sullivan, PF, Goddard, ME, Visscher, PM, Yang, J, Wray, NR, Byrne, EM, Zhu, Z, Qi, T, Skene, NG, Bryois, J, Pardinas, AF, Stahl, E, Smoller, JW, Rietschel, M, Owen, MJ, Walters, JTR, O'Donovan, MC, McGrath, JG, Hjerling-Leffler, J, Sullivan, PF, Goddard, ME, Visscher, PM, Yang, J, and Wray, NR

Abstract

Substantial genetic liability is shared across psychiatric disorders but less is known about risk variants that are specific to a given disorder. We used multi-trait conditional and joint analysis (mtCOJO) to adjust GWAS summary statistics of one disorder for the effects of genetically correlated traits to identify putative disorder-specific SNP associations. We applied mtCOJO to summary statistics for five psychiatric disorders from the Psychiatric Genomics Consortium-schizophrenia (SCZ), bipolar disorder (BIP), major depression (MD), attention-deficit hyperactivity disorder (ADHD) and autism (AUT). Most genome-wide significant variants for these disorders had evidence of pleiotropy (i.e., impact on multiple psychiatric disorders) and hence have reduced mtCOJO conditional effect sizes. However, subsets of genome-wide significant variants had larger conditional effect sizes consistent with disorder-specific effects: 15 of 130 genome-wide significant variants for schizophrenia, 5 of 40 for major depression, 3 of 11 for ADHD and 1 of 2 for autism. We show that decreased expression of VPS29 in the brain may increase risk to SCZ only and increased expression of CSE1L is associated with SCZ and MD, but not with BIP. Likewise, decreased expression of PCDHA7 in the brain is linked to increased risk of MD but decreased risk of SCZ and BIP.

Published
2020

22. Maintaining success, reducing treatment burden, focusing on survivorship: highlights from the third European consensus conference on diagnosis and treatment of germ-cell cancer

Author

Beyer, J., Albers, P., Altena, R., Aparicio, J., Bokemeyer, C., Busch, J., Cathomas, R., Cavallin-Stahl, E., Clarke, N. W., Claen, J., Cohn-Cedermark, G., Dahl, A. A., Daugaard, G., De Giorgi, U., De Santis, M., De Wit, M., De Wit, R., Dieckmann, K. P., Fenner, M., Fizazi, K., Flechon, A., Fossa, S. D., Germá Lluch, J. R., Gietema, J. A., Gillessen, S., Giwercman, A., Hartmann, J. T., Heidenreich, A., Hentrich, M., Honecker, F., Horwich, A., Huddart, R. A., Kliesch, S., Kollmannsberger, C., Krege, S., Laguna, M. P., Looijenga, L. H. J., Lorch, A., Lotz, J. P., Mayer, F., Necchi, A., Nicolai, N., Nuver, J., Oechsle, K., Oldenburg, J., Oosterhuis, J. W., Powles, T., Rajpert-De Meyts, E., Rick, O., Rosti, G., Salvioni, R., Schrader, M., Schweyer, S., Sedlmayer, F., Sohaib, A., Souchon, R., Tandstad, T., Winter, C., and Wittekind, C.

Published
2013
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29. Pleiotropic Meta-Analysis of Cognition, Education, and Schizophrenia Differentiates Roles of Early Neurodevelopmental and Adult Synaptic Pathways

Author

Lam, M. Hill, W.D. Trampush, J.W. Yu, J. Knowles, E. Davies, G. Stahl, E. Huckins, L. Liewald, D.C. Djurovic, S. Melle, I. Sundet, K. Christoforou, A. Reinvang, I. DeRosse, P. Lundervold, A.J. Steen, V.M. Espeseth, T. Räikkönen, K. Widen, E. Palotie, A. Eriksson, J.G. Giegling, I. Konte, B. Hartmann, A.M. Roussos, P. Giakoumaki, S. Burdick, K.E. Payton, A. Ollier, W. Chiba-Falek, O. Attix, D.K. Need, A.C. Cirulli, E.T. Voineskos, A.N. Stefanis, N.C. Avramopoulos, D. Hatzimanolis, A. Arking, D.E. Smyrnis, N. Bilder, R.M. Freimer, N.A. Cannon, T.D. London, E. Poldrack, R.A. Sabb, F.W. Congdon, E. Conley, E.D. Scult, M.A. Dickinson, D. Straub, R.E. Donohoe, G. Morris, D. Corvin, A. Gill, M. Hariri, A.R. Weinberger, D.R. Pendleton, N. Bitsios, P. Rujescu, D. Lahti, J. Le Hellard, S. Keller, M.C. Andreassen, O.A. Deary, I.J. Glahn, D.C. Malhotra, A.K. Lencz, T.

Subjects
mental disorders
Abstract

Susceptibility to schizophrenia is inversely correlated with general cognitive ability at both the phenotypic and the genetic level. Paradoxically, a modest but consistent positive genetic correlation has been reported between schizophrenia and educational attainment, despite the strong positive genetic correlation between cognitive ability and educational attainment. Here we leverage published genome-wide association studies (GWASs) in cognitive ability, education, and schizophrenia to parse biological mechanisms underlying these results. Association analysis based on subsets (ASSET), a pleiotropic meta-analytic technique, allowed jointly associated loci to be identified and characterized. Specifically, we identified subsets of variants associated in the expected (“concordant”) direction across all three phenotypes (i.e., greater risk for schizophrenia, lower cognitive ability, and lower educational attainment); these were contrasted with variants that demonstrated the counterintuitive (“discordant”) relationship between education and schizophrenia (i.e., greater risk for schizophrenia and higher educational attainment). ASSET analysis revealed 235 independent loci associated with cognitive ability, education, and/or schizophrenia at p < 5 × 10−8. Pleiotropic analysis successfully identified more than 100 loci that were not significant in the input GWASs. Many of these have been validated by larger, more recent single-phenotype GWASs. Leveraging the joint genetic correlations of cognitive ability, education, and schizophrenia, we were able to dissociate two distinct biological mechanisms—early neurodevelopmental pathways that characterize concordant allelic variation and adulthood synaptic pruning pathways—that were linked to the paradoxical positive genetic association between education and schizophrenia. Furthermore, genetic correlation analyses revealed that these mechanisms contribute not only to the etiopathogenesis of schizophrenia but also to the broader biological dimensions implicated in both general health outcomes and psychiatric illness. © 2019

Published
2019

32. Genetic influences on eight psychiatric disorders based on family data of 4 408 646 full and half-siblings, and genetic data of 333 748 cases and controls-CORRIGENDUM

Author

Pettersson, E., Lichtenstein, P., Larsson, H., Song, J., Agrawal, A., Borglum, A. D., Bulik, C. M., Daly, M. J., Davis, L. K., Demontis, D., Edenberg, H. J., Grove, J., Gelernter, J., Neale, B. M., Pardinãs, A. F., Stahl, E., Walters, J. T.R., Walters, R., Sullivan, P. F., Posthuma, D., Polderman, T. J.C., Pettersson, E., Lichtenstein, P., Larsson, H., Song, J., Agrawal, A., Borglum, A. D., Bulik, C. M., Daly, M. J., Davis, L. K., Demontis, D., Edenberg, H. J., Grove, J., Gelernter, J., Neale, B. M., Pardinãs, A. F., Stahl, E., Walters, J. T.R., Walters, R., Sullivan, P. F., Posthuma, D., and Polderman, T. J.C.

Published
2019
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33. Gene expression imputation across multiple brain regions provides insights into schizophrenia risk

Author

Huckins, L. M. (Laura M.), Dobbyn, A. (Amanda), Ruderfer, D. M. (Douglas M.), Hoffman, G. (Gabriel), Wang, W. (Weiqing), Pardiñas, A. (Antonio), Rajagopal, V. M. (Veera M.), Als, T. D. (Thomas D.), Nguyen, H. (Hoang), Girdhar, K. (Kiran), Boocock, J. (James), Roussos, P. (Panos), Fromer, M. (Menachem), Kramer, R. (Robin), Domencini, E. (Enrico), Gamazon, E. (Eric), Purcell, S. (Shaun), C. C. (CommonMind Consortium), T. S. (The Schizophrenia Working Group of the Psychiatric Genomics Consortium), i. S. (iPSYCH-GEMS Schizophrenia Working Group), Demontis, D. (Ditte), Børglum, A. D. (Anders D.), Walters, J. T. (James T. R.), O'Donovan, M. C. (Michael C.), Sullivan, P. (Patrick), Owen, M. J. (Michael J.), Devlin, B. (Bernie), Sieberts, S. K. (Solveig K.), Cox, N. J. (Nancy J.), Im, H. K. (Hae Kyung), Sklar, P. (Pamela), Stahl, E. A. (Eli A..), Huckins, L. M. (Laura M.), Dobbyn, A. (Amanda), Ruderfer, D. M. (Douglas M.), Hoffman, G. (Gabriel), Wang, W. (Weiqing), Pardiñas, A. (Antonio), Rajagopal, V. M. (Veera M.), Als, T. D. (Thomas D.), Nguyen, H. (Hoang), Girdhar, K. (Kiran), Boocock, J. (James), Roussos, P. (Panos), Fromer, M. (Menachem), Kramer, R. (Robin), Domencini, E. (Enrico), Gamazon, E. (Eric), Purcell, S. (Shaun), C. C. (CommonMind Consortium), T. S. (The Schizophrenia Working Group of the Psychiatric Genomics Consortium), i. S. (iPSYCH-GEMS Schizophrenia Working Group), Demontis, D. (Ditte), Børglum, A. D. (Anders D.), Walters, J. T. (James T. R.), O'Donovan, M. C. (Michael C.), Sullivan, P. (Patrick), Owen, M. J. (Michael J.), Devlin, B. (Bernie), Sieberts, S. K. (Solveig K.), Cox, N. J. (Nancy J.), Im, H. K. (Hae Kyung), Sklar, P. (Pamela), and Stahl, E. A. (Eli A..)

