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2. 21st-Century Genetics in Psychiatric Residency Training

Author

Besterman, Aaron D, Moreno-De-Luca, Daniel, and Nurnberger, John I

Subjects
Biological Sciences, Genetics, Good Health and Well Being, Clinical Competence, Humans, Internship and Residency, Psychiatry, Other Medical and Health Sciences, Psychology, Cognitive Sciences, Clinical sciences, Clinical and health psychology
Published
2019

3. What Should a Psychiatrist Know About Genetics? Review and Recommendations From the Residency Education Committee of the International Society of Psychiatric Genetics.

Author

Nurnberger, John I, Austin, Jehannine, Berrettini, Wade H, Besterman, Aaron D, DeLisi, Lynn E, Grice, Dorothy E, Kennedy, James L, Moreno-De-Luca, Daniel, Potash, James B, Ross, David A, Schulze, Thomas G, and Zai, Gwyneth

Subjects
Biomedical and Clinical Sciences, Clinical Sciences, Genetics, Mental Health, Brain Disorders, Human Genome, Intellectual and Developmental Disabilities (IDD), Autism, Genetic Testing, Mental health, Quality Education, Humans, Internship and Residency, Mental Disorders, Psychiatry, Psychotropic Drugs, Societies, Medical, Medical and Health Sciences, Psychology and Cognitive Sciences, Clinical sciences
Abstract

The International Society of Psychiatric Genetics (ISPG) created a Residency Education Committee with the purpose of identifying key genetic knowledge that should be taught in psychiatric training programs. Thirteen committee members were appointed by the ISPG Board of Directors, based on varied training, expertise, gender, and national origin. The Committee has met quarterly for the past 2 years, with periodic reports to the Board and to the members of the Society. The information summarized includes the existing literature in the field of psychiatric genetics and the output of ongoing large genomics consortia. An outline of clinically relevant areas of genetic knowledge was developed, circulated, and approved. This document was expanded and annotated with appropriate references, and the manuscript was developed. Specific information regarding the contribution of common and rare genetic variants to major psychiatric disorders and treatment response is now available. Current challenges include the following: (1) Genetic testing is recommended in the evaluation of autism and intellectual disability, but its use is limited in current clinical practice. (2) Commercial pharmacogenomic testing is widely available, but its utility has not yet been clearly established. (3) Other methods, such as whole exome and whole genome sequencing, will soon be clinically applicable. The need for informed genetic counseling in psychiatry is greater than ever before, knowledge in the field is rapidly growing, and genetic education should become an integral part of psychiatric training.

Published
2019

4. Molecular Markers for Analyses of Genetic Diversity within the Anastrepha fraterculus Complex with Emphasis on Argentine Populations.

Author

Gomulski, Ludvik M., Vera, María Teresa, Lanzavecchia, Silvia B., Piccinno, Riccardo, Fiorenza, Giulia, De Luca, Daniel, Carrizo, Beatriz N., Bouvet, Juan Pedro R., Viana, Valeria A., Cárceres, Carlos, Enkerlin, Walther, Malacrida, Anna R., and Gasperi, Giuliano

Subjects
FRUIT flies, GENETIC markers, ANASTREPHA, GENETIC variation, PEST control
Abstract

Simple Summary: The South American fruit fly Anastrepha fraterculus (Wiedmann) is found from northern Mexico to northern Argentina, where it causes damage to many different wild and cultivated fruits. It is a not a single species, but a complex of practically identical species. Eight morphological types (morphotypes) have been identified. To facilitate the identification of the species, alternative, non-morphological methods, such as those based on genome sequences, are necessary. The sterile insect technique is an efficient method used to combat these pests, which involves the release of many sterile male insects into the wild. Mass-reared sterile field-released males mate with females, which lay inviable eggs, thereby reducing the population. This approach is only successful when the released males are sexually compatible with the females of the target population. Hence, accurate identification is necessary for its success. We evaluated the use of the internal transcribed spacer 2 (ITS2) sequence for discriminating members of the A. fraterculus cryptic species complex and a related species, Anastrepha schultzi Blanchard. The ITS2 sequence successfully discriminated between different morphotypes and provides a basis for the development of keys for discrimination of the species within the complex. ITS2 also represents an important marker for the poorly studied species A. schultzi. The South American fruit fly Anastrepha fraterculus (Wiedmann) has a vast range extending from northern Mexico, through Central America, to South America where it is an extremely polyphagous pest of wild and cultivated fruits. It is a complex of cryptic species currently composed of eight recognised morphotypes: "Mexican", "Venezuelan", "Andean", "Peruvian", "Ecuadorian", and the three Brazilian morphotypes "Brazilian-1", "Brazilian-2", and "Brazilian-3". Molecular markers that can identify the member species of the complex are crucial for the implementation of effective pest control measures, such as the sterile insect technique. The object of this study was to evaluate the use of the internal transcribed spacer 2 (ITS2) sequence for discriminating several members of the A. fraterculus cryptic species complex (Mexican, Peruvian, and Brazilian-1) and a related species, Anastrepha schultzi Blanchard. The analysis highlighted significant genetic differentiation between the evaluated morphotypes, allowed their discrimination within the A. fraterculus cryptic species complex, and provided new insights into their genetic relationships. The ITS2 marker provides a basis for the development of taxonomic keys for the discrimination of the cryptic taxa within the A. fraterculus cryptic species complex. ITS2 also represents an important marker for the poorly studied species A. schultzi. [ABSTRACT FROM AUTHOR]

Published
2024
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5. Leveraging neuroscience education to address stigma related to opioid use disorder in the community: a pilot study

Author

Kyzar, Evan J., primary, Arbuckle, Melissa R., additional, Abba-Aji, Adam, additional, Balachandra, Krishna, additional, Cooper, Joseph, additional, Dela Cruz, Adriane, additional, Edens, Ellen, additional, Heward, Brady, additional, Jibson, Michael, additional, Jordan, Ayana, additional, Moreno-De-Luca, Daniel, additional, Pazderka, Hannah, additional, Singh, Mohit, additional, Weleff, Jeremy J., additional, Yau, Bernice, additional, Young, Justin, additional, and Ross, David A., additional

Published
2024
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6. Insights into Autism Spectrum Disorder Genomic Architecture and Biology from 71 Risk Loci

Author

Sanders, Stephan J, He, Xin, Willsey, A Jeremy, Ercan-Sencicek, A Gulhan, Samocha, Kaitlin E, Cicek, A Ercument, Murtha, Michael T, Bal, Vanessa H, Bishop, Somer L, Dong, Shan, Goldberg, Arthur P, Jinlu, Cai, Keaney, John F, Klei, Lambertus, Mandell, Jeffrey D, Moreno-De-Luca, Daniel, Poultney, Christopher S, Robinson, Elise B, Smith, Louw, Solli-Nowlan, Tor, Su, Mack Y, Teran, Nicole A, Walker, Michael F, Werling, Donna M, Beaudet, Arthur L, Cantor, Rita M, Fombonne, Eric, Geschwind, Daniel H, Grice, Dorothy E, Lord, Catherine, Lowe, Jennifer K, Mane, Shrikant M, Martin, Donna M, Morrow, Eric M, Talkowski, Michael E, Sutcliffe, James S, Walsh, Christopher A, Yu, Timothy W, Consortium, Autism Sequencing, Ledbetter, David H, Martin, Christa Lese, Cook, Edwin H, Buxbaum, Joseph D, Daly, Mark J, Devlin, Bernie, Roeder, Kathryn, and State, Matthew W

Subjects
Biological Psychology, Biomedical and Clinical Sciences, Neurosciences, Psychology, Pediatric, Prevention, Biotechnology, Brain Disorders, Genetics, Mental Health, Intellectual and Developmental Disabilities (IDD), Human Genome, Autism, 2.1 Biological and endogenous factors, Aetiology, Mental health, Autism Spectrum Disorder, Female, Genetic Loci, Genetic Variation, Humans, Male, Protein Interaction Maps, Autism Sequencing Consortium, Cognitive Sciences, Neurology & Neurosurgery, Biological psychology
Abstract

Analysis of de novo CNVs (dnCNVs) from the full Simons Simplex Collection (SSC) (N = 2,591 families) replicates prior findings of strong association with autism spectrum disorders (ASDs) and confirms six risk loci (1q21.1, 3q29, 7q11.23, 16p11.2, 15q11.2-13, and 22q11.2). The addition of published CNV data from the Autism Genome Project (AGP) and exome sequencing data from the SSC and the Autism Sequencing Consortium (ASC) shows that genes within small de novo deletions, but not within large dnCNVs, significantly overlap the high-effect risk genes identified by sequencing. Alternatively, large dnCNVs are found likely to contain multiple modest-effect risk genes. Overall, we find strong evidence that de novo mutations are associated with ASD apart from the risk for intellectual disability. Extending the transmission and de novo association test (TADA) to include small de novo deletions reveals 71 ASD risk loci, including 6 CNV regions (noted above) and 65 risk genes (FDR ≤ 0.1).

Published
2015

7. A genome-wide association study of autism using the Simons Simplex Collection: Does reducing phenotypic heterogeneity in autism increase genetic homogeneity?

Author

Chaste, Pauline, Klei, Lambertus, Sanders, Stephan J, Hus, Vanessa, Murtha, Michael T, Lowe, Jennifer K, Willsey, A Jeremy, Moreno-De-Luca, Daniel, Yu, Timothy W, Fombonne, Eric, Geschwind, Daniel, Grice, Dorothy E, Ledbetter, David H, Mane, Shrikant M, Martin, Donna M, Morrow, Eric M, Walsh, Christopher A, Sutcliffe, James S, Lese Martin, Christa, Beaudet, Arthur L, Lord, Catherine, State, Matthew W, Cook, Edwin H, and Devlin, Bernie

Subjects
Humans, Genetic Predisposition to Disease, Family, Autistic Disorder, Phenotype, Polymorphism, Single Nucleotide, Female, Male, Genetic Variation, Genome-Wide Association Study, Autism Spectrum Disorder, Autism, GWAS, Genetics, Heterogeneity, Power, Genetic Testing, Pediatric, Intellectual and Developmental Disabilities (IDD), Mental Health, Human Genome, Brain Disorders, Biological Sciences, Medical and Health Sciences, Psychology and Cognitive Sciences, Psychiatry
Abstract

BackgroundPhenotypic heterogeneity in autism has long been conjectured to be a major hindrance to the discovery of genetic risk factors, leading to numerous attempts to stratify children based on phenotype to increase power of discovery studies. This approach, however, is based on the hypothesis that phenotypic heterogeneity closely maps to genetic variation, which has not been tested. Our study examines the impact of subphenotyping of a well-characterized autism spectrum disorder (ASD) sample on genetic homogeneity and the ability to discover common genetic variants conferring liability to ASD.MethodsGenome-wide genotypic data of 2576 families from the Simons Simplex Collection were analyzed in the overall sample and phenotypic subgroups defined on the basis of diagnosis, IQ, and symptom profiles. We conducted a family-based association study, as well as estimating heritability and evaluating allele scores for each phenotypic subgroup.ResultsAssociation analyses revealed no genome-wide significant association signal. Subphenotyping did not increase power substantially. Moreover, allele scores built from the most associated single nucleotide polymorphisms, based on the odds ratio in the full sample, predicted case status in subsets of the sample equally well and heritability estimates were very similar for all subgroups.ConclusionsIn genome-wide association analysis of the Simons Simplex Collection sample, reducing phenotypic heterogeneity had at most a modest impact on genetic homogeneity. Our results are based on a relatively small sample, one with greater homogeneity than the entire population; if they apply more broadly, they imply that analysis of subphenotypes is not a productive path forward for discovering genetic risk variants in ASD.