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

Published
2019

34. Genetic influences on eight psychiatric disorders based on family data of 4 408 646 full and half-siblings, and genetic data of 333 748 cases and controls

Author

Pettersson, E., Lichtenstein, P., Larsson, Henrik, Song, J., Agrawal, A., Børglum, A. D., Bulik, C. M., Daly, M. J., Davis, L. K., Demontis, D., Edenberg, H. J., Grove, J., Gelernter, J., Neale, B. M., Pardiñas, A. F., Stahl, E., Walters, J. T. R., Walters, R., Sullivan, P F, Posthuma, D., Polderman, T. J. C., Pettersson, E., Lichtenstein, P., Larsson, Henrik, Song, J., Agrawal, A., Børglum, A. D., Bulik, C. M., Daly, M. J., Davis, L. K., Demontis, D., Edenberg, H. J., Grove, J., Gelernter, J., Neale, B. M., Pardiñas, A. F., Stahl, E., Walters, J. T. R., Walters, R., Sullivan, P F, Posthuma, D., and Polderman, T. J. C.

Abstract

BACKGROUND: Most studies underline the contribution of heritable factors for psychiatric disorders. However, heritability estimates depend on the population under study, diagnostic instruments, and study designs that each has its inherent assumptions, strengths, and biases. We aim to test the homogeneity in heritability estimates between two powerful, and state of the art study designs for eight psychiatric disorders. METHODS: We assessed heritability based on data of Swedish siblings (N = 4 408 646 full and maternal half-siblings), and based on summary data of eight samples with measured genotypes (N = 125 533 cases and 208 215 controls). All data were based on standard diagnostic criteria. Eight psychiatric disorders were studied: (1) alcohol dependence (AD), (2) anorexia nervosa, (3) attention deficit/hyperactivity disorder (ADHD), (4) autism spectrum disorder, (5) bipolar disorder, (6) major depressive disorder, (7) obsessive-compulsive disorder (OCD), and (8) schizophrenia. RESULTS: Heritability estimates from sibling data varied from 0.30 for Major Depression to 0.80 for ADHD. The estimates based on the measured genotypes were lower, ranging from 0.10 for AD to 0.28 for OCD, but were significant, and correlated positively (0.19) with national sibling-based estimates. When removing OCD from the data the correlation increased to 0.50. CONCLUSIONS: Given the unique character of each study design, the convergent findings for these eight psychiatric conditions suggest that heritability estimates are robust across different methods. The findings also highlight large differences in genetic and environmental influences between psychiatric disorders, providing future directions for etiological psychiatric research., Funding Agencies:Swedish Initiative for Research on Microdata in the Social And Medical Sciences (SIMSAM) 340-2013-5867NIMH U01 MH109528 UK Medical Research Council MR/L010305/1 MR/L011794/1 Lundbeck Foundation R102-A9118 R155-2014-1724 Stanley Medical Research Institute European Research Council 294838 Aarhus University Netherlands Organization for Scientific Research NWO VICI 453-14-005 NIMH NIH HHS U01 MH109536 U01 MH109532 U01 MH109528 Medical Research Council MR/L010305/1

Published
2019
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39. Genetic influences on eight psychiatric disorders based on family data of 4 408 646 full and half-siblings, and genetic data of 333 748 cases and controls

Author

Pettersson, E., Lichtenstein, P., Larsson, H., Song, J., Hyperactivity Disorder Working Group of the iPSYCH-Broad-PGC Con, Autism Spectrum Disorder Working Group of the iPSYCH-Broad-PGC, Bipolar Disorder Working Group, of the Psychiatric Genomics Consortium, Gordon-Smith, Katherine, Jones, Lisa, Perry, Amy, Eating Disorder Working Group of the PGC, Major Depressive Disorder Working Group of the, Psychiatric Genomics Consortium, Obsessive Compulsive Disorders & Tourette Syndrome Working Group, Schizophrenia CLOZUK, Substance Use Disorder Working Group of the PGC, Agrawal, A., Børglum, A.D., Bulik, C., Daly, M.J., Davis, L., Demontis, D., Edenberg, H.J., Grove, J., Gelernter, J., Neale, B.M., Pardiñas, A., Stahl, E., Walters, J., Sullivan, P., Posthuma, D., Polderman, T., Complex Trait Genetics, Amsterdam Neuroscience - Complex Trait Genetics, Human genetics, and Amsterdam Reproduction & Development (AR&D)

Subjects
Male, Obsessive-Compulsive Disorder, Anorexia Nervosa, Bipolar Disorder, Autism Spectrum Disorder, alcohol dependence, heritability, anorexia nervosa, Correlation, Cohort Studies, 0302 clinical medicine, obsessive compulsive disorder, genes, Applied Psychology, bipolar disorder, education.field_of_study, Mental Disorders, Psychiatry and Mental health, Alcoholism, Autism spectrum disorder, Major depressive disorder, Female, Schizophrenic Psychology, Corrigendum, Adult, medicine.medical_specialty, Genotype, autism spectrum disorders, Population, BF, 03 medical and health sciences, Quantitative Trait, Heritable, SDG 3 - Good Health and Well-being, mental disorders, medicine, ADHD, Humans, Family, Bipolar disorder, Sibling, Psychiatry, education, Sweden, Depressive Disorder, Major, major depressive disorder, business.industry, Siblings, Alcohol dependence, Heritability, medicine.disease, 030227 psychiatry, schizophrenia, Attention Deficit Disorder with Hyperactivity, Case-Control Studies, RC0321, Schizophrenia, Gene-Environment Interaction, business, 030217 neurology & neurosurgery
Abstract

BackgroundMost studies underline the contribution of heritable factors for psychiatric disorders. However, heritability estimates depend on the population under study, diagnostic instruments, and study designs that each has its inherent assumptions, strengths, and biases. We aim to test the homogeneity in heritability estimates between two powerful, and state of the art study designs for eight psychiatric disorders.MethodsWe assessed heritability based on data of Swedish siblings (N = 4 408 646 full and maternal half-siblings), and based on summary data of eight samples with measured genotypes (N = 125 533 cases and 208 215 controls). All data were based on standard diagnostic criteria. Eight psychiatric disorders were studied: (1) alcohol dependence (AD), (2) anorexia nervosa, (3) attention deficit/hyperactivity disorder (ADHD), (4) autism spectrum disorder, (5) bipolar disorder, (6) major depressive disorder, (7) obsessive-compulsive disorder (OCD), and (8) schizophrenia.ResultsHeritability estimates from sibling data varied from 0.30 for Major Depression to 0.80 for ADHD. The estimates based on the measured genotypes were lower, ranging from 0.10 for AD to 0.28 for OCD, but were significant, and correlated positively (0.19) with national sibling-based estimates. When removing OCD from the data the correlation increased to 0.50.ConclusionsGiven the unique character of each study design, the convergent findings for these eight psychiatric conditions suggest that heritability estimates are robust across different methods. The findings also highlight large differences in genetic and environmental influences between psychiatric disorders, providing future directions for etiological psychiatric research.