Published
2015

8. Modest impact on risk for autism spectrum disorder of rare copy number variants at 15q11.2, specifically breakpoints 1 to 2.

Author

Chaste, Pauline, Sanders, Stephan, Mohan, Kommu, Klei, Lambertus, Song, Youeun, Murtha, Michael, Hus, Vanessa, Lowe, Jennifer, Willsey, Arthur, Moreno-De-Luca, Daniel, Yu, Timothy, Fombonne, Eric, Geschwind, Daniel, Grice, Dorothy, Ledbetter, David, Lord, Catherine, Mane, Shrikant, Martin, Donna, Morrow, Eric, Walsh, Christopher, Sutcliffe, James, State, Matthew, Martin, Christa, Devlin, Bernie, Beaudet, Arthur, Cook, Edwin, and Kim, Soo-Jeong

Subjects
15q11.2, autism, deletion, duplication, penetrance, Adult, Child, Child Development Disorders, Pervasive, Chromosome Deletion, Chromosomes, Human, Pair 15, DNA Copy Number Variations, Female, Genetic Predisposition to Disease, Humans, Male
Abstract

The proximal region of chromosome 15 is one of the genomic hotspots for copy number variants (CNVs). Among the rearrangements observed in this region, CNVs from the interval between the common breakpoints 1 and 2 (BP1 and BP2) have been reported cosegregating with autism spectrum disorder (ASD). Although evidence supporting an association between BP1-BP2 CNVs and autism accumulates, the magnitude of the effect of BP1-BP2 CNVs remains elusive, posing a great challenge to recurrence-risk counseling. To gain further insight into their pathogenicity for ASD, we estimated the penetrance of the BP1-BP2 CNVs for ASD as well as their effects on ASD-related phenotypes in a well-characterized ASD sample (n = 2525 families). Transmission disequilibrium test revealed significant preferential transmission only for the duplicated chromosome in probands (20T:9NT). The penetrance of the BP1-BP2 CNVs for ASD was low, conferring additional risks of 0.3% (deletion) and 0.8% (duplication). Stepwise regression analyses suggest a greater effect of the CNVs on ASD-related phenotype in males and when maternally inherited. Taken together, the results are consistent with BP1-BP2 CNVs as risk factors for autism. However, their effect is modest, more akin to that seen for common variants. To be consistent with the current American College of Medical Genetics guidelines for interpretation of postnatal CNV, the BP1-BP2 deletion and duplication CNVs would probably best be classified as variants of uncertain significance (VOUS): they appear to have an impact on risk, but one so modest that these CNVs do not merit pathogenic status.

Published
2014

10. Adjusting head circumference for covariates in autism: clinical correlates of a highly heritable continuous trait.

Author

Chaste, Pauline, Klei, Lambertus, Sanders, Stephan, Murtha, Michael, Hus, Vanessa, Lowe, Jennifer, Willsey, Arthur, Moreno-De-Luca, Daniel, Yu, Timothy, Fombonne, Eric, Geschwind, Daniel, Grice, Dorothy, Ledbetter, David, Lord, Catherine, Mane, Shrikant, Lese Martin, Christa, Martin, Donna, Morrow, Eric, Walsh, Christopher, Sutcliffe, James, State, Matthew, Devlin, Bernie, Cook, Edwin, and Kim, Soo-Jeong

Subjects
ASD, IQ, autism spectrum disorder, body metrics, genetic ancestry, head circumference, Adult, Autistic Disorder, Body Weights and Measures, Child, Family, Female, Head, Humans, Intelligence, Male, Quantitative Trait, Heritable
Abstract

BACKGROUND: Brain development follows a different trajectory in children with autism spectrum disorders (ASD) than in typically developing children. A proxy for neurodevelopment could be head circumference (HC), but studies assessing HC and its clinical correlates in ASD have been inconsistent. This study investigates HC and clinical correlates in the Simons Simplex Collection cohort. METHODS: We used a mixed linear model to estimate effects of covariates and the deviation from the expected HC given parental HC (genetic deviation). After excluding individuals with incomplete data, 7225 individuals in 1891 families remained for analysis. We examined the relationship between HC/genetic deviation of HC and clinical parameters. RESULTS: Gender, age, height, weight, genetic ancestry, and ASD status were significant predictors of HC (estimate of the ASD effect = .2 cm). HC was approximately normally distributed in probands and unaffected relatives, with only a few outliers. Genetic deviation of HC was also normally distributed, consistent with a random sampling of parental genes. Whereas larger HC than expected was associated with ASD symptom severity and regression, IQ decreased with the absolute value of the genetic deviation of HC. CONCLUSIONS: Measured against expected values derived from covariates of ASD subjects, statistical outliers for HC were uncommon. HC is a strongly heritable trait, and population norms for HC would be far more accurate if covariates including genetic ancestry, height, and age were taken into account. The association of diminishing IQ with absolute deviation from predicted HC values suggests HC could reflect subtle underlying brain development and warrants further investigation.