Published
2018

40. Improving genetic prediction by leveraging genetic correlations among human diseases and traits

Author

Maier, R. M., Zhu, Z., Lee, S. H., Trzaskowski, M., Ruderfer, D. M., Stahl, E. A., Ripke, S., Wray, N. R., Yang, J., Visscher, P. M., Robinson, M. R., Forstner, A. J., Mcquillin, A., Trubetskoy, V., Wang, W., Wang, Y., Coleman, J. R. I., Gaspar, H. A., Leeuw, C. A., Whitehead Pavlides, J. M., Olde Loohuis, L. M., Pers, T. H., Lee, P. H., Charney, A. W., Dobbyn, A. L., Huckins, L., Boocock, J., Giambartolomei, C., Roussos, P., Mullins, N., Awasthi, S., Agerbo, E., Als, T. D., Pedersen, C. B., Grove, J., Kupka, R., Regeer, E. J., Anjorin, A., Casas, M., Mahon, P. B., Allardyce, J., Escott-Price, V., Forty, L., Fraser, C., Kogevinas, M., Frank, J., Streit, F., Strohmaier, J., Treutlein, J., Witt, S. H., Kennedy, J. L., Strauss, J. S., Garnham, J., O Donovan, C., Slaney, C., Steinberg, S., Thorgeirsson, T. E., Hautzinger, M., Steffens, M., Perlis, R. H., Sánchez-Mora, C., Hipolito, M., Lawson, W. B., Nwulia, E. A., Levy, S. E., Foroud, T. M., Jamain, S., Young, A. H., Mckay, J. D., Albani, D., Zandi, P., Potash, J. B., Zhang, P., Raymond Depaulo, J., Bergen, S. E., Juréus, A., Karlsson, R., Kandaswamy, R., Mcguffin, P., Rivera, M., Lissowska, J., Cruceanu, C., Lucae, S., Cervantes, P., Budde, M., Gade, K., Heilbronner, U., Pedersen, M. G., Morris, D. W., Weickert, C. S., Weickert, T. W., Macintyre, D. J., Lawrence, J., Elvsåshagen, T., Smeland, O. B., Djurovic, S., Xi, S., Green, E. K., Czerski, P. M., Hauser, J., Xu, W., Vedder, H., Oruc, L., Spijker, A. T., Gordon, S. D., Medland, S. E., Curtis, D., Mühleisen, T. W., Badner, J. A., Scheftner, W. A., Sigurdsson, E., Schork, N. J., Schatzberg, A. F., Bækvad-Hansen, M., Bybjerg-Grauholm, J., Hansen, C. S., Knowles, J. A., Szelinger, S., Montgomery, G. W., Boks, M., Adolfsson, A. N., Hoffmann, P., Bauer, M., Pfennig, A., Leber, M., Kittel-Schneider, S., Reif, A., Del-Favero, J., Fischer, S. B., Herms, S., Reinbold, C. S., Degenhardt, F., Koller, A. C., Maaser, A., Ori, A. P. S., Dale, A. M., Fan, C. C., Greenwood, T. A., Nievergelt, C. M., Shehktman, T., Shilling, P. D., Byerley, W., Bunney, W., Alliey-Rodriguez, N., Clarke, T. K., Liu, C., Coryell, W., Akil, H., Burmeister, M., Flickinger, M., Li, J. Z., Mcinnis, M. G., Meng, F., Thompson, R. C., Watson, S. J., Zollner, S., Guan, W., Green, M. J., Craig, D., Sobell, J. L., Milani, L., Gordon-Smith, Katherine, Knott, Sarah, Perry, Amy, Parra, J. G., Mayoral, F., Rivas, F., Rice, J. P., Barchas, J. D., Børglum, A. D., Mortensen, P. B., Mors, O., Grigoroiu-Serbanescu, M., Bellivier, F., Etain, B., Leboyer, M., Ramos-Quiroga, J. A., Agartz, I., Amin, F., Azevedo, M. H., Bass, N., Black, D. W., Blackwood, D. H. R., Bruggeman, R., Buccola, N. G., Choudhury, K., Cloninger, C. R., Corvin, A., Craddock, N., Daly, M. J., Datta, S., Donohoe, G. J., Duan, J., Dudbridge, F., Fanous, A., Freedman, R., Freimer, N. B., Friedl, M., Gill, M., Gurling, H., Haan, L., Hamshere, M. L., Hartmann, A. M., Holmans, P. A., Kahn, R. S., Keller, M. C., Kenny, E., Kirov, G. K., Krabbendam, L., Krasucki, R., Lencz, T., Levinson, D. F., Lieberman, J. A., Lin, D. -Y, Linszen, D. H., Magnusson, P. K. E., Maier, W., Malhotra, A. K., Mattheisen, M., Mattingsdal, M., Mccarroll, S. A., Medeiros, H., Melle, I., Milanova, V., Myin-Germeys, I., Neale, B. M., Ophoff, R. A., Owen, M. J., Pimm, J., Purcell, S. M., Puri, V., Digby Quested, Rossin, L., Sanders, A. R., Shi, J., Sklar, P., St Clair, D., Stroup, T. S., Os, J., Wiersma, D., Zammit, S., Maier, Robert M, Zhu, Zhihong, Lee, Sang Hong, Trzaskowski, Maciej, Ruderfer, Douglas M, Stahl, Eli A, Ripke, Stephan, Wray, Naomi R, Yang, Jian, Visscher, Peter M, Robinson, Matthew R, Bipolar Disorder Working Grp Psy, Schizophrenia Working Grp Psychiat, Complex Trait Genetics, Amsterdam Neuroscience - Complex Trait Genetics, APH - Mental Health, ANS - Complex Trait Genetics, Adult Psychiatry, and Psychiatry

Subjects
0301 basic medicine, Bipolar Disorder, Chemistry(all), Science, General Physics and Astronomy, Genomics, Genome-wide association study, Computational biology, Biology, Physics and Astronomy(all), Risk Assessment, Biochemistry, General Biochemistry, Genetics and Molecular Biology, Article, predictive medicine, quantitative trait, 03 medical and health sciences, 0302 clinical medicine, SDG 3 - Good Health and Well-being, Pleiotropy, Genetic Pleiotropy, Humans, Genetic Predisposition to Disease, lcsh:Science, Multidisciplinary, Models, Statistical, Bipolar Disorder/genetics, Genome-Wide Association Study, Schizophrenia/genetics, Biochemistry, Genetics and Molecular Biology(all), General Chemistry, Precision medicine, R1, Biobank, 3. Good health, genome wide association studies, 030104 developmental biology, Trait, Schizophrenia, statistical methods, lcsh:Q, Risk assessment, 030217 neurology & neurosurgery, Genetics and Molecular Biology(all)
Abstract

Genomic prediction has the potential to contribute to precision medicine. However, to date, the utility of such predictors is limited due to low accuracy for most traits. Here theory and simulation study are used to demonstrate that widespread pleiotropy among phenotypes can be utilised to improve genomic risk prediction. We show how a genetic predictor can be created as a weighted index that combines published genome-wide association study (GWAS) summary statistics across many different traits. We apply this framework to predict risk of schizophrenia and bipolar disorder in the Psychiatric Genomics consortium data, finding substantial heterogeneity in prediction accuracy increases across cohorts. For six additional phenotypes in the UK Biobank data, we find increases in prediction accuracy ranging from 0.7% for height to 47% for type 2 diabetes, when using a multi-trait predictor that combines published summary statistics from multiple traits, as compared to a predictor based only on one trait., Genetic prediction of complex traits so far has limited accuracy because of insufficient understanding of the genetic risk. Here, Maier et al. develop an improved method for trait prediction that makes use of genetic correlations between traits and apply it to summary statistics of psychiatric diseases.

Published
2018

41. Plant-arthropod interactions: who is the winner?

Author

Stahl, E., Hilfiker, O., and Reymond, P.

Subjects
fungi, Animals, Arthropods/physiology, Biological Evolution, Herbivory/physiology, Insecta/physiology, Phytoplasma/virology, Plant Physiological Phenomena, Plant Proteins/metabolism, Plants/chemistry, Plants/metabolism, Receptors, Pattern Recognition/metabolism, arms race, arthropods, co-evolution, defense metabolites, effectors, elicitors, plant defense signaling
Abstract

Herbivorous arthropods have interacted with plants for millions of years. During feeding they release chemical cues that allow plants to detect the attack and mount an efficient defense response. A signaling cascade triggers the expression of hundreds of genes, which encode defensive proteins and enzymes for synthesis of toxic metabolites. This direct defense is often complemented by emission of volatiles that attract beneficial parasitoids. In return, arthropods have evolved strategies to interfere with plant defenses, either by producing effectors to inhibit detection and downstream signaling steps, or by adapting to their detrimental effect. In this review, we address the current knowledge on the molecular and chemical dialog between plants and herbivores, with an emphasis on co-evolutionary aspects.