Published
2013

11. Common genetic variants, acting additively, are a major source of risk for autism.

Author

Klei, Lambertus, Sanders, Stephan, Murtha, Michael, Hus, Vanessa, Lowe, Jennifer, Willsey, Arthur, Moreno-De-Luca, Daniel, Yu, Timothy, Fombonne, Eric, Geschwind, Daniel, Grice, Dorothy, Ledbetter, David, Lord, Catherine, Mane, Shrikant, Martin, Christa, Martin, Donna, Morrow, Eric, Walsh, Christopher, Melhem, Nadine, Chaste, Pauline, Sutcliffe, James, State, Matthew, Cook, Edwin, Roeder, Kathryn, and Devlin, Bernie

Abstract

BACKGROUND: Autism spectrum disorders (ASD) are early onset neurodevelopmental syndromes typified by impairments in reciprocal social interaction and communication, accompanied by restricted and repetitive behaviors. While rare and especially de novo genetic variation are known to affect liability, whether common genetic polymorphism plays a substantial role is an open question and the relative contribution of genes and environment is contentious. It is probable that the relative contributions of rare and common variation, as well as environment, differs between ASD families having only a single affected individual (simplex) versus multiplex families who have two or more affected individuals. METHODS: By using quantitative genetics techniques and the contrast of ASD subjects to controls, we estimate what portion of liability can be explained by additive genetic effects, known as narrow-sense heritability. We evaluate relatives of ASD subjects using the same methods to evaluate the assumptions of the additive model and partition families by simplex/multiplex status to determine how heritability changes with status. RESULTS: By analyzing common variation throughout the genome, we show that common genetic polymorphism exerts substantial additive genetic effects on ASD liability and that simplex/multiplex family status has an impact on the identified composition of that risk. As a fraction of the total variation in liability, the estimated narrow-sense heritability exceeds 60% for ASD individuals from multiplex families and is approximately 40% for simplex families. By analyzing parents, unaffected siblings and alleles not transmitted from parents to their affected children, we conclude that the data for simplex ASD families follow the expectation for additive models closely. The data from multiplex families deviate somewhat from an additive model, possibly due to parental assortative mating. CONCLUSIONS: Our results, when viewed in the context of results from genome-wide association studies, demonstrate that a myriad of common variants of very small effect impacts ASD liability.

Published
2012

15. Loss of δ-catenin function in severe autism

Author

Turner, Tychele N., Sharma, Kamal, Oh, Edwin C., Liu, Yangfan P., Collins, Ryan L., Sosa, Maria X., Auer, Dallas R., Brand, Harrison, Sanders, Stephan J., Moreno-De-Luca, Daniel, Pihur, Vasyl, Plona, Teri, Pike, Kristen, Soppet, Daniel R., Smith, Michael W., Cheung, SauWai, Martin, Christa Lese, State, Matthew W., Talkowski, Michael E., Cook, Edwin, Huganir, Richard, Katsanis, Nicholas, and Chakravarti, Aravinda

Subjects
Genetic variation -- Identification and classification, Transcription factors -- Health aspects, Autism -- Genetic aspects, Environmental issues, Science and technology, Zoology and wildlife conservation
Abstract

Autism is a multifactorial neurodevelopmental disorder affecting more males than females; consequently, under a multifactorial genetic hypothesis, females are affected only when they cross a higher biological threshold. We hypothesize that deleterious variants at conserved residues are enriched in severely affected patients arising from female-enriched multiplex families with severe disease, enhancing the detection of key autism genes in modest numbers of cases. Here we show the use of this strategy by identifying missense and dosage sequence variants in the gene encoding the adhesive junction-associated δ-catenin protein (CTNND2) in female-enriched multiplex families and demonstrating their loss-of-function effect by functional analyses in zebrafish embryos and cultured hippocampal neurons from wild-type and Ctnnd2 null mouse embryos. Finally, through gene expression and network analyses, we highlight a critical role for CTNND2 in neuronal development and an intimate connection to chromatin biology. Our data contribute to the understanding of the genetic architecture of autism and suggest that genetic analyses of phenotypic extremes, such as female-enriched multiplex families, are of innate value in multifactorial disorders., Autism is a common neurodevelopmental disorder with a profound sex-bias: four times more males than females are affected (1) whereas disease recurrence risk to siblings of autistic females is larger [...]

Published
2015
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19. Algoritmo para el éxito en la elección del material de reconstrucción de las fracturas de la pared medial asociadas al suelo orbitario en la reconstrucción de la zona clave. Una serie de casos

Author

Guerra, Raphael Capelli, primary, Borim Pulino, Bianca de Fátima, additional, Pereira, Rodrigo, additional, Nastri de Luca, Daniel, additional, Garcia Júnior, Idelmo Rangel, additional, Hochuli Vieira, Eduardo, additional, and Hammer, Beat, additional

Published
2022
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25. Deletion 17q12 is a recurrent copy number variant that confers high risk of autism and schizophrenia

Author

Moreno-De-Luca, Daniel, Mulle, Jennifer G., Kaminsky, Erin B., Sanders, Stephan J., Myers, Scott M., Adam, Margaret P., Pakula, Amy T., Eisenhauer, Nancy J., Uhas, Kim, Weik, LuAnn, Guy, Lisa, Care, Melanie E., Morel, Chantal F., Boni, Charlotte, Salbert, Bonnie Anne, Chandrareddy, Ashadeep, Demmer, Laurie A., Chow, Eva W.C., Surti, Urvashi, Aradhya, Swaroop, Pickering, Diane L., Golden, Denae M., Sanger, Warren G., Aston, Emily, Brothman, Arthur R., Gliem, Troy J., Thorland, Erik C., Ackley, Todd, Iyer, Ram, Shuwen Huang, Barber, John C., Crolla, John A., Warren, Stephen T., Martin, Christa L., and Ledbetter, David H.