Published
2018

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

Author

Anttila, V. Bulik-Sullivan, B. Finucane, H.K. Walters, R.K. Bras, J. Duncan, L. Escott-Price, V. Falcone, G.J. Gormley, P. Malik, R. Patsopoulos, N.A. Ripke, S. Wei, Z. Yu, D. Lee, P.H. Turley, P. Grenier-Boley, B. Chouraki, V. Kamatani, Y. Berr, C. Letenneur, L. Hannequin, D. Amouyel, P. Boland, A. Deleuze, J.-F. Duron, E. Vardarajan, B.N. Reitz, C. Goate, A.M. Huentelman, M.J. Ilyas Kamboh, M. Larson, E.B. Rogaeva, E. George-Hyslop, P.S. Hakonarson, H. Kukull, W.A. Farrer, L.A. Barnes, L.L. Beach, T.G. Yesim Demirci, F. Head, E. Hulette, C.M. Jicha, G.A. Kauwe, J.S.K. Kaye, J.A. Leverenz, J.B. Levey, A.I. Lieberman, A.P. Pankratz, V.S. Poon, W.W. Quinn, J.F. Saykin, A.J. Schneider, L.S. Smith, A.G. Sonnen, J.A. Stern, R.A. Van Deerlin, V.M. Van Eldik, L.J. Harold, D. Russo, G. Rubinsztein, D.C. Bayer, A. Tsolaki, M. Proitsi, P. Fox, N.C. Hampel, H. Owen, M.J. Mead, S. Passmore, P. Morgan, K. Nöthen, M.M. Rossor, M. Lupton, M.K. Hoffmann, P. Kornhuber, J. Lawlor, B. McQuillin, A. Al-Chalabi, A. Bis, J.C. Ruiz, A. Boada, M. Seshadri, S. Beiser, A. Rice, K. Van Der Lee, S.J. De Jager, P.L. Geschwind, D.H. Riemenschneider, M. Riedel-Heller, S. Rotter, J.I. Ransmayr, G. Hyman, B.T. Cruchaga, C. Alegret, M. Winsvold, B. Palta, P. Farh, K.-H. Cuenca-Leon, E. Furlotte, N. Kurth, T. Ligthart, L. Terwindt, G.M. Freilinger, T. Ran, C. Gordon, S.D. Borck, G. Adams, H.H.H. Lehtimäki, T. Wedenoja, J. Buring, J.E. Schürks, M. Hrafnsdottir, M. Hottenga, J.-J. Penninx, B. Artto, V. Kaunisto, M. Vepsäläinen, S. Martin, N.G. Montgomery, G.W. Kurki, M.I. Hämäläinen, E. Huang, H. Huang, J. Sandor, C. Webber, C. Muller-Myhsok, B. Schreiber, S. Salomaa, V. Loehrer, E. Göbel, H. Macaya, A. Pozo-Rosich, P. Hansen, T. Werge, T. Kaprio, J. Metspalu, A. Kubisch, C. Ferrari, M.D. Belin, A.C. Van Den Maagdenberg, A.M.J.M. Zwart, J.-A. Boomsma, D. Eriksson, N. Olesen, J. Chasman, D.I. Nyholt, D.R. Avbersek, A. Baum, L. Berkovic, S. Bradfield, J. Buono, R. Catarino, C.B. Cossette, P. De Jonghe, P. Depondt, C. Dlugos, D. Ferraro, T.N. French, J. Hjalgrim, H. Jamnadas-Khoda, J. Kälviäinen, R. Kunz, W.S. Lerche, H. Leu, C. Lindhout, D. Lo, W. Lowenstein, D. McCormack, M. Møller, R.S. Molloy, A. Ng, P.-W. Oliver, K. Privitera, M. Radtke, R. Ruppert, A.-K. Sander, T. Schachter, S. Schankin, C. Scheffer, I. Schoch, S. Sisodiya, S.M. Smith, P. Sperling, M. Striano, P. Surges, R. Neil Thomas, G. Visscher, F. Whelan, C.D. Zara, F. Heinzen, E.L. Marson, A. Becker, F. Stroink, H. Zimprich, F. Gasser, T. Gibbs, R. Heutink, P. Martinez, M. Morris, H.R. Sharma, M. Ryten, M. Mok, K.Y. Pulit, S. Bevan, S. Holliday, E. Attia, J. Battey, T. Boncoraglio, G. Thijs, V. Chen, W.-M. Mitchell, B. Rothwell, P. Sharma, P. Sudlow, C. Vicente, A. Markus, H. Kourkoulis, C. Pera, J. Raffeld, M. Silliman, S. Perica, V.B. Thornton, L.M. Huckins, L.M. William Rayner, N. Lewis, C.M. Gratacos, M. Rybakowski, F. Keski-Rahkonen, A. Raevuori, A. Hudson, J.I. Reichborn-Kjennerud, T. Monteleone, P. Karwautz, A. Mannik, K. Baker, J.H. O'Toole, J.K. Trace, S.E. Davis, O.S.P. Helder, S.G. Ehrlich, S. Herpertz-Dahlmann, B. Danner, U.N. Van Elburg, A.A. Clementi, M. Forzan, M. Docampo, E. Lissowska, J. Hauser, J. Tortorella, A. Maj, M. Gonidakis, F. Tziouvas, K. Papezova, H. Yilmaz, Z. Wagner, G. Cohen-Woods, S. Herms, S. Julia, A. Rabionet, R. Dick, D.M. Ripatti, S. Andreassen, O.A. Espeseth, T. Lundervold, A.J. Steen, V.M. Pinto, D. Scherer, S.W. Aschauer, H. Schosser, A. Alfredsson, L. Padyukov, L. Halmi, K.A. Mitchell, J. Strober, M. Bergen, A.W. Kaye, W. Szatkiewicz, J.P. Cormand, B. Ramos-Quiroga, J.A. Sánchez-Mora, C. Ribasés, M. Casas, M. Hervas, A. Arranz, M.J. Haavik, J. Zayats, T. Johansson, S. Williams, N. Dempfle, A. Rothenberger, A. Kuntsi, J. Oades, R.D. Banaschewski, T. Franke, B. Buitelaar, J.K. Vasquez, A.A. Doyle, A.E. Reif, A. Lesch, K.-P. Freitag, C. Rivero, O. Palmason, H. Romanos, M. Langley, K. Rietschel, M. Witt, S.H. Dalsgaard, S. Børglum, A.D. Waldman, I. Wilmot, B. Molly, N. Bau, C.H.D. Crosbie, J. Schachar, R. Loo, S.K. McGough, J.J. Grevet, E.H. Medland, S.E. Robinson, E. Weiss, L.A. Bacchelli, E. Bailey, A. Bal, V. Battaglia, A. Betancur, C. Bolton, P. Cantor, R. Celestino-Soper, P. Dawson, G. De Rubeis, S. Duque, F. Green, A. Klauck, S.M. 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.G. Thompson, R.C. Strohmaier, J. Matthews, K. Melle, I. Morris, D. Blackwood, D. McIntosh, A. Bergen, S.E. Schalling, M. Jamain, S. Maaser, A. Fischer, S.B. Reinbold, C.S. Fullerton, J.M. Guzman-Parra, J. Mayoral, F. Schofield, P.R. Cichon, S. Mühleisen, T.W. Degenhardt, F. Schumacher, J. Bauer, M. Mitchell, P.B. Gershon, E.S. Rice, J. Potash, J.B. Zandi, P.P. Craddock, N. Nicol Ferrier, I. Alda, M. Rouleau, G.A. Turecki, G. Ophoff, R. Pato, C. Anjorin, A. Stahl, E. Leber, M. Czerski, P.M. Cruceanu, C. Jones, I.R. Posthuma, D. Andlauer, T.F.M. Forstner, A.J. Streit, F. Baune, B.T. Air, T. Sinnamon, G. Wray, N.R. MacIntyre, D.J. Porteous, D. Homuth, G. Rivera, M. Grove, J. Middeldorp, C.M. Hickie, I. Pergadia, M. Mehta, D. Smit, J.H. Jansen, R. De Geus, E. Dunn, E. Li, Q.S. Nauck, M. Schoevers, R.A. Beekman, A.T.F. Knowles, J.A. Viktorin, A. Arnold, P. Barr, C.L. 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.M. Dietrich, A. Fernandez, T. Figee, M. Freimer, N. Gerber, G. Grados, M. Greenberg, E. Hanna, G.L. Hartmann, A. Hirschtritt, M.E. Hoekstra, P.J. Huang, A. Huyser, C. Illmann, C. Jenike, M. Kuperman, S. Leventhal, B. Lochner, C. Lyon, G.J. Macciardi, F. Madruga-Garrido, M. Malaty, I.A. Maras, A. McGrath, L. Miguel, E.C. Mir, P. Nestadt, G. Nicolini, H. Okun, M.S. Pakstis, A. Paschou, P. Piacentini, J. Pittenger, C. Plessen, K. Ramensky, V. Ramos, E.M. Reus, V. Richter, M.A. Riddle, M.A. Robertson, M.M. Roessner, V. Rosário, M. Samuels, J.F. Sandor, P. Stein, D.J. Tsetsos, F. Van Nieuwerburgh, F. Weatherall, S. Wendland, J.R. Wolanczyk, T. Worbe, Y. Zai, G. Goes, F.S. McLaughlin, N. Nestadt, P.S. Grabe, H.-J. Depienne, C. Konkashbaev, A. Lanzagorta, N. Valencia-Duarte, A. Bramon, E. Buccola, N. Cahn, W. Cairns, M. Chong, S.A. 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.L.C. Limborska, S. Loughland, C. Lönnqvist, J. Maher, B. Mattheisen, M. McDonald, C. Murphy, K.C. Nenadic, I. Van Os, J. Pantelis, C. Pato, M. Petryshen, T. Quested, D. Roussos, P. Sanders, A.R. Schall, U. Schwab, S.G. Sim, K. So, H.-C. Stögmann, E. Subramaniam, M. Toncheva, D. Waddington, J. Walters, J. Weiser, M. Cheng, W. Cloninger, R. Curtis, D. Gejman, P.V. Henskens, F. Mattingsdal, M. Oh, S.-Y. Scott, R. Webb, B. Breen, G. Churchhouse, C. Bulik, C.M. Daly, M. Dichgans, M. Faraone, S.V. Guerreiro, R. Holmans, P. Kendler, K.S. Koeleman, B. Mathews, C.A. Price, A. Scharf, J. Sklar, P. Williams, J. Wood, N.W. Cotsapas, C. Palotie, A. Smoller, J.W. Sullivan, P. Rosand, J. Corvin, A. Neale, B.M. The Brainstorm Consortium