Subjects
Autism -- Genetic aspects, Autism -- Risk factors, Chromosome deletion -- Analysis, Diabetes -- Genetic aspects, Genetic polymorphisms -- Analysis, Schizophrenia -- Risk factors, Schizophrenia -- Genetic aspects, Nervous system -- Degeneration, Nervous system -- Genetic aspects, Biological sciences
Abstract

Cytogenomic array analysis in a discovery sample of patients with neurodevelopmental disorders referred for clinical testing was performed to detect recurrent 1.4 Mb deletions at 17q12, which harbors HNF1B, the gene responsible for renal cysts and diabetes syndrome (RCAD). The data provide insight into recurrent deletion of 17q12, pathogenic CNV that confers a very high risk for ASD and schizophrenia and significance of one or more of the 1S dosage sensitive genes in the deleted interval for normal brain development and function.

Published
2010

30. 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. 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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

31. Analysis of X chromosome inactivation in autism spectrum disorders

Author

Gong, Xiaohong, Bacchelli, Elena, Blasi, Francesca, Toma, Claudio, Betancur, Catalina, Chaste, Pauline, Delorme, Richard, Durand, Christelle M., Fauchereau, Fabien, Botros, Hany Goubran, Leboyer, Marion, Mouren-Simeoni, Marie-Christine, Nygren, Gudrun, Anckarsäter, Henrik, Rastam, Maria, Gillberg, Carina I., Gillberg, Christopher, Moreno-De-Luca, Daniel, Carone, Simona, Nummela, Ilona, Rossi, Mari, Battaglia, Agatino, Jarvela, Irma, Maestrini, Elena, and Bourgeron, Thomas

Published
2008
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36. Dr Nurnberger and Colleagues Reply

Author

Nurnberger Jr, John I., primary, Austin, Jehannine, additional, Berrettini, Wade H., additional, Besterman, Aaron D., additional, DeLisi, Lynn E., additional, Grice, Dorothy E., additional, Kennedy, James L., additional, Moreno-De-Luca, Daniel, additional, Potash, James B., additional, Ross, David A., additional, Schulze,, Thomas G., additional, and Zai, Gwyneth, additional

Published
2019
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39. Search for copy number variants in chromosomes 15q11-q13 and 22q11.2 in obsessive compulsive disorder

Author

Grabe Hans, Mössner Rainald, Chaste Pauline, Maier Wolfgang, Gennetier Aurélie, Moreno-De-Luca Daniel, Delorme Richard, Ruhrmann Stephan, Falkai Peter, Mouren Marie-Christine, Leboyer Marion, Wagner Michael, and Betancur Catalina

Subjects
Internal medicine, RC31-1245, Genetics, QH426-470
Abstract

Abstract Background Obsessive-compulsive disorder (OCD) is a clinically and etiologically heterogeneous syndrome. The high frequency of obsessive-compulsive symptoms reported in subjects with the 22q11.2 deletion syndrome (DiGeorge/velocardiofacial syndrome) or Prader-Willi syndrome (15q11-13 deletion of the paternally derived chromosome), suggests that gene dosage effects in these chromosomal regions could increase risk for OCD. Therefore, the aim of this study was to search for microrearrangements in these two regions in OCD patients. Methods We screened the 15q11-13 and 22q11.2 chromosomal regions for genomic imbalances in 236 patients with OCD using multiplex ligation-dependent probe amplification (MLPA). Results No deletions or duplications involving 15q11-13 or 22q11.2 were identified in our patients. Conclusions Our results suggest that deletions/duplications of chromosomes 15q11-13 and 22q11.2 are rare in OCD. Despite the negative findings in these two regions, the search for copy number variants in OCD using genome-wide array-based methods is a highly promising approach to identify genes of etiologic importance in the development of OCD.

Published
2010
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40. Analysis of shared heritability in common disorders of the brain