Abstract

Disorders of the brain can exhibit considerable epidemiological comorbidity and often share symptoms, provoking debate about their etiologic overlap. We quantified the genetic sharing of 25 brain disorders from genome-wide association studies of 265,218 patients and 784,643 control participants and assessed their relationship to 17 phenotypes from 1,191,588 individuals. Psychiatric disorders share common variant risk, whereas neurological disorders appear more distinct from one another and from the psychiatric disorders. We also identified significant sharing between disorders and a number of brain phenotypes, including cognitive measures. Further, we conducted simulations to explore how statistical power, diagnostic misclassification, and phenotypic heterogeneity affect genetic correlations. These results highlight the importance of common genetic variation as a risk factor for brain disorders and the value of heritability-based methods in understanding their etiology. © 2018 American Association for the Advancement of Science. All rights reserved.

Published
2018

43. Partitioning heritability of regulatory and cell-type-specific variants across 11 common diseases

Author

Gusev, A, Lee, Sh, SWE SCZ, Consortium, O'Dushlaine, Cgusev, Trynka, G, Finucane, H, Vilhjálmsson, Bj, Xu, H, Zang, C, Ripke, S, Bulik Sullivan, B, Stahl, E, Schizophrenia, Working, Neale, Bm, Corvin, A, Walters, Jt, Farh, Kh, Holmans, Pa, Lee, P, Collier, Da, Huang, H, Pers, Th, Agartz, I, Agerbo, E, Albus, M, Alexander, M, Amin, F, Bacanu, Sa, Begemann, M, Belliveau, Ra, Bene, J, Bergen, Se, Bevilacqua, E, Bigdeli, Tb, Black, Dw, Børglum, Ad, Bruggeman, R, Buccola, Ng, Buckner, Rl, Byerley, W, Cahn, W, Cai, G, Campion, D, Cantor, Rm, Carr, Vj, Carrera, N, Catts, Sv, Chambert, Kd, Chan, Rc, Chen, Ry, Chen, Ey, Cheng, W, Cheung, Ef, Chong, Sa, Cloninger, Cr, Cohen, D, Cohen, N, Cormican, P, Craddock, N, Crowley, Jj, Curtis, D, Davidson, M, Davis, Kl, Degenhardt, F, Del, Favero, Delisi, Le, Demontis, D, Dikeos, D, Dinan, T, Djurovic, S, Donohoe, G, Drapeau, E, Duan, J, Dudbridge, F, Durmishi, N, Eichhammer, P, Eriksson, J, Escott Price, V, Essioux, L, Fanous, Ah, Farrell, Ms, Frank, J, Franke, L, Freedman, R, Freimer, Nb, Friedl, M, Friedman, Ji, Fromer, M, Genovese, G, Georgieva, L, Gershon, Es, Giegling, I, Giusti Rodrguez, P, Godard, S, Goldstein, Ji, Golimbet, V, Gopal, S, Gratten, J, Grove, J, Haan, De, Hammer, C, Hamshere, Ml, Hansen, M, Hansen, T, Haroutunian, V, Hartmann, Am, Henskens, Fa, Herms, S, Hirschhorn, Jn, Hoffmann, P, Hofman, A, Hollegaard, Mv, Hougaard, Dm, Ikeda, M, Joa, I, Julià, A, Kahn, Rs, Kalaydjieva, L, Karachanak Yankova, S, Karjalainen, J, Kavanagh, D, Keller, Mc, Kelly, Bj, Kennedy, Jl, Khrunin, A, Kim, Y, Klovins, J, Knowles, Ja, Konte, B, Kucinskas, V, Kucinskiene, Za, Kuzelova Ptackova, H, Kähler, Ak, Laurent, C, Keong, Jl, Legge, Se, Lerer, B, Li, M, Li, T, Liang, Ky, Lieberman, J, Limborska, S, Loughland, Cm, Lubinski, J, Lnnqvist, J, Macek, M, Magnusson, Pk, Maher, Bs, Maier, W, Mallet, J, Marsal, S, Mattheisen, M, Mattingsdal, M, Mccarley, Rw, Mcdonald, C, Mcintosh, Am, Meier, S, Meijer, Cj, Melegh, B, Melle, I, Mesholam Gately, Ri, Metspalu, A, Michie, Pt, Milani, L, Milanova, V, Mokrab, Y, Morris, Dw, Mors, O, Mortensen, Pb, Murphy, Kc, Murray, Rm, Myin Germeys, I, Mller Myhsok, B, Nelis, M, Nenadic, I, Nertney, Da, Nestadt, G, Nicodemus, Kk, Nikitina Zake, L, Nisenbaum, L, Nordin, A, O'Callaghan, E, O'Dushlaine, C, O'Neill, Fa, Sy, Oh, Olincy, A, Olsen, L, Van, Os, Pantelis, C, Papadimitriou, Gn, Papiol, S, Parkhomenko, E, Pato, Mt, Paunio, T, Pejovic Milovancevic, M, Perkins, Do, Pietilinen, O, Pimm, J, Pocklington, Aj, Powell, J, Price, A, Pulver, Ae, Purcell, Sm, Quested, D, Rasmussen, Hb, Reichenberg, A, Reimers, Ma, Richards, Al, Roffman, Jl, Roussos, P, Ruderfer, Dm, Salomaa, V, Sanders, Ar, Schall, U, Schubert, Cr, Schulze, Tg, Schwab, Sg, Scolnick, Em, Scott, Rj, Seidman, Lj, Shi, J, Sigurdsson, E, Silagadze, T, Silverman, Jm, Sim, K, Slominsky, P, Smoller, Jw, Hc, So, Spencer, Cc, Stahl, Ea, Stefansson, H, Steinberg, S, Stogmann, E, Straub, Re, Strengman, E, Strohmaier, J, Stroup, Ts, Subramaniam, M, Suvisaari, J, Svrakic, Dm, Szatkiewicz, Jp, Sderman, E, Thirumalai, S, Toncheva, D, Tooney, Pa, Tosato, Sarah, Veijola, J, Waddington, J, Walsh, D, Wang, D, Wang, Q, Webb, Bt, Weiser, M, Wildenauer, Db, Williams, Nm, Williams, S, Witt, Sh, Wolen, Ar, Wong, Eh, Wormley, Bk, Jq, Wu, Hs, Xi, Zai, Cc, Zheng, X, Zimprich, F, Wray, Nr, Stefansson, K, Visscher, Pm, Adolfsson, R, Andreassen, Oa, Blackwood, Dh, Bramon, E, Buxbaum, Jd, Brglum, Ad, Cichon, S, Darvasi, A, Domenici, E, Ehrenreich, H, Esko, T, Gejman, Pv, Gill, M, Gurling, H, Hultman, Cm, Iwata, N, Jablensky, Av, Jönsson, Eg, Kendler, Ks, Kirov, G, Knight, J, Lencz, T, Levinson, Df, Qs, Li, Liu, J, Malhotra, Ak, Mccarroll, Sa, Mcquillin, A, Moran, Jl, Mowry, Bj, Nthen, Mm, Ophoff, Ra, Owen, Mj, Palotie, A, Pato, Cn, Petryshen, Tl, Posthuma, D, Rietschel, M, Riley, Bp, Rujescu, D, Sham, Pc, Sklar, P, Clair, St, Weinberger, Dr, Wendland, Jr, Werge, T, Daly, Mj, Sullivan, Pf, O'Donovan, Mc, Chambert, K, Akterin, S, Bergen, S, Ruderfer, D, Scolnick, E, Purcell, S, Mccarroll, S, Daly, M, Pasaniuc, B, Raychaudhuri, S, Price, Al, Gusev, Alexander, Lee, S Hong, Trynka, Gosia, Finucane, Hilary K, Price, Alkes L, Schizophrenia Working Group of the Psychiatric Genomics Consortium, SWE-SCZ Consortium, ANS - Amsterdam Neuroscience, Adult Psychiatry, Other departments, Psychiatrie & Neuropsychologie, RS: MHeNs - R2 - Mental Health, Complex Trait Genetics, Functional Genomics, and Neuroscience Campus Amsterdam - Brain Mechanisms in Health & Disease