Author

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-Francois, 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 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, Noethen, Markus M., Rossor, Martin, Lupton, Michelle K., Hoffmann, Per, Kornhuber, Johannes, Lawlor, Brian, McQuillin, Andrew, Al-Chalabi, Ammar, Bis, Joshua C., Ruiz, Agustin, Boada, Merce, 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., Lehtimaki, Terho, Wedenoja, Juho, Buring, Julie E., Schuerks, Markus, Hrafnsdottir, Maria, Hottenga, Jouke-Jan, Penninx, Brenda, Artto, Ville, Kaunisto, Mari, Vepsalainen, Salli, Martin, Nicholas G., Montgomery, Grant W., Kurki, Mitja I., Hamalainen, Eija, Huang, Hailiang, Huang, Jie, Sandor, Cynthia, Webber, Caleb, Muller-Myhsok, Bertram, Schreiber, Stefan, Salomaa, Veikko, Loehrer, Elizabeth, Goebel, 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, Kalviainen, Reetta, Kunz, Wolfram S., Lerche, Holger, Leu, Costin, Lindhout, Dick, Lo, Warren, Lowenstein, Daniel, McCormack, Mark, Moller, 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, Perica, Vesna Boraska, Thornton, Laura M., Huckins, Laura M., Rayner, N. William, 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, Antoni Ramos-Quiroga, Josep, Sanchez-Mora, Cristina, Ribases, Marta, Casas, Miguel, Hervas, Amaia, Jesus Arranz, Maria, 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, Borglum, Anders D., Waldman, Irwin, Wilmot, Beth, Molly, Nikolas, Bau, Claiton H. D., Crosbie, Jennifer, Schachar, Russell, K., Sandra, 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, Patricia, 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, Stephane, Maaser, Anna, Fischer, Sascha B., Reinbold, Celine S., Fullerton, Janice M., Guzman-Parra, Jose, Mayoral, Fermin, Schofield, Peter R., Cichon, Sven, Muhleisen, 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 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 T. F., Knowles, James A., Viktorin, Alexander, Arnold, Paul, Barr, Cathy L., Bedoya-Berrio, Gabriel, Bienvenu, O. 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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 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, Noethen, Markus M., Rossor, Martin, Lupton, Michelle K., Hoffmann, Per, Kornhuber, Johannes, Lawlor, Brian, McQuillin, Andrew, Al-Chalabi, Ammar, Bis, Joshua C., Ruiz, Agustin, Boada, Merce, 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., Lehtimaki, Terho, Wedenoja, Juho, Buring, Julie E., Schuerks, Markus, Hrafnsdottir, Maria, Hottenga, Jouke-Jan, Penninx, Brenda, Artto, Ville, Kaunisto, Mari, Vepsalainen, Salli, Martin, Nicholas G., Montgomery, Grant W., Kurki, Mitja I., Hamalainen, Eija, Huang, Hailiang, Huang, Jie, Sandor, Cynthia, Webber, Caleb, Muller-Myhsok, Bertram, Schreiber, Stefan, Salomaa, Veikko, Loehrer, Elizabeth, Goebel, 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, Kalviainen, Reetta, Kunz, Wolfram S., Lerche, Holger, Leu, Costin, Lindhout, Dick, Lo, Warren, Lowenstein, Daniel, McCormack, Mark, Moller, 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, Perica, Vesna Boraska, Thornton, Laura M., Huckins, Laura M., Rayner, N. William, 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, Antoni Ramos-Quiroga, Josep, Sanchez-Mora, Cristina, Ribases, Marta, Casas, Miguel, Hervas, Amaia, Jesus Arranz, Maria, 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, Borglum, Anders D., Waldman, Irwin, Wilmot, Beth, Molly, Nikolas, Bau, Claiton H. D., Crosbie, Jennifer, Schachar, Russell, K., Sandra, 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, Patricia, 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, Stephane, Maaser, Anna, Fischer, Sascha B., Reinbold, Celine S., Fullerton, Janice M., Guzman-Parra, Jose, Mayoral, Fermin, Schofield, Peter R., Cichon, Sven, Muhleisen, 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 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 T. F., 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, Euripedes 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, Rosario, 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, Kucinskas, Vaidutis, Keong, Jimmy Lee Chee, Limborska, Svetlana, Loughland, Carmel, Lonnqvist, 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, Stoegmann, 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, and Neale, Benjamin M.

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

41. 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, 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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, 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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, 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, 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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

42. Autism Heterogeneity in a Densely Sampled U.S. Population: Results From the First 1,000 Participants in the RI‐CART Study.

Author

McCormick, Carolyn E. B., Kavanaugh, Brian C., Sipsock, Danielle, Righi, Giulia, Oberman, Lindsay M., Moreno De Luca, Daniel, Gamsiz Uzun, Ece D., Best, Carrie R., Jerskey, Beth A., Quinn, Joanne G., Jewel, Susan B., Wu, Pei‐Chi, McLean, Rebecca L., Levine, Todd P., Tokadjian, Hasmik, Perkins, Kayla A., Clarke, Elaine B., Dunn, Brittany, Gerber, Alan H., and Tenenbaum, Elena J.

Abstract

The objective of this study was to establish a large, densely sampled, U.S. population‐based cohort of people with autism spectrum disorder (ASD). The Rhode Island Consortium for Autism Research and Treatment (RI‐CART) represents a unique public‐private‐academic collaboration involving all major points of service for families in Rhode Island affected by ASD. Diagnosis was based on direct behavioral observation via the Autism Diagnostic Observation Schedule, Second Edition. For the first 1,000 participants, ages ranged from 21 months to 64 years. Using Geographic Information System and published prevalence rates, the overall cohort is estimated to represent between 20% and 49% of pediatric age persons in Rhode Island with ASD, with demographics representative of U.S. Census. We observed a high rate of co‐occurring medical and psychiatric conditions in affected individuals. Among the most prominent findings of immediate clinical importance, we found that females received a first diagnosis of ASD at a later age than males, potentially due to more advanced language abilities in females with ASD. In summary, this is the first analysis of a large, population‐based U.S. cohort with ASD. Given the depth of sampling, the RI‐CART study reflects an important new resource for studying ASD in a representative U.S. population. Psychiatric and medical comorbidities in ASD constitute a substantial burden and warrant adequate attention as part of overall treatment. Our study also suggests that new strategies for earlier diagnosis of ASD in females may be warranted. Autism Res 2020, 13: 474–488. © 2020 International Society for Autism Research, Wiley Periodicals, Inc. Lay Summary The Rhode Island Consortium for Autism Research and Treatment (RI‐CART) represents a unique public‐private‐academic collaboration involving all major points of service for families in Rhode Island affected by autism spectrum disorder (ASD). In this article, we provide results from the first 1,000 participants, estimated to represent >20% of affected families in the state. Importantly, we find a later age at first diagnosis of ASD in females, which potentially calls attention to the need for improved early diagnosis in girls. Also, we report a high rate of co‐occurring medical and psychiatric conditions in affected individuals. [ABSTRACT FROM AUTHOR]

Published
2020
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43. What Should a Psychiatrist Know About Genetics?

Author

Nurnberger, John I., primary, Austin, Jehannine, additional, Berrettini, Wade H., additional, Besterman, Aaron D., additional, DeLisi, Lynn E., additional, Grice, Dorothy E., additional, Kennedy, James L., additional, Moreno-De-Luca, Daniel, additional, Potash, James B., additional, Ross, David A., additional, Schulze, Thomas G., additional, and Zai, Gwyneth, additional

Published
2018
Full Text
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48. Autism genetics: opportunities and challenges for clinical translation

Author

Brain, Onderzoek, Vorstman, Jacob A S, Parr, Jeremy R, Moreno-De-Luca, Daniel, Anney, Richard J L, Nurnberger, John I, Hallmayer, Joachim F, Brain, Onderzoek, Vorstman, Jacob A S, Parr, Jeremy R, Moreno-De-Luca, Daniel, Anney, Richard J L, Nurnberger, John I, and Hallmayer, Joachim F

Published
2017

49. Meta-analysis of GWAS of over 16,000 individuals with autism spectrum disorder highlights a novel locus at 10q24.32 and a significant overlap with schizophrenia

Author

Anney, Richard J.L., Ripke, Stephan, Anttila, Verneri, Grove, Jakob, Holmans, Peter, Huang, Hailiang, Klei, Lambertus, Lee, Phil H., Medland, Sarah E., Neale, Benjamin, Robinson, Elise, Weiss, Lauren A., Zwaigenbaum, Lonnie, Yu, Timothy W., Wittemeyer, Kerstin, Willsey, A. Jeremy, Wijsman, Ellen M., Werge, Thomas, Wassink, Thomas H., Waltes, Regina, Walsh, Christopher A., Wallace, Simon, Vorstman, Jacob A.S., Vieland, Veronica J., Vicente, Astrid M., Vanengeland, Herman, Tsang, Kathryn, Thompson, Ann P., Szatmari, Peter, Svantesson, Oscar, Steinberg, Stacy, Stefansson, Kari, Stefansson, Hreinn, State, Matthew W., Soorya, Latha, Silagadze, Teimuraz, Scherer, Stephen W., Schellenberg, Gerard D., Sandin, Sven, Sanders, Stephan J., Saemundsen, Evald, Rouleau, Guy A., Rogé, Bernadette, Roeder, Kathryn, Roberts, Wendy, Reichert, Jennifer, Reichenberg, Abraham, Rehnström, Karola, Regan, Regina, Poustka, Fritz, Poultney, Christopher S., Piven, Joseph, Pinto, Dalila, Pericak-Vance, Margaret A., Pejovic-Milovancevic, Milica, Pedersen, Marianne Giørtz, Pedersen, Carsten Bøcker, Paterson, Andrew D., Parr, Jeremy R., Pagnamenta, Alistair T., Oliveira, Guiomar, Nurnberger, John I., Nordentoft, Merete, Murtha, Michael T., Mouga, Susana, Mortensen, Preben Bo, Mors, Ole, Morrow, Eric M., Moreno-De-Luca, Daniel, Monaco, Anthony P., Minshew, Nancy, Merikangas, Alison, McMahon, William M., McGrew, Susan G., Mattheisen, Manuel, Martsenkovsky, Igor, Martin, Donna M., Mane, Shrikant M., Magnusson, Pall, Magalhaes, Tiago, Maestrini, Elena, Lowe, Jennifer K., Lord, Catherine, Levitt, Pat, Martin, Christa Lese, Ledbetter, David H., Leboyer, Marion, Lecouteur, Ann S., Ladd-Acosta, Christine, Kolevzon, Alexander, Klauck, Sabine M., Jacob, Suma, Iliadou, Bozenna, Hultman, Christina M., Hougaard, David M., Hertz-Picciotto, Irva, Hendren, Robert, Hansen, Christine Søholm, Haines, Jonathan L., Guter, Stephen J., Grice, Dorothy E., Green, Jonathan M., Green, Andrew, Goldberg, Arthur P., Gillberg, Christopher, Gilbert, John, Gallagher, Louise, Freitag, Christine M., Fombonne, Eric, Folstein, Susan E., Fernandez, Bridget, Fallin, M. Daniele, Ercan-Sencicek, A. Gulhan, Ennis, Sean, Duque, Frederico, Duketis, Eftichia, Delorme, Richard, Derubeis, Silvia, Dejonge, Maretha V., Dawson, Geraldine, Cuccaro, Michael L., Correia, Catarina T., Conroy, Judith, Conceição, Ines C., Chiocchetti, Andreas G., Celestino-Soper, Patrícia B.S., Casey, Jillian, Cantor, Rita M., Café, Cátia, Bybjerg-Grauholm, Jonas, Brennan, Sean, Bourgeron, Thomas, Bolton, Patrick F., Bölte, Sven, Bolshakova, Nadia, Betancur, Catalina, Bernier, Raphael, Beaudet, Arthur L., Battaglia, Agatino, Bal, Vanessa H., Baird, Gillian, Bailey, Anthony J., Bækvad-Hansen, Marie, Bader, Joel S., Bacchelli, Elena, Anagnostou, Evdokia, Amaral, David, Almeida, Joana, Børglum, Anders D., Buxbaum, Joseph D., Chakravarti, Aravinda, Cook, Edwin H., Coon, Hilary, Geschwind, Daniel H., Gill, Michael, Hakonarson, Hakon, Hallmayer, Joachim, Palotie, Aarno, Santangelo, Susan, Sutcliffe, James S., Arking, Dan E., Devlin, Bernie, Daly, Mark J., Anney, Richard J.L., Ripke, Stephan, Anttila, Verneri, Grove, Jakob, Holmans, Peter, Huang, Hailiang, Klei, Lambertus, Lee, Phil H., Medland, Sarah E., Neale, Benjamin, Robinson, Elise, Weiss, Lauren A., Zwaigenbaum, Lonnie, Yu, Timothy W., Wittemeyer, Kerstin, Willsey, A. Jeremy, Wijsman, Ellen M., Werge, Thomas, Wassink, Thomas H., Waltes, Regina, Walsh, Christopher A., Wallace, Simon, Vorstman, Jacob A.S., Vieland, Veronica J., Vicente, Astrid M., Vanengeland, Herman, Tsang, Kathryn, Thompson, Ann P., Szatmari, Peter, Svantesson, Oscar, Steinberg, Stacy, Stefansson, Kari, Stefansson, Hreinn, State, Matthew W., Soorya, Latha, Silagadze, Teimuraz, Scherer, Stephen W., Schellenberg, Gerard D., Sandin, Sven, Sanders, Stephan J., Saemundsen, Evald, Rouleau, Guy A., Rogé, Bernadette, Roeder, Kathryn, Roberts, Wendy, Reichert, Jennifer, Reichenberg, Abraham, Rehnström, Karola, Regan, Regina, Poustka, Fritz, Poultney, Christopher S., Piven, Joseph, Pinto, Dalila, Pericak-Vance, Margaret A., Pejovic-Milovancevic, Milica, Pedersen, Marianne Giørtz, Pedersen, Carsten Bøcker, Paterson, Andrew D., Parr, Jeremy R., Pagnamenta, Alistair T., Oliveira, Guiomar, Nurnberger, John I., Nordentoft, Merete, Murtha, Michael T., Mouga, Susana, Mortensen, Preben Bo, Mors, Ole, Morrow, Eric M., Moreno-De-Luca, Daniel, Monaco, Anthony P., Minshew, Nancy, Merikangas, Alison, McMahon, William M., McGrew, Susan G., Mattheisen, Manuel, Martsenkovsky, Igor, Martin, Donna M., Mane, Shrikant M., Magnusson, Pall, Magalhaes, Tiago, Maestrini, Elena, Lowe, Jennifer K., Lord, Catherine, Levitt, Pat, Martin, Christa Lese, Ledbetter, David H., Leboyer, Marion, Lecouteur, Ann S., Ladd-Acosta, Christine, Kolevzon, Alexander, Klauck, Sabine M., Jacob, Suma, Iliadou, Bozenna, Hultman, Christina M., Hougaard, David M., Hertz-Picciotto, Irva, Hendren, Robert, Hansen, Christine Søholm, Haines, Jonathan L., Guter, Stephen J., Grice, Dorothy E., Green, Jonathan M., Green, Andrew, Goldberg, Arthur P., Gillberg, Christopher, Gilbert, John, Gallagher, Louise, Freitag, Christine M., Fombonne, Eric, Folstein, Susan E., Fernandez, Bridget, Fallin, M. Daniele, Ercan-Sencicek, A. Gulhan, Ennis, Sean, Duque, Frederico, Duketis, Eftichia, Delorme, Richard, Derubeis, Silvia, Dejonge, Maretha V., Dawson, Geraldine, Cuccaro, Michael L., Correia, Catarina T., Conroy, Judith, Conceição, Ines C., Chiocchetti, Andreas G., Celestino-Soper, Patrícia B.S., Casey, Jillian, Cantor, Rita M., Café, Cátia, Bybjerg-Grauholm, Jonas, Brennan, Sean, Bourgeron, Thomas, Bolton, Patrick F., Bölte, Sven, Bolshakova, Nadia, Betancur, Catalina, Bernier, Raphael, Beaudet, Arthur L., Battaglia, Agatino, Bal, Vanessa H., Baird, Gillian, Bailey, Anthony J., Bækvad-Hansen, Marie, Bader, Joel S., Bacchelli, Elena, Anagnostou, Evdokia, Amaral, David, Almeida, Joana, Børglum, Anders D., Buxbaum, Joseph D., Chakravarti, Aravinda, Cook, Edwin H., Coon, Hilary, Geschwind, Daniel H., Gill, Michael, Hakonarson, Hakon, Hallmayer, Joachim, Palotie, Aarno, Santangelo, Susan, Sutcliffe, James S., Arking, Dan E., Devlin, Bernie, and Daly, Mark J.