Subjects
Linkage disequilibrium, GWAS, schizophrenia, SNP, trait heritability, disease architecture, Inheritance Patterns, Single-nucleotide polymorphism, Genome-wide association study, Biology, Article, Open Reading Frames, SDG 3 - Good Health and Well-being, Genetic, Models, Genotype, Genetics, Humans, Genetics(clinical), Computer Simulation, Regulatory Elements, Transcriptional, Exome, Genetics (clinical), genotype imputation, Genetic association, Genetics & Heredity, genome-wide association study, Models, Genetic, Genetic Diseases, Inborn, Genetic Variation, Heritability, exome chips, Regulatory Elements, Inborn, Genetic Diseases, Transcriptional, coding variants, Genome-Wide Association Study
Abstract

Regulatory and coding variants are known to be enriched with associations identified by genome-wide association studies (GWASs) of complex disease, but their contributions to trait heritability are currently unknown. We applied variance-component methods to imputed genotype data for 11 common diseases to partition the heritability explained by genotyped SNPs (h(g)(2)) across functional categories (while accounting for shared variance due to linkage disequilibrium). Extensive simulations showed that in contrast to current estimates from GWAS summary statistics, the variance-component approach partitions heritability accurately under a wide range of complex-disease architectures. Across the 11 diseases DNaseI hypersensitivity sites (DHSs) from 217 cell types spanned 16% of imputed SNPs (and 24% of genotyped SNPs) but explained an average of 79% (SE = 8%) of h(g)(2) from imputed SNPs (5.1 x enrichment; p = 3.7 x 10(-17)) and 38% (SE = 4%) of h(g)(2) from genotyped SNPs (1.6 x enrichment, p = 1.0 x 10(-4)). Further enrichment was observed at enhancer DHSs and cell-type-specific DHSs. In contrast, coding variants, which span 1% of the genome, explained

Published
2014

44. Applying polygenic risk scoring for psychiatric disorders to a large family with bipolar disorder and major depressive disorder

Author

de Jong, S, Abdalla Diniz, MJ, Saloma, A, Gadelha, A, Santoro, ML, Ota, VK, Noto, C, Curtis, C, Newhouse, SJ, Patel, H, Hall, LS, O'Reilly, PF, Belangero, S, Bressan, RA, Breen, G, Wray, NR, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Adams, MJ, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Binder, EB, Blackwood, DHR, Bryois, J, Buttenschon, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, T-K, Coleman, JR, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, C, Dunn, EC, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Forstner, AJ, Frank, J, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Ising, M, Jansen, R, Jones, I, Jones, LA, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Krogh, J, Kutalik, Z, Li, Y, Lind, PA, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, Mcgrath, P, Mcguffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Peyrot, WJ, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Shyn, S, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Smith, DJ, Stefansson, H, Steinberg, S, Streit, F, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thomson, PA, Thorgeirsson, TE, Traylor, M, Treutlein, J, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, Van der Auwera, S, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Witt, SH, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Baune, BT, Berger, K, Boomsma, D, Cichon, S, Dannlowski, U, de Geus, EJC, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Grabe, HJ, Hamilton, SP, Hayward, C, Heath, AC, Kendler, KS, Kloiber, S, Lewis, G, Li, QS, Lucae, S, Madden, PAF, Magnusson, PK, Martin, NG, McIntosh, AM, Metspalu, A, Mors, O, Mortensen, PB, Mueller-Myhsok, B, Nordentoft, M, Noethen, MM, O'Donovan, MC, Paciga, SA, Pedersen, NL, Penninx, BWJH, Perlis, RH, Porteous, DJ, Potash, JB, Preisig, M, Rietschel, M, Schaefer, C, Schulze, TG, Smoller, JW, Stefansson, K, Tiemeier, H, Uher, R, Voelzke, H, Weissman, MM, Werge, T, Lewis, CM, Levinson, DF, Borglum, AD, Sullivan, PF, Meier, S, Strauss, J, Xu, W, Vincent, JB, Matthews, K, Ferreira, M, O'Dushlaine, C, Purcell, S, Raychaudhuri, S, Ruderfer, DM, Sklar, P, Scott, LJ, Flickinger, M, Burmeister, M, Li, J, Guan, W, Absher, D, Thompson, RC, Meng, FG, Schatzberg, AF, Bunney, WE, Barchas, JD, Watson, SJ, Myers, RM, Akil, H, Boehnke, M, Chambert, K, Moran, J, Scolnick, E, Djurovic, S, Melle, I, Morken, G, Corvin, A, Anjorin, A, Kandaswamy, R, Lawrence, J, McLean, AW, Pickard, BS, Bergen, SE, Nimgaonkar, V, Landen, M, Schalling, M, Osby, U, Backlund, L, Frisen, L, Langstrom, N, Stahl, E, Dobbyn, A, Jamain, S, Etain, B, Bellivier, F, Leber, M, Maaser, A, Fischer, SB, Reinbold, CS, Kittel-Schneider, S, Fullerton, JM, Oruc, L, Para, JG, Mayoral, F, Rivas, F, Czerski, PM, Kammerer-Ciernioch, J, Vedder, H, Borrmann-Hassenbach, M, Pfennig, A, Brennan, P, McKay, JD, Kogevinas, M, Schwarz, M, Schofield, PR, Muehleisen, TW, Schumacher, J, Bauer, M, Wright, A, Mitchell, PB, Hautzinger, M, Kelsoe, JR, Greenwood, TA, Nievergelt, CM, Shilling, PD, Smith, EN, Bloss, CS, Edenberg, HJ, Koller, DL, Gershon, ES, Liu, C, Badner, JA, Scheftner, WA, Lawson, WB, Nwulia, EA, Hipolito, M, Coryell, W, Rice, J, Byerley, W, McMahon, FJ, Lohoff, FW, Zandi, PP, Mahon, PB, McInnis, MG, Zollner, S, Zhang, P, Szelinger, S, St Clair, D, Caesar, S, Gordon-Smith, K, Fraser, C, Green, EK, Grozeva, D, Hamshere, ML, Kirov, G, Nikolov, I, Collier, DA, Elkin, A, Williamson, R, Young, AH, Ferrier, IN, Milanova, V, Alda, M, Cervantes, P, Cruceanu, C, Rouleau, GA, Turecki, G, Paciga, S, Winslow, AR, Grigoroiu-Serbanescu, M, Ophoff, R, Adolfsson, R, Adolfsson, AN, Del-Favero, J, Pato, C, Biernacka, JM, Frye, MA, Morris, D, Schork, NJ, Reif, A, Lissowska, J, Hauser, J, Szeszenia-Dabrowska, N, McGhee, K, Quinn, E, Moskvina, V, Holmans, PA, Farmer, A, Kennedy, JL, Andreassen, OA, Mattingsdal, M, Bass, NJ, Gurling, H, McQuillin, A, Breuer, R, Hultman, C, Lichtenstein, P, Huckins, LM, Leboyer, M, Lathrop, M, Nurnberger, J, Steffens, M, Foroud, TM, Berrettini, WH, Craig, DW, Shi, J, de Jong, S, Abdalla Diniz, MJ, Saloma, A, Gadelha, A, Santoro, ML, Ota, VK, Noto, C, Curtis, C, Newhouse, SJ, Patel, H, Hall, LS, O'Reilly, PF, Belangero, S, Bressan, RA, Breen, G, Wray, NR, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Adams, MJ, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Binder, EB, Blackwood, DHR, Bryois, J, Buttenschon, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, T-K, Coleman, JR, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, C, Dunn, EC, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Forstner, AJ, Frank, J, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Ising, M, Jansen, R, Jones, I, Jones, LA, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Krogh, J, Kutalik, Z, Li, Y, Lind, PA, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, Mcgrath, P, Mcguffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Peyrot, WJ, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Shyn, S, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Smith, DJ, Stefansson, H, Steinberg, S, Streit, F, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thomson, PA, Thorgeirsson, TE, Traylor, M, Treutlein, J, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, Van der Auwera, S, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Witt, SH, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Baune, BT, Berger, K, Boomsma, D, Cichon, S, Dannlowski, U, de Geus, EJC, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Grabe, HJ, Hamilton, SP, Hayward, C, Heath, AC, Kendler, KS, Kloiber, S, Lewis, G, Li, QS, Lucae, S, Madden, PAF, Magnusson, PK, Martin, NG, McIntosh, AM, Metspalu, A, Mors, O, Mortensen, PB, Mueller-Myhsok, B, Nordentoft, M, Noethen, MM, O'Donovan, MC, Paciga, SA, Pedersen, NL, Penninx, BWJH, Perlis, RH, Porteous, DJ, Potash, JB, Preisig, M, Rietschel, M, Schaefer, C, Schulze, TG, Smoller, JW, Stefansson, K, Tiemeier, H, Uher, R, Voelzke, H, Weissman, MM, Werge, T, Lewis, CM, Levinson, DF, Borglum, AD, Sullivan, PF, Meier, S, Strauss, J, Xu, W, Vincent, JB, Matthews, K, Ferreira, M, O'Dushlaine, C, Purcell, S, Raychaudhuri, S, Ruderfer, DM, Sklar, P, Scott, LJ, Flickinger, M, Burmeister, M, Li, J, Guan, W, Absher, D, Thompson, RC, Meng, FG, Schatzberg, AF, Bunney, WE, Barchas, JD, Watson, SJ, Myers, RM, Akil, H, Boehnke, M, Chambert, K, Moran, J, Scolnick, E, Djurovic, S, Melle, I, Morken, G, Corvin, A, Anjorin, A, Kandaswamy, R, Lawrence, J, McLean, AW, Pickard, BS, Bergen, SE, Nimgaonkar, V, Landen, M, Schalling, M, Osby, U, Backlund, L, Frisen, L, Langstrom, N, Stahl, E, Dobbyn, A, Jamain, S, Etain, B, Bellivier, F, Leber, M, Maaser, A, Fischer, SB, Reinbold, CS, Kittel-Schneider, S, Fullerton, JM, Oruc, L, Para, JG, Mayoral, F, Rivas, F, Czerski, PM, Kammerer-Ciernioch, J, Vedder, H, Borrmann-Hassenbach, M, Pfennig, A, Brennan, P, McKay, JD, Kogevinas, M, Schwarz, M, Schofield, PR, Muehleisen, TW, Schumacher, J, Bauer, M, Wright, A, Mitchell, PB, Hautzinger, M, Kelsoe, JR, Greenwood, TA, Nievergelt, CM, Shilling, PD, Smith, EN, Bloss, CS, Edenberg, HJ, Koller, DL, Gershon, ES, Liu, C, Badner, JA, Scheftner, WA, Lawson, WB, Nwulia, EA, Hipolito, M, Coryell, W, Rice, J, Byerley, W, McMahon, FJ, Lohoff, FW, Zandi, PP, Mahon, PB, McInnis, MG, Zollner, S, Zhang, P, Szelinger, S, St Clair, D, Caesar, S, Gordon-Smith, K, Fraser, C, Green, EK, Grozeva, D, Hamshere, ML, Kirov, G, Nikolov, I, Collier, DA, Elkin, A, Williamson, R, Young, AH, Ferrier, IN, Milanova, V, Alda, M, Cervantes, P, Cruceanu, C, Rouleau, GA, Turecki, G, Paciga, S, Winslow, AR, Grigoroiu-Serbanescu, M, Ophoff, R, Adolfsson, R, Adolfsson, AN, Del-Favero, J, Pato, C, Biernacka, JM, Frye, MA, Morris, D, Schork, NJ, Reif, A, Lissowska, J, Hauser, J, Szeszenia-Dabrowska, N, McGhee, K, Quinn, E, Moskvina, V, Holmans, PA, Farmer, A, Kennedy, JL, Andreassen, OA, Mattingsdal, M, Bass, NJ, Gurling, H, McQuillin, A, Breuer, R, Hultman, C, Lichtenstein, P, Huckins, LM, Leboyer, M, Lathrop, M, Nurnberger, J, Steffens, M, Foroud, TM, Berrettini, WH, Craig, DW, and Shi, J