Abstract

Background: Over the past decade genome-wide association studies (GWAS) have been applied to aid in the understanding of the biology of traits. The success of this approach is governed by the underlying effect sizes carried by the true risk variants and the corresponding statistical power to observe such effects given the study design and sample size under investigation. Previous ASD GWAS have identified genome-wide significant (GWS) risk loci; however, these studies were of only of low statistical power to identify GWS loci at the lower effect sizes (odds ratio (OR) <1.15). Methods: We conducted a large-scale coordinated international collaboration to combine independent genotyping data to improve the statistical power and aid in robust discovery of GWS loci. This study uses genome-wide genotyping data from a discovery sample (7387 ASD cases and 8567 controls) followed by meta-analysis of summary statistics from two replication sets (7783 ASD cases and 11359 controls; and 1369 ASD cases and 137308 controls). Results: We observe a GWS locus at 10q24.32 that overlaps several genes including PITX3, which encodes a transcription factor identified as playing a role in neuronal differentiation and CUEDC2 previously reported to be associated with social skills in an independent population cohort. We also observe overlap with regions previously implicated in schizophrenia which was further supported by a strong genetic correlation between these disorders (Rg = 0.23; P = 9 × 10-6). We further combined these Psychiatric Genomics Consortium (PGC) ASD GWAS data with the recent PGC schizophrenia GWAS to identify additional regions which may be important in a common neurodevelopmental phenotype and identified 12 novel GWS loci. These include loci previously implicated in ASD such as FOXP1 at 3p13, ATP2B2 at 3p25.3, and a 'neurodevelopmental hub' on chromosome 8p11.23. Conclusions: This study is an important step in the ongoing endeavour to identify the loci whic

Published
2017

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