Abstract

Psychiatric disorders are thought to have a complex genetic pathology consisting of interplay of common and rare variation. Traditionally, pedigrees are used to shed light on the latter only, while here we discuss the application of polygenic risk scores to also highlight patterns of common genetic risk. We analyze polygenic risk scores for psychiatric disorders in a large pedigree (n ~ 260) in which 30% of family members suffer from major depressive disorder or bipolar disorder. Studying patterns of assortative mating and anticipation, it appears increased polygenic risk is contributed by affected individuals who married into the family, resulting in an increasing genetic risk over generations. This may explain the observation of anticipation in mood disorders, whereby onset is earlier and the severity increases over the generations of a family. Joint analyses of rare and common variation may be a powerful way to understand the familial genetics of psychiatric disorders.

Published
2018

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

Author

Anttila, V, Bulik-Sullivan, B, Finucane, H, Walters, R, Bras, J, Duncan, L, Escott-Price, V, Falcone, G, Gormley, P, Malik, R, Patsopoulos, N, Ripke, S, Wei, Z, Yu, D, Lee, P, Turley, P, Grenier-Boley, B, Chouraki, V, Kamatani, Y, Berr, C, Letenneur, L, Hannequin, D, Amouyel, P, Boland, A, Deleuze, J, Duron, E, Vardarajan, B, Reitz, C, Goate, A, Huentelman, M, Ilyas Kamboh, M, Larson, E, Rogaeva, E, George-Hyslop, P, Hakonarson, H, Kukull, W, Farrer, L, Barnes, L, Beach, T, Yesim Demirci, F, Head, E, Hulette, C, Jicha, G, Kauwe, J, Kaye, J, Leverenz, J, Levey, A, Lieberman, A, Pankratz, V, Poon, W, Quinn, J, Saykin, A, Schneider, L, Smith, A, Sonnen, J, Stern, R, Van Deerlin, V, Van Eldik, L, Harold, D, Russo, G, Rubinsztein, D, Bayer, A, Tsolaki, M, Proitsi, P, Fox, N, Hampel, H, Owen, M, Mead, S, Passmore, P, Morgan, K, Nöthen, M, Rossor, M, Lupton, M, Hoffmann, P, Kornhuber, J, Lawlor, B, Mcquillin, A, Al-Chalabi, A, Bis, J, Ruiz, A, Boada, M, Seshadri, S, Beiser, A, Rice, K, Van Der Lee, S, De Jager, P, Geschwind, D, Riemenschneider, M, Riedel-Heller, S, Rotter, J, Ransmayr, G, Hyman, B, Cruchaga, C, Alegret, M, Winsvold, B, Palta, P, Farh, K, Cuenca-Leon, E, Furlotte, N, Kurth, T, Ligthart, L, Terwindt, G, Freilinger, T, Ran, C, Gordon, S, Borck, G, Adams, H, Lehtimäki, T, Wedenoja, J, Buring, J, Schürks, M, Hrafnsdottir, M, Hottenga, J, Penninx, B, Artto, V, Kaunisto, M, Vepsäläinen, S, Martin, N, Montgomery, G, Kurki, M, Hämäläinen, E, Huang, H, Huang, J, Sandor, C, Webber, C, Muller-Myhsok, B, Schreiber, S, Salomaa, V, Loehrer, E, Göbel, H, Macaya, A, Pozo-Rosich, P, Hansen, T, Werge, T, Kaprio, J, Metspalu, A, Kubisch, C, Ferrari, M, Belin, A, Van Den Maagdenberg, A, Zwart, J, Boomsma, D, Eriksson, N, Olesen, J, Chasman, D, Nyholt, D, Avbersek, A, Baum, L, Berkovic, S, Bradfield, J, Buono, R, Catarino, C, Cossette, P, De Jonghe, P, Depondt, C, Dlugos, D, Ferraro, T, French, J, Hjalgrim, H, Jamnadas-Khoda, J, Kälviäinen, R, Kunz, W, Lerche, H, Leu, C, Lindhout, D, Lo, W, Lowenstein, D, Mccormack, M, Møller, R, Molloy, A, Ng, P, Oliver, K, Privitera, M, Radtke, R, Ruppert, A, Sander, T, Schachter, S, Schankin, C, Scheffer, I, Schoch, S, Sisodiya, S, Smith, P, Sperling, M, Striano, P, Surges, R, Neil Thomas, G, Visscher, F, Whelan, C, Zara, F, Heinzen, E, Marson, A, Becker, F, Stroink, H, Zimprich, F, Gasser, T, Gibbs, R, Heutink, P, Martinez, M, Morris, H, Sharma, M, Ryten, M, Mok, K, Pulit, S, Bevan, S, Holliday, E, Attia, J, Battey, T, Boncoraglio, G, Thijs, V, Chen, W, Mitchell, B, Rothwell, P, Sharma, P, Sudlow, C, Vicente, A, Markus, H, Kourkoulis, C, Pera, J, Raffeld, M, Silliman, S, Perica, V, Thornton, L, Huckins, L, William Rayner, N, Lewis, C, Gratacos, M, Rybakowski, F, Keski-Rahkonen, A, Raevuori, A, Hudson, J, Reichborn-Kjennerud, T, Monteleone, P, Karwautz, A, Mannik, K, Baker, J, O'Toole, J, Trace, S, Davis, O, Helder, S, Ehrlich, S, Herpertz-Dahlmann, B, Danner, U, Van Elburg, A, Clementi, M, Forzan, M, Docampo, E, Lissowska, J, Hauser, J, Tortorella, A, Maj, M, Gonidakis, F, Tziouvas, K, Papezova, H, Yilmaz, Z, Wagner, G, Cohen-Woods, S, Herms, S, Julia, A, Rabionet, R, Dick, D, Ripatti, S, Andreassen, O, Espeseth, T, Lundervold, A, Steen, V, Pinto, D, Scherer, S, Aschauer, H, Schosser, A, Alfredsson, L, Padyukov, L, Halmi, K, Mitchell, J, Strober, M, Bergen, A, Kaye, W, Szatkiewicz, J, Cormand, B, Ramos-Quiroga, J, Sánchez-Mora, C, Ribasés, M, Casas, M, Hervas, A, Arranz, M, Haavik, J, Zayats, T, Johansson, S, Williams, N, Dempfle, A, Rothenberger, A, Kuntsi, J, Oades, R, Banaschewski, T, Franke, B, Buitelaar, J, Vasquez, A, Doyle, A, Reif, A, Lesch, K, Freitag, C, Rivero, O, Palmason, H, Romanos, M, Langley, K, Rietschel, M, Witt, S, Dalsgaard, S, Børglum, A, Waldman, I, Wilmot, B, Molly, N, Bau, C, Crosbie, J, Schachar, R, Loo, S, Mcgough, J, Grevet, E, Medland, S, Robinson, E, Weiss, L, Bacchelli, E, Bailey, A, Bal, V, Battaglia, A, Betancur, C, Bolton, P, Cantor, R, Celestino-Soper, P, Dawson, G, De Rubeis, S, 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, 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., 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, 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 H. H., 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 M. J. M., 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, 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, Neil Thomas, G., 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 BATTISTA, 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, Andreas, 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, Fragiskos, Tziouvas, Konstantinos, Papezova, Hana, Yilmaz, Zeynep, Wagner, Gudrun, Cohen-Woods, Sarah, Herms, Stefan, Julia, 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., Vasquez, Alejandro Arias, 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 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, Thomas, 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, 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, Nicol Ferrier, I., 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 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, Matthias, 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, 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, Keong, Jimmy Lee Chee, 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., Anttila, V, Bulik-Sullivan, B, Finucane, H, Walters, R, Bras, J, Duncan, L, Escott-Price, V, Falcone, G, Gormley, P, Malik, R, Patsopoulos, N, Ripke, S, Wei, Z, Yu, D, Lee, P, Turley, P, Grenier-Boley, B, Chouraki, V, Kamatani, Y, Berr, C, Letenneur, L, Hannequin, D, Amouyel, P, Boland, A, Deleuze, J, Duron, E, Vardarajan, B, Reitz, C, Goate, A, Huentelman, M, Ilyas Kamboh, M, Larson, E, Rogaeva, E, George-Hyslop, P, Hakonarson, H, Kukull, W, Farrer, L, Barnes, L, Beach, T, Yesim Demirci, F, Head, E, Hulette, C, Jicha, G, Kauwe, J, Kaye, J, Leverenz, J, Levey, A, Lieberman, A, Pankratz, V, Poon, W, Quinn, J, Saykin, A, Schneider, L, Smith, A, Sonnen, J, Stern, R, Van Deerlin, V, Van Eldik, L, Harold, D, Russo, G, Rubinsztein, D, Bayer, A, Tsolaki, M, Proitsi, P, Fox, N, Hampel, H, Owen, M, Mead, S, Passmore, P, Morgan, K, Nöthen, M, Rossor, M, Lupton, M, 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Abstract

Disorders of the brain can exhibit considerable epidemiological comorbidity and often share symptoms, provoking debate about their etiologic overlap. We quantified the genetic sharing of 25 brain disorders from genome-wide association studies of 265,218 patients and 784,643 control participants and assessed their relationship to 17 phenotypes from 1,191,588 individuals. Psychiatric disorders share common variant risk, whereas neurological disorders appear more distinct from one another and from the psychiatric disorders. We also identified significant sharing between disorders and a number of brain phenotypes, including cognitive measures. Further, we conducted simulations to explore how statistical power, diagnostic misclassification, and phenotypic heterogeneity affect genetic correlations. These results highlight the importance of common genetic variation as a risk factor for brain disorders and the value of heritability-based methods in understanding their etiology.

Published
2018

47. Systematic Evaluation of Pleiotropy Identifies 6 Further Loci Associated With Coronary Artery Disease

Author

Webb, T.R., Erdmann, J., Stirrups, K.E., Stitziel, N.O., Masca, N.G.D., Jansen, H., Kanoni, S., Nelson, C.P., Ferrario, P.G., Konig, I.R., Eicher, J.D., Johnson, A.D., Hamby, S.E., Betsholtz, C., Ruusalepp, A., Franzen, O., Schadt, E.E., Bjorkegren, J.L.M., Weeke, P.E., Auer, P.L., Schick, U.M., Lu, Y.C., Zhang, H., Dube, M.P., Goel, A., Farrall, M., Peloso, G.M., Won, H.H., R. do, Iperen, E. van, Kruppa, J., Mahajan, A., Scott, R.A., Willenborg, C., Braund, P.S., Capelleveen, J.C. van, Doney, A.S.F., Donnelly, L.A., Asselta, R., Merlini, P.A., Duga, S., Marziliano, N., Denny, J.C., Shaffer, C., El-Mokhtari, N.E., Franke, A., Heilmann, S., Hengstenberg, C., Hoffmann, P., Holmen, O.L., Hveem, K., Jansson, J.H., Jockel, K.H., Kessler, T., Kriebel, J., Laugwitz, K.L., Marouli, E., Martinelli, N., McCarthy, M.I., Zuydam, N.R. van, Meisinger, C., Esko, T., Mihailov, E., Escher, S.A., Alver, M., Moebus, S., Morris, A.D., Virtamo, J., Nikpay, M., Olivieri, O., Provost, S., AlQarawi, A., Robertson, N.R., Akinsansya, K.O., Reilly, D.F., Vogt, T.F., Yin, W., Asselbergs, F.W., Kooperberg, C., Jackson, R.D., Stahl, E., Muller-Nurasyid, M., Strauch, K., Varga, T.V., Waldenberger, M., Zeng, L.Y., Chowdhury, R., Salomaa, V., Ford, I., Jukema, J.W., Amouyel, P., Kontto, J., Nordestgaard, B.G., Ferrieres, J., Saleheen, D., Sattar, N., Surendran, P., Wagner, A., Young, R., Howson, J.M.M., Butterworth, A.S., Danesh, J., Ardissino, D., Bottinger, E.P., Erbel, R., Franks, P.W., Girelli, D., Hall, A.S., Hovingh, G.K., Kastrati, A., Lieb, W., Meitinger, T., Kraus, W.E., Shah, S.H., McPherson, R., Orho-Melander, M., Melander, O., Metspalu, A., Palmer, C.N.A., Peters, A., Rader, D.J., Reilly, M.P., Loos, R.J.F., Reiner, A.P., Roden, D.M., Tardif, J.C., Thompson, J.R., Wareham, N.J., Watkins, H., Willer, C.J., Samani, N.J., Schunkert, H., Deloukas, P., Kathiresan, S., Wellcome Trust Case Control, MORGAM Investigators, and Myocardial Infarction Genetics

Subjects
expression quantitative trait loci, single nucleotide polymorphism, cholesteryl ester transfer protein, genome-wide association, genetics
Abstract

BACKGROUND: Genome-wide association studies have so far identified 56 loci associated with risk of coronary artery disease (CAD). Many CAD loci show pleiotropy; that is, they are also associated with other diseases or traits. OBJECTIVES: This study sought to systematically test if genetic variants identified for non-CAD diseases/traits also associate with CAD and to undertake a comprehensive analysis of the extent of pleiotropy of all CAD loci. METHODS: In discovery analyses involving 42,335 CAD cases and 78,240 control subjects we tested the association of 29,383 common (minor allele frequency >5%) single nucleotide polymorphisms available on the exome array, which included a substantial proportion of known or suspected single nucleotide polymorphisms associated with common diseases or traits as of 2011. Suggestive association signals were replicated in an additional 30,533 cases and 42,530 control subjects. To evaluate pleiotropy, we tested CAD loci for association with cardiovascular risk factors (lipid traits, blood pressure phenotypes, body mass index, diabetes, and smoking behavior), as well as with other diseases/traits through interrogation of currently available genome-wide association study catalogs. RESULTS: We identified 6 new loci associated with CAD at genome-wide significance: on 2q37 (KCNJ13-GIGYF2), 6p21 (C2), 11p15 (MRVI1-CTR9), 12q13 (LRP1), 12q24 (SCARB1), and 16q13 (CETP). Risk allele frequencies ranged from 0.15 to 0.86, and odds ratio per copy of the risk allele ranged from 1.04 to 1.09. Of 62 new and known CAD loci, 24 (38.7%) showed statistical association with a traditional cardiovascular risk factor, with some showing multiple associations, and 29 (47%) showed associations at p < 1 × 10(-4) with a range of other diseases/traits. CONCLUSIONS: We identified 6 loci associated with CAD at genome-wide significance. Several CAD loci show substantial pleiotropy, which may help us understand the mechanisms by which these loci affect CAD risk.

Published
2017

